diff --git a/.gitattributes b/.gitattributes
index 1ef325f1b111266a6b26e0196871bd78baa8c2f3..6ae1972ec4eb9c1698cb387e7b9dc28924e2c31b 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -57,3 +57,8 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 # Video files - compressed
 *.mp4 filter=lfs diff=lfs merge=lfs -text
 *.webm filter=lfs diff=lfs merge=lfs -text
+Code/Data_preprocess/sample_test_and_mask_sam2.ipynb filter=lfs diff=lfs merge=lfs -text
+Code/sc_dit/plot_scripts/plot_grounding_results.ipynb filter=lfs diff=lfs merge=lfs -text
+Code/sc_dit/plot_scripts/figures/visual_grounding_examples/2009_001056_2010_000260.pdf filter=lfs diff=lfs merge=lfs -text
+Code/sc_dit/scripts/2007_006483.glb filter=lfs diff=lfs merge=lfs -text
+Code/sc_dit/scripts/2007_006483_sparc.obj filter=lfs diff=lfs merge=lfs -text
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_11__t_0.5_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_11__t_0.5_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..977d5fd9df90f1716bce9f9172fb5ea3a3584a70
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_11__t_0.5_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 09:22:37] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_11__t_0.5_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.3_layer_11', 't_0.5_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.3_layer_11', 't_0.5_layer_11']
+Number of parameters corr net: 120
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+
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100%|██████████| 15/15 [00:04<00:00,  3.73it/s][2025-07-13 09:24:05] tvmonitor...PCK-Transfer@0.10: 38.89% | PCK-Transfer@0.05: 21.11% | PCK-Transfer@0.15: 55.00%
+
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+[2025-07-13 09:24:05] Weighted Per image PCK0.10: 63.80%, image PCK0.05: 45.78%, image PCK0.01: 76.76%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_11__t_0.5_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_11__t_0.5_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..6d3e57be057a4c40987e4becf7ea21ddb8202613
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_11__t_0.5_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-13 09:20:52] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_11__t_0.5_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.3_layer_11', 't_0.5_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.3_layer_11', 't_0.5_layer_5']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.51it/s][2025-07-13 09:20:58] aeroplane...PCK-Transfer@0.10: 83.26% | PCK-Transfer@0.05: 65.73% | PCK-Transfer@0.15: 90.85%
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100%|██████████| 8/8 [00:02<00:00,  3.31it/s][2025-07-13 09:21:14] bottle...PCK-Transfer@0.10: 60.94% | PCK-Transfer@0.05: 46.88% | PCK-Transfer@0.15: 71.88%
+
100%|██████████| 8/8 [00:02<00:00,  3.33it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 47%|████▋     | 15/32 [00:04<00:04,  3.43it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.44it/s]
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 59%|█████▉    | 19/32 [00:05<00:03,  3.43it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.41it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.43it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.52it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.55it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.51it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.47it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.52it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.48it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.53it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.55it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.57it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.51it/s]
100%|██████████| 32/32 [00:09<00:00,  3.49it/s][2025-07-13 09:21:24] bus...PCK-Transfer@0.10: 69.90% | PCK-Transfer@0.05: 55.57% | PCK-Transfer@0.15: 77.97%
+
100%|██████████| 32/32 [00:09<00:00,  3.42it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.17it/s]
 11%|█         | 2/19 [00:00<00:04,  3.42it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.46it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.51it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.58it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.53it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.44it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.41it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.43it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.48it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.41it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.41it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.48it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.25it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.35it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.36it/s]
100%|██████████| 19/19 [00:05<00:00,  3.32it/s][2025-07-13 09:21:29] car...PCK-Transfer@0.10: 87.34% | PCK-Transfer@0.05: 71.71% | PCK-Transfer@0.15: 89.58%
+
100%|██████████| 19/19 [00:05<00:00,  3.41it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.31it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.47it/s]
 11%|█         | 3/27 [00:00<00:06,  3.52it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.46it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.49it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.50it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.47it/s]
 41%|████      | 11/27 [00:03<00:04,  3.45it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.42it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.54it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.58it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.50it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.47it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.47it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.52it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.52it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.55it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.53it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.48it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.47it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.47it/s]
100%|██████████| 27/27 [00:07<00:00,  3.47it/s][2025-07-13 09:21:37] cat...PCK-Transfer@0.10: 73.51% | PCK-Transfer@0.05: 57.09% | PCK-Transfer@0.15: 79.42%
+
100%|██████████| 27/27 [00:07<00:00,  3.48it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.44it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.36it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.36it/s]
 31%|███       | 4/13 [00:01<00:02,  3.41it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.43it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.47it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.47it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.42it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.41it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.39it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.40it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.45it/s]
100%|██████████| 13/13 [00:03<00:00,  3.40it/s][2025-07-13 09:21:41] chair...PCK-Transfer@0.10: 49.38% | PCK-Transfer@0.05: 30.30% | PCK-Transfer@0.15: 60.98%
+
100%|██████████| 13/13 [00:03<00:00,  3.41it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.45it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.43it/s]
100%|██████████| 3/3 [00:00<00:00,  3.43it/s][2025-07-13 09:21:42] cow...PCK-Transfer@0.10: 77.08% | PCK-Transfer@0.05: 41.67% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.43it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.42it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.36it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.40it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.38it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.41it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.45it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.48it/s]
100%|██████████| 8/8 [00:02<00:00,  3.46it/s][2025-07-13 09:21:44] diningtable...PCK-Transfer@0.10: 49.48% | PCK-Transfer@0.05: 25.52% | PCK-Transfer@0.15: 67.71%
+
100%|██████████| 8/8 [00:02<00:00,  3.43it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.42it/s]
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 12%|█▎        | 3/24 [00:00<00:05,  3.50it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.44it/s]
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 25%|██▌       | 6/24 [00:01<00:05,  3.45it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.48it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.43it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.42it/s]
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 58%|█████▊    | 14/24 [00:04<00:02,  3.42it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.44it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.44it/s]
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 88%|████████▊ | 21/24 [00:06<00:00,  3.45it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.44it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.43it/s]
100%|██████████| 24/24 [00:06<00:00,  3.43it/s][2025-07-13 09:21:51] dog...PCK-Transfer@0.10: 66.70% | PCK-Transfer@0.05: 49.38% | PCK-Transfer@0.15: 79.94%
+
100%|██████████| 24/24 [00:06<00:00,  3.44it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
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 22%|██▏       | 2/9 [00:00<00:02,  3.49it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.51it/s]
100%|██████████| 9/9 [00:02<00:00,  3.47it/s][2025-07-13 09:21:54] horse...PCK-Transfer@0.10: 79.97% | PCK-Transfer@0.05: 49.07% | PCK-Transfer@0.15: 85.66%
+
100%|██████████| 9/9 [00:02<00:00,  3.47it/s]
+
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 41%|████      | 11/27 [00:03<00:04,  3.37it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.44it/s]
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 67%|██████▋   | 18/27 [00:05<00:02,  3.38it/s]
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 81%|████████▏ | 22/27 [00:06<00:01,  3.39it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.42it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.41it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.37it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.38it/s][2025-07-13 09:22:02] motorbike...PCK-Transfer@0.10: 78.55% | PCK-Transfer@0.05: 50.37% | PCK-Transfer@0.15: 89.38%
+
100%|██████████| 27/27 [00:07<00:00,  3.41it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.49it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.44it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.46it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.51it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.49it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.52it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.49it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.52it/s]
100%|██████████| 12/12 [00:03<00:00,  3.48it/s][2025-07-13 09:22:05] person...PCK-Transfer@0.10: 51.70% | PCK-Transfer@0.05: 34.19% | PCK-Transfer@0.15: 65.92%
+
100%|██████████| 12/12 [00:03<00:00,  3.47it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.53it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.57it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.51it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.54it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.56it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.51it/s]
100%|██████████| 7/7 [00:01<00:00,  3.51it/s][2025-07-13 09:22:07] pottedplant...PCK-Transfer@0.10: 39.05% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 58.57%
+
100%|██████████| 7/7 [00:01<00:00,  3.52it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.53it/s][2025-07-13 09:22:07] sheep...PCK-Transfer@0.10: 20.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.52it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.47it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.51it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.53it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.50it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.53it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.45it/s]
100%|██████████| 13/13 [00:03<00:00,  3.43it/s][2025-07-13 09:22:11] sofa...PCK-Transfer@0.10: 49.87% | PCK-Transfer@0.05: 29.95% | PCK-Transfer@0.15: 65.56%
+
100%|██████████| 13/13 [00:03<00:00,  3.47it/s]
+
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 60%|██████    | 12/20 [00:03<00:02,  3.54it/s]
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+[2025-07-13 09:22:21] Weighted Per image PCK0.10: 66.71%, image PCK0.05: 48.10%, image PCK0.01: 77.75%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_11__t_0.6_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_11__t_0.6_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..b5a28c6e179b34fbd2faeb51300d651a1ee7e35a
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_11__t_0.6_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-13 09:33:30] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_11__t_0.6_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.3_layer_11', 't_0.6_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.3_layer_11', 't_0.6_layer_20']
+Number of parameters corr net: 120
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+
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+[2025-07-13 09:34:59] Weighted Per image PCK0.10: 62.52%, image PCK0.05: 43.68%, image PCK0.01: 73.27%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_11__t_0.7_layer_10_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_11__t_0.7_layer_10_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..bfb07483efc2c06d631ebaccad071208aaa3cbe5
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_11__t_0.7_layer_10_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 09:36:34] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_11__t_0.7_layer_10_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.3_layer_11', 't_0.7_layer_10'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.3_layer_11', 't_0.7_layer_10']
+Number of parameters corr net: 120
+
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 17%|█▋        | 1/6 [00:00<00:01,  3.38it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.42it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.42it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.37it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.40it/s]
100%|██████████| 6/6 [00:01<00:00,  3.48it/s][2025-07-13 09:36:55] boat...PCK-Transfer@0.10: 44.44% | PCK-Transfer@0.05: 31.94% | PCK-Transfer@0.15: 77.78%
+
100%|██████████| 6/6 [00:01<00:00,  3.44it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.33it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.57it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.52it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.51it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.52it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.51it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.52it/s]
100%|██████████| 8/8 [00:02<00:00,  3.53it/s][2025-07-13 09:36:57] bottle...PCK-Transfer@0.10: 64.06% | PCK-Transfer@0.05: 45.31% | PCK-Transfer@0.15: 73.44%
+
100%|██████████| 8/8 [00:02<00:00,  3.52it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.72it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.63it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.59it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.58it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.61it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.53it/s]
 22%|██▏       | 7/32 [00:01<00:07,  3.55it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.52it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.53it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.60it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.63it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.63it/s]
 41%|████      | 13/32 [00:03<00:05,  3.60it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.56it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.54it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.50it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.57it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.60it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.60it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.58it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.56it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.64it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.65it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.62it/s]
 78%|███████▊  | 25/32 [00:06<00:01,  3.55it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.55it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.49it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.50it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.51it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.50it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.42it/s]
100%|██████████| 32/32 [00:09<00:00,  3.40it/s][2025-07-13 09:37:06] bus...PCK-Transfer@0.10: 70.31% | PCK-Transfer@0.05: 54.17% | PCK-Transfer@0.15: 78.39%
+
100%|██████████| 32/32 [00:09<00:00,  3.54it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.32it/s]
 11%|█         | 2/19 [00:00<00:05,  3.40it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.40it/s]
 21%|██        | 4/19 [00:01<00:04,  3.40it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.29it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.44it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.52it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.52it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.55it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.51it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.51it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.56it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.54it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.54it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.61it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.61it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.60it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.58it/s]
100%|██████████| 19/19 [00:05<00:00,  3.55it/s][2025-07-13 09:37:11] car...PCK-Transfer@0.10: 86.59% | PCK-Transfer@0.05: 74.15% | PCK-Transfer@0.15: 89.74%
+
100%|██████████| 19/19 [00:05<00:00,  3.51it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.51it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.52it/s]
 11%|█         | 3/27 [00:00<00:06,  3.60it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.54it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.56it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.58it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.54it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.43it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.43it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.42it/s]
 41%|████      | 11/27 [00:03<00:04,  3.41it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.38it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.45it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.45it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.50it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.55it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.48it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.46it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.44it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.51it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.51it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.53it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.50it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.49it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.48it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.46it/s]
100%|██████████| 27/27 [00:07<00:00,  3.46it/s][2025-07-13 09:37:19] cat...PCK-Transfer@0.10: 71.50% | PCK-Transfer@0.05: 55.26% | PCK-Transfer@0.15: 80.03%
+
100%|██████████| 27/27 [00:07<00:00,  3.48it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.31it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.24it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.30it/s]
 31%|███       | 4/13 [00:01<00:02,  3.35it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.41it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.46it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.44it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.40it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.41it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.39it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.38it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.43it/s]
100%|██████████| 13/13 [00:03<00:00,  3.43it/s][2025-07-13 09:37:23] chair...PCK-Transfer@0.10: 46.47% | PCK-Transfer@0.05: 28.23% | PCK-Transfer@0.15: 61.35%
+
100%|██████████| 13/13 [00:03<00:00,  3.40it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.56it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.51it/s]
100%|██████████| 3/3 [00:00<00:00,  3.28it/s][2025-07-13 09:37:24] cow...PCK-Transfer@0.10: 70.83% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 89.58%
+
100%|██████████| 3/3 [00:00<00:00,  3.34it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.98it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.17it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.28it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.35it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.43it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.46it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.46it/s]
100%|██████████| 8/8 [00:02<00:00,  3.47it/s][2025-07-13 09:37:26] diningtable...PCK-Transfer@0.10: 49.48% | PCK-Transfer@0.05: 28.65% | PCK-Transfer@0.15: 69.79%
+
100%|██████████| 8/8 [00:02<00:00,  3.39it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.36it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.44it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.47it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.41it/s]
 21%|██        | 5/24 [00:01<00:05,  3.42it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.41it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.43it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.49it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.49it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.47it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.43it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.44it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.43it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.40it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.40it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.42it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.42it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.41it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.41it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.47it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.45it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.44it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.45it/s]
100%|██████████| 24/24 [00:06<00:00,  3.44it/s][2025-07-13 09:37:33] dog...PCK-Transfer@0.10: 63.76% | PCK-Transfer@0.05: 43.21% | PCK-Transfer@0.15: 81.58%
+
100%|██████████| 24/24 [00:06<00:00,  3.44it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.41it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.49it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.44it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.42it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.46it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.50it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.57it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.58it/s]
100%|██████████| 9/9 [00:02<00:00,  3.53it/s][2025-07-13 09:37:36] horse...PCK-Transfer@0.10: 69.02% | PCK-Transfer@0.05: 41.14% | PCK-Transfer@0.15: 78.92%
+
100%|██████████| 9/9 [00:02<00:00,  3.51it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.28it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.39it/s]
 11%|█         | 3/27 [00:00<00:06,  3.44it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.50it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.51it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.57it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.51it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.48it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.52it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.53it/s]
 41%|████      | 11/27 [00:03<00:04,  3.53it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.51it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.50it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.52it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.52it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.53it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.52it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.52it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.51it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.53it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.53it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.50it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.50it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.51it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.46it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.48it/s]
100%|██████████| 27/27 [00:07<00:00,  3.48it/s][2025-07-13 09:37:44] motorbike...PCK-Transfer@0.10: 69.90% | PCK-Transfer@0.05: 45.82% | PCK-Transfer@0.15: 82.58%
+
100%|██████████| 27/27 [00:07<00:00,  3.50it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.56it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.45it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.42it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.39it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.50it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.51it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.56it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.54it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.56it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.55it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.57it/s]
100%|██████████| 12/12 [00:03<00:00,  3.52it/s][2025-07-13 09:37:47] person...PCK-Transfer@0.10: 49.25% | PCK-Transfer@0.05: 35.70% | PCK-Transfer@0.15: 67.54%
+
100%|██████████| 12/12 [00:03<00:00,  3.51it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.53it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.60it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.57it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.59it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.65it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.58it/s]
100%|██████████| 7/7 [00:01<00:00,  3.58it/s][2025-07-13 09:37:49] pottedplant...PCK-Transfer@0.10: 36.67% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 63.81%
+
100%|██████████| 7/7 [00:01<00:00,  3.58it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.53it/s][2025-07-13 09:37:49] sheep...PCK-Transfer@0.10: 20.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 20.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.53it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.50it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.50it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.47it/s]
 31%|███       | 4/13 [00:01<00:02,  3.43it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.45it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.47it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.47it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.49it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.52it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.49it/s]
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+[2025-07-13 09:38:03] Weighted Per image PCK0.10: 64.77%, image PCK0.05: 46.30%, image PCK0.01: 77.29%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_12__t_0.3_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_12__t_0.3_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..aa81277f71ed46d7c7a1be39e7a5f750705ce81b
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_12__t_0.3_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 09:50:41] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_12__t_0.3_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.3_layer_12', 't_0.3_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.3_layer_12', 't_0.3_layer_18']
+Number of parameters corr net: 120
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+[2025-07-13 09:52:10] Weighted Per image PCK0.10: 60.86%, image PCK0.05: 41.42%, image PCK0.01: 72.33%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_12__t_0.5_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_12__t_0.5_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..a07b3c72417907eb69644882520a9a40242abf87
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_12__t_0.5_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-13 09:53:52] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_12__t_0.5_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.3_layer_12', 't_0.5_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.3_layer_12', 't_0.5_layer_11']
+Number of parameters corr net: 120
+
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 97%|█████████▋| 29/30 [00:08<00:00,  3.46it/s]
100%|██████████| 30/30 [00:08<00:00,  3.44it/s][2025-07-13 09:54:08] bicycle...PCK-Transfer@0.10: 86.06% | PCK-Transfer@0.05: 74.85% | PCK-Transfer@0.15: 90.94%
+
100%|██████████| 30/30 [00:08<00:00,  3.38it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.38it/s]
 20%|██        | 2/10 [00:00<00:02,  3.37it/s]
 30%|███       | 3/10 [00:00<00:02,  3.48it/s]
 40%|████      | 4/10 [00:01<00:01,  3.42it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.41it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.48it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.47it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.48it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.47it/s]
100%|██████████| 10/10 [00:02<00:00,  3.51it/s][2025-07-13 09:54:11] bird...PCK-Transfer@0.10: 80.36% | PCK-Transfer@0.05: 53.78% | PCK-Transfer@0.15: 89.44%
+
100%|██████████| 10/10 [00:02<00:00,  3.47it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.18it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.29it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.35it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.45it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.52it/s]
100%|██████████| 6/6 [00:01<00:00,  3.46it/s][2025-07-13 09:54:12] boat...PCK-Transfer@0.10: 56.94% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 80.56%
+
100%|██████████| 6/6 [00:01<00:00,  3.42it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.46it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.43it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.47it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.47it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.47it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.49it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.44it/s]
100%|██████████| 8/8 [00:02<00:00,  3.43it/s][2025-07-13 09:54:15] bottle...PCK-Transfer@0.10: 68.75% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 81.25%
+
100%|██████████| 8/8 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.23it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.37it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.37it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.41it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.41it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.48it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.47it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.51it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.48it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.42it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.40it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.39it/s]
 41%|████      | 13/32 [00:03<00:05,  3.44it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.49it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.48it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.47it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.45it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.46it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.46it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.47it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.49it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.43it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.43it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.48it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.53it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.48it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.50it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.45it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.29it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.31it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.40it/s]
100%|██████████| 32/32 [00:09<00:00,  3.44it/s][2025-07-13 09:54:24] bus...PCK-Transfer@0.10: 81.88% | PCK-Transfer@0.05: 73.28% | PCK-Transfer@0.15: 84.22%
+
100%|██████████| 32/32 [00:09<00:00,  3.44it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.53it/s]
 11%|█         | 2/19 [00:00<00:04,  3.48it/s]
 16%|█▌        | 3/19 [00:00<00:05,  3.20it/s]
 21%|██        | 4/19 [00:01<00:04,  3.07it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.19it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.20it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.13it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.19it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.26it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.37it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.42it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.42it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.45it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.49it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.48it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.48it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.47it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.49it/s]
100%|██████████| 19/19 [00:05<00:00,  3.56it/s][2025-07-13 09:54:30] car...PCK-Transfer@0.10: 89.79% | PCK-Transfer@0.05: 83.28% | PCK-Transfer@0.15: 92.61%
+
100%|██████████| 19/19 [00:05<00:00,  3.38it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.66it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.56it/s]
 11%|█         | 3/27 [00:00<00:06,  3.51it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.55it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.53it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.49it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.36it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.42it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.41it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.37it/s]
 41%|████      | 11/27 [00:03<00:04,  3.42it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.47it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.42it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.45it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.43it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.43it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.44it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.51it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.53it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.51it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.50it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.49it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.48it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.47it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.47it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.47it/s]
100%|██████████| 27/27 [00:07<00:00,  3.46it/s][2025-07-13 09:54:37] cat...PCK-Transfer@0.10: 85.19% | PCK-Transfer@0.05: 69.64% | PCK-Transfer@0.15: 91.39%
+
100%|██████████| 27/27 [00:07<00:00,  3.46it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.41it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.57it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.60it/s]
 31%|███       | 4/13 [00:01<00:02,  3.53it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.52it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.48it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.49it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.55it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.58it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.58it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.58it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.45it/s]
100%|██████████| 13/13 [00:03<00:00,  3.34it/s][2025-07-13 09:54:41] chair...PCK-Transfer@0.10: 55.09% | PCK-Transfer@0.05: 36.37% | PCK-Transfer@0.15: 66.22%
+
100%|██████████| 13/13 [00:03<00:00,  3.48it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.28it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.38it/s]
100%|██████████| 3/3 [00:00<00:00,  3.43it/s][2025-07-13 09:54:42] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.40it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.58it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.52it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.51it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.54it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.52it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.49it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.48it/s]
100%|██████████| 8/8 [00:02<00:00,  3.53it/s][2025-07-13 09:54:44] diningtable...PCK-Transfer@0.10: 55.21% | PCK-Transfer@0.05: 32.29% | PCK-Transfer@0.15: 64.06%
+
100%|██████████| 8/8 [00:02<00:00,  3.52it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.38it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.50it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.46it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.54it/s]
 21%|██        | 5/24 [00:01<00:05,  3.50it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.51it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.52it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.51it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.51it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.57it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.58it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.58it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.54it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.43it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.44it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.48it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.50it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.50it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.53it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.49it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.48it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.50it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.51it/s]
100%|██████████| 24/24 [00:06<00:00,  3.51it/s][2025-07-13 09:54:51] dog...PCK-Transfer@0.10: 79.37% | PCK-Transfer@0.05: 61.51% | PCK-Transfer@0.15: 89.42%
+
100%|██████████| 24/24 [00:06<00:00,  3.51it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.54it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.53it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.57it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.63it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.55it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.52it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.47it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.49it/s]
100%|██████████| 9/9 [00:02<00:00,  3.54it/s][2025-07-13 09:54:54] horse...PCK-Transfer@0.10: 81.06% | PCK-Transfer@0.05: 65.05% | PCK-Transfer@0.15: 86.88%
+
100%|██████████| 9/9 [00:02<00:00,  3.53it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.62it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.57it/s]
 11%|█         | 3/27 [00:00<00:06,  3.54it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.49it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.50it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.44it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.51it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.50it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.51it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.52it/s]
 41%|████      | 11/27 [00:03<00:04,  3.54it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.55it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.57it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.56it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.57it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.55it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.52it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.54it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.56it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.53it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.53it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.58it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.56it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.59it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.64it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.59it/s]
100%|██████████| 27/27 [00:07<00:00,  3.59it/s][2025-07-13 09:55:01] motorbike...PCK-Transfer@0.10: 84.27% | PCK-Transfer@0.05: 61.19% | PCK-Transfer@0.15: 90.53%
+
100%|██████████| 27/27 [00:07<00:00,  3.55it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.54it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.63it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.66it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.70it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.59it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.58it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.53it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.54it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.52it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.52it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.50it/s]
100%|██████████| 12/12 [00:03<00:00,  3.55it/s][2025-07-13 09:55:05] person...PCK-Transfer@0.10: 63.70% | PCK-Transfer@0.05: 44.46% | PCK-Transfer@0.15: 75.37%
+
100%|██████████| 12/12 [00:03<00:00,  3.56it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.43it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.39it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.46it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.44it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.42it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.45it/s]
100%|██████████| 7/7 [00:02<00:00,  3.49it/s][2025-07-13 09:55:07] pottedplant...PCK-Transfer@0.10: 53.81% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 65.71%
+
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100%|██████████| 15/15 [00:04<00:00,  3.56it/s][2025-07-13 09:55:21] tvmonitor...PCK-Transfer@0.10: 42.78% | PCK-Transfer@0.05: 28.33% | PCK-Transfer@0.15: 60.56%
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+[2025-07-13 09:55:21] Weighted Per image PCK0.10: 75.56%, image PCK0.05: 59.04%, image PCK0.01: 83.59%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_12__t_0.5_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_12__t_0.5_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..68c8bc0c26ff43219855f223676c62f586f11856
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_12__t_0.5_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 09:55:26] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_12__t_0.5_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.3_layer_12', 't_0.5_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.3_layer_12', 't_0.5_layer_13']
+Number of parameters corr net: 120
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+
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+[2025-07-13 09:56:51] Weighted Per image PCK0.10: 66.09%, image PCK0.05: 47.63%, image PCK0.01: 77.61%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_12__t_0.6_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_12__t_0.6_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..a63b8f11ef58c15558724eab96da58a6d4d3225f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_12__t_0.6_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-13 10:00:06] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_12__t_0.6_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.3_layer_12', 't_0.6_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.3_layer_12', 't_0.6_layer_10']
+Number of parameters corr net: 120
+
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 33%|███▎      | 10/30 [00:02<00:05,  3.44it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.40it/s]
 40%|████      | 12/30 [00:03<00:05,  3.41it/s]
 43%|████▎     | 13/30 [00:03<00:05,  3.37it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.46it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.44it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.39it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.34it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.35it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.37it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.37it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.38it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.39it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.34it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.42it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.40it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.42it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.41it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.35it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.36it/s]
100%|██████████| 30/30 [00:08<00:00,  3.40it/s][2025-07-13 10:00:22] bicycle...PCK-Transfer@0.10: 88.88% | PCK-Transfer@0.05: 76.15% | PCK-Transfer@0.15: 92.52%
+
100%|██████████| 30/30 [00:08<00:00,  3.39it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.35it/s]
 20%|██        | 2/10 [00:00<00:02,  3.38it/s]
 30%|███       | 3/10 [00:00<00:02,  3.33it/s]
 40%|████      | 4/10 [00:01<00:01,  3.34it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.36it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.30it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.33it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.33it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.35it/s]
100%|██████████| 10/10 [00:03<00:00,  3.32it/s][2025-07-13 10:00:25] bird...PCK-Transfer@0.10: 81.25% | PCK-Transfer@0.05: 60.50% | PCK-Transfer@0.15: 90.56%
+
100%|██████████| 10/10 [00:03<00:00,  3.33it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.37it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.41it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.38it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.35it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.32it/s]
100%|██████████| 6/6 [00:01<00:00,  3.40it/s][2025-07-13 10:00:26] boat...PCK-Transfer@0.10: 69.44% | PCK-Transfer@0.05: 45.83% | PCK-Transfer@0.15: 81.94%
+
100%|██████████| 6/6 [00:01<00:00,  3.38it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.37it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.52it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.45it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.38it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.38it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.36it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.41it/s]
100%|██████████| 8/8 [00:02<00:00,  3.34it/s][2025-07-13 10:00:29] bottle...PCK-Transfer@0.10: 67.19% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 76.56%
+
100%|██████████| 8/8 [00:02<00:00,  3.38it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.19it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.30it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.30it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.28it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.32it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.31it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.37it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.20it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.09it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.23it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.36it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.44it/s]
 41%|████      | 13/32 [00:03<00:05,  3.43it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.43it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.48it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.50it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.56it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.56it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.57it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.54it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.47it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.55it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.56it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.51it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.46it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.53it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.49it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.54it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.56it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.57it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.51it/s]
100%|██████████| 32/32 [00:09<00:00,  3.47it/s][2025-07-13 10:00:38] bus...PCK-Transfer@0.10: 83.96% | PCK-Transfer@0.05: 75.36% | PCK-Transfer@0.15: 87.08%
+
100%|██████████| 32/32 [00:09<00:00,  3.44it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.33it/s]
 11%|█         | 2/19 [00:00<00:04,  3.49it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.45it/s]
 21%|██        | 4/19 [00:01<00:04,  3.43it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.41it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.52it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.60it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.55it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.52it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.43it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.42it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.46it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.42it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.43it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.50it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.46it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.49it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.45it/s]
100%|██████████| 19/19 [00:05<00:00,  3.40it/s][2025-07-13 10:00:44] car...PCK-Transfer@0.10: 92.71% | PCK-Transfer@0.05: 85.26% | PCK-Transfer@0.15: 93.95%
+
100%|██████████| 19/19 [00:05<00:00,  3.46it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.40it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.46it/s]
 11%|█         | 3/27 [00:00<00:06,  3.51it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.43it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.47it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.51it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.46it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.44it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.46it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.47it/s]
 41%|████      | 11/27 [00:03<00:04,  3.46it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.42it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.47it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.44it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.48it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.54it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.46it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.44it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.46it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.48it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.51it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.53it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.51it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.53it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.50it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.50it/s]
100%|██████████| 27/27 [00:07<00:00,  3.51it/s][2025-07-13 10:00:51] cat...PCK-Transfer@0.10: 85.06% | PCK-Transfer@0.05: 69.18% | PCK-Transfer@0.15: 89.17%
+
100%|██████████| 27/27 [00:07<00:00,  3.48it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.49it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.41it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.37it/s]
 31%|███       | 4/13 [00:01<00:02,  3.39it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.42it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.42it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.46it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.44it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.44it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.42it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.43it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.43it/s]
100%|██████████| 13/13 [00:03<00:00,  3.42it/s][2025-07-13 10:00:55] chair...PCK-Transfer@0.10: 56.84% | PCK-Transfer@0.05: 36.18% | PCK-Transfer@0.15: 66.39%
+
100%|██████████| 13/13 [00:03<00:00,  3.42it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.95it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.07it/s]
100%|██████████| 3/3 [00:00<00:00,  3.21it/s][2025-07-13 10:00:56] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.15it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.44it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.42it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.42it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.40it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.42it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.41it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.39it/s]
100%|██████████| 8/8 [00:02<00:00,  3.39it/s][2025-07-13 10:00:59] diningtable...PCK-Transfer@0.10: 56.25% | PCK-Transfer@0.05: 32.29% | PCK-Transfer@0.15: 62.50%
+
100%|██████████| 8/8 [00:02<00:00,  3.40it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.36it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.38it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.33it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.32it/s]
 21%|██        | 5/24 [00:01<00:05,  3.39it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.39it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.41it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.44it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.45it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.41it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.41it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.43it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.44it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.41it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.44it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.45it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.43it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.46it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.43it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.49it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.46it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.47it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.46it/s]
100%|██████████| 24/24 [00:06<00:00,  3.46it/s][2025-07-13 10:01:06] dog...PCK-Transfer@0.10: 81.36% | PCK-Transfer@0.05: 60.58% | PCK-Transfer@0.15: 88.07%
+
100%|██████████| 24/24 [00:06<00:00,  3.43it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.47it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.46it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.44it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.40it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.42it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.44it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.51it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.49it/s]
100%|██████████| 9/9 [00:02<00:00,  3.44it/s][2025-07-13 10:01:08] horse...PCK-Transfer@0.10: 84.34% | PCK-Transfer@0.05: 67.70% | PCK-Transfer@0.15: 89.10%
+
100%|██████████| 9/9 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.33it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.44it/s]
 11%|█         | 3/27 [00:00<00:06,  3.49it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.52it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.50it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.56it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.50it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.50it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.52it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.53it/s]
 41%|████      | 11/27 [00:03<00:04,  3.53it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.49it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.49it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.50it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.50it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.49it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.48it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.46it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.46it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.46it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.42it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.45it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.45it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.42it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.43it/s]
100%|██████████| 27/27 [00:07<00:00,  3.41it/s][2025-07-13 10:01:16] motorbike...PCK-Transfer@0.10: 87.60% | PCK-Transfer@0.05: 64.65% | PCK-Transfer@0.15: 93.54%
+
100%|██████████| 27/27 [00:07<00:00,  3.47it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.44it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.40it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.38it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.36it/s]
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100%|██████████| 7/7 [00:01<00:00,  3.51it/s][2025-07-13 10:01:21] pottedplant...PCK-Transfer@0.10: 50.95% | PCK-Transfer@0.05: 31.90% | PCK-Transfer@0.15: 65.24%
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100%|██████████| 20/20 [00:05<00:00,  3.51it/s][2025-07-13 10:01:31] train...PCK-Transfer@0.10: 74.75% | PCK-Transfer@0.05: 52.50% | PCK-Transfer@0.15: 80.75%
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100%|██████████| 15/15 [00:04<00:00,  3.45it/s][2025-07-13 10:01:36] tvmonitor...PCK-Transfer@0.10: 50.56% | PCK-Transfer@0.05: 36.11% | PCK-Transfer@0.15: 62.22%
+
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+[2025-07-13 10:01:36] Weighted Per image PCK0.10: 77.59%, image PCK0.05: 61.01%, image PCK0.01: 84.20%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_12__t_0.7_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_12__t_0.7_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..10059c120a0a5eccecab13737f42d91a514d7fff
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_12__t_0.7_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 10:12:35] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_12__t_0.7_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.3_layer_12', 't_0.7_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.3_layer_12', 't_0.7_layer_20']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.48it/s][2025-07-13 10:13:07] bus...PCK-Transfer@0.10: 68.33% | PCK-Transfer@0.05: 51.41% | PCK-Transfer@0.15: 76.67%
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100%|██████████| 20/20 [00:05<00:00,  3.78it/s][2025-07-13 10:13:58] train...PCK-Transfer@0.10: 67.75% | PCK-Transfer@0.05: 37.25% | PCK-Transfer@0.15: 81.75%
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100%|██████████| 15/15 [00:04<00:00,  3.71it/s][2025-07-13 10:14:02] tvmonitor...PCK-Transfer@0.10: 42.78% | PCK-Transfer@0.05: 30.00% | PCK-Transfer@0.15: 49.44%
+
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+[2025-07-13 10:14:02] Weighted Per image PCK0.10: 64.48%, image PCK0.05: 45.86%, image PCK0.01: 74.30%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_13__t_0.7_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_13__t_0.7_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..965905ead4a0878219a276ef168ac920d5406e8e
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_13__t_0.7_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-13 10:37:35] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_13__t_0.7_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.3_layer_13', 't_0.7_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.3_layer_13', 't_0.7_layer_10']
+Number of parameters corr net: 120
+
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 73%|███████▎  | 11/15 [00:04<00:01,  3.13it/s]
 80%|████████  | 12/15 [00:05<00:00,  3.17it/s]
 87%|████████▋ | 13/15 [00:05<00:00,  3.25it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.37it/s]
100%|██████████| 15/15 [00:05<00:00,  3.43it/s][2025-07-13 10:37:42] aeroplane...PCK-Transfer@0.10: 87.23% | PCK-Transfer@0.05: 70.00% | PCK-Transfer@0.15: 94.37%
+
100%|██████████| 15/15 [00:05<00:00,  2.51it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:08,  3.29it/s]
  7%|▋         | 2/30 [00:00<00:08,  3.33it/s]
 10%|█         | 3/30 [00:00<00:07,  3.43it/s]
 13%|█▎        | 4/30 [00:01<00:07,  3.38it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.35it/s]
 20%|██        | 6/30 [00:01<00:07,  3.31it/s]
 23%|██▎       | 7/30 [00:02<00:06,  3.33it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.41it/s]
 30%|███       | 9/30 [00:02<00:06,  3.39it/s]
 33%|███▎      | 10/30 [00:02<00:05,  3.43it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.38it/s]
 40%|████      | 12/30 [00:03<00:05,  3.36it/s]
 43%|████▎     | 13/30 [00:03<00:05,  3.38it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.50it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.53it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.48it/s]
 57%|█████▋    | 17/30 [00:04<00:03,  3.44it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.48it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.48it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.46it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.46it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.50it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.43it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.44it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.42it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.41it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.40it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.39it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.41it/s]
100%|██████████| 30/30 [00:08<00:00,  3.44it/s][2025-07-13 10:37:50] bicycle...PCK-Transfer@0.10: 87.94% | PCK-Transfer@0.05: 75.18% | PCK-Transfer@0.15: 90.97%
+
100%|██████████| 30/30 [00:08<00:00,  3.42it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.39it/s]
 20%|██        | 2/10 [00:00<00:02,  3.42it/s]
 30%|███       | 3/10 [00:00<00:02,  3.34it/s]
 40%|████      | 4/10 [00:01<00:01,  3.35it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.35it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.29it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.30it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.33it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.36it/s]
100%|██████████| 10/10 [00:02<00:00,  3.33it/s][2025-07-13 10:37:54] bird...PCK-Transfer@0.10: 77.11% | PCK-Transfer@0.05: 54.14% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 10/10 [00:02<00:00,  3.34it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.57it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.63it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.47it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.40it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.39it/s]
100%|██████████| 6/6 [00:01<00:00,  3.43it/s][2025-07-13 10:37:55] boat...PCK-Transfer@0.10: 69.44% | PCK-Transfer@0.05: 48.61% | PCK-Transfer@0.15: 81.94%
+
100%|██████████| 6/6 [00:01<00:00,  3.45it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.44it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.50it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.43it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.41it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.39it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.39it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.48it/s]
100%|██████████| 8/8 [00:02<00:00,  3.48it/s][2025-07-13 10:37:58] bottle...PCK-Transfer@0.10: 71.88% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 78.12%
+
100%|██████████| 8/8 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.40it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.36it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.35it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.34it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.37it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.30it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.32it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.29it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.31it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.38it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.46it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.52it/s]
 41%|████      | 13/32 [00:03<00:05,  3.47it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.43it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.47it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.52it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.58it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.54it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.49it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.43it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.40it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.47it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.46it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.45it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.43it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.38it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.32it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.34it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.38it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.39it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.36it/s]
100%|██████████| 32/32 [00:09<00:00,  3.21it/s][2025-07-13 10:38:07] bus...PCK-Transfer@0.10: 85.00% | PCK-Transfer@0.05: 73.54% | PCK-Transfer@0.15: 88.39%
+
100%|██████████| 32/32 [00:09<00:00,  3.39it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.69it/s]
 11%|█         | 2/19 [00:00<00:05,  3.10it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.20it/s]
 21%|██        | 4/19 [00:01<00:04,  3.21it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.09it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.19it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.29it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.29it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.33it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.31it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.32it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.37it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.38it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.36it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.41it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.48it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.55it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.52it/s]
100%|██████████| 19/19 [00:05<00:00,  3.44it/s][2025-07-13 10:38:13] car...PCK-Transfer@0.10: 93.69% | PCK-Transfer@0.05: 85.24% | PCK-Transfer@0.15: 95.45%
+
100%|██████████| 19/19 [00:05<00:00,  3.34it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.24it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.39it/s]
 11%|█         | 3/27 [00:00<00:06,  3.44it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.38it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.38it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.38it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.38it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.38it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.41it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.40it/s]
 41%|████      | 11/27 [00:03<00:04,  3.39it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.34it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.39it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.49it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.51it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.45it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.38it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.40it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.45it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.46it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.50it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.48it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.46it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.45it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.42it/s]
100%|██████████| 27/27 [00:07<00:00,  3.41it/s][2025-07-13 10:38:21] cat...PCK-Transfer@0.10: 84.78% | PCK-Transfer@0.05: 66.27% | PCK-Transfer@0.15: 87.93%
+
100%|██████████| 27/27 [00:07<00:00,  3.42it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.92it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.13it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.19it/s]
 31%|███       | 4/13 [00:01<00:02,  3.26it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.31it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.35it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.37it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.34it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.34it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.32it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.32it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.36it/s]
100%|██████████| 13/13 [00:03<00:00,  3.36it/s][2025-07-13 10:38:25] chair...PCK-Transfer@0.10: 58.31% | PCK-Transfer@0.05: 36.97% | PCK-Transfer@0.15: 66.11%
+
100%|██████████| 13/13 [00:03<00:00,  3.31it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.38it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.42it/s]
100%|██████████| 3/3 [00:00<00:00,  3.44it/s][2025-07-13 10:38:25] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 66.67% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.43it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.34it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.34it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.38it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.36it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.39it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.39it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.41it/s]
100%|██████████| 8/8 [00:02<00:00,  3.40it/s][2025-07-13 10:38:28] diningtable...PCK-Transfer@0.10: 54.17% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 66.67%
+
100%|██████████| 8/8 [00:02<00:00,  3.39it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.34it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.36it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.40it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.34it/s]
 21%|██        | 5/24 [00:01<00:05,  3.37it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.38it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.37it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.38it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.37it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.35it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.36it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.36it/s]
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 58%|█████▊    | 14/24 [00:04<00:02,  3.37it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.42it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.42it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.43it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.43it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.44it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.49it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.47it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.45it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.45it/s]
100%|██████████| 24/24 [00:07<00:00,  3.44it/s][2025-07-13 10:38:35] dog...PCK-Transfer@0.10: 80.80% | PCK-Transfer@0.05: 64.27% | PCK-Transfer@0.15: 86.82%
+
100%|██████████| 24/24 [00:07<00:00,  3.41it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.33it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.43it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.39it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.38it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.43it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.45it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.52it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.52it/s]
100%|██████████| 9/9 [00:02<00:00,  3.48it/s][2025-07-13 10:38:38] horse...PCK-Transfer@0.10: 82.35% | PCK-Transfer@0.05: 64.13% | PCK-Transfer@0.15: 87.51%
+
100%|██████████| 9/9 [00:02<00:00,  3.46it/s]
+
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 41%|████      | 11/27 [00:03<00:04,  3.46it/s]
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100%|██████████| 7/7 [00:02<00:00,  3.49it/s][2025-07-13 10:38:51] pottedplant...PCK-Transfer@0.10: 56.19% | PCK-Transfer@0.05: 34.29% | PCK-Transfer@0.15: 72.86%
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100%|██████████| 20/20 [00:05<00:00,  3.43it/s][2025-07-13 10:39:01] train...PCK-Transfer@0.10: 75.00% | PCK-Transfer@0.05: 54.50% | PCK-Transfer@0.15: 85.00%
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+
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+[2025-07-13 10:39:05] Weighted Per image PCK0.10: 77.42%, image PCK0.05: 60.12%, image PCK0.01: 84.34%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_15__t_0.5_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_15__t_0.5_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..5554314460f0d3e350e28e3f21f9baa5d70c4f2f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_15__t_0.5_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 10:57:54] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_15__t_0.5_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.3_layer_15', 't_0.5_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.3_layer_15', 't_0.5_layer_20']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.28it/s][2025-07-13 10:58:26] bus...PCK-Transfer@0.10: 54.17% | PCK-Transfer@0.05: 36.98% | PCK-Transfer@0.15: 65.89%
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100%|██████████| 19/19 [00:05<00:00,  3.50it/s][2025-07-13 10:58:32] car...PCK-Transfer@0.10: 74.52% | PCK-Transfer@0.05: 57.80% | PCK-Transfer@0.15: 78.22%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.48it/s][2025-07-13 10:58:40] cat...PCK-Transfer@0.10: 70.21% | PCK-Transfer@0.05: 51.59% | PCK-Transfer@0.15: 76.13%
+
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+
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100%|██████████| 13/13 [00:03<00:00,  3.40it/s][2025-07-13 10:58:43] chair...PCK-Transfer@0.10: 26.22% | PCK-Transfer@0.05: 15.66% | PCK-Transfer@0.15: 37.54%
+
100%|██████████| 13/13 [00:03<00:00,  3.34it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.42it/s][2025-07-13 10:58:44] cow...PCK-Transfer@0.10: 72.92% | PCK-Transfer@0.05: 41.67% | PCK-Transfer@0.15: 83.33%
+
100%|██████████| 3/3 [00:00<00:00,  3.40it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.43it/s][2025-07-13 10:58:47] diningtable...PCK-Transfer@0.10: 22.40% | PCK-Transfer@0.05: 6.25% | PCK-Transfer@0.15: 43.75%
+
100%|██████████| 8/8 [00:02<00:00,  3.36it/s]
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100%|██████████| 24/24 [00:06<00:00,  3.59it/s][2025-07-13 10:58:54] dog...PCK-Transfer@0.10: 53.99% | PCK-Transfer@0.05: 37.27% | PCK-Transfer@0.15: 71.99%
+
100%|██████████| 24/24 [00:06<00:00,  3.52it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.65it/s][2025-07-13 10:58:56] horse...PCK-Transfer@0.10: 58.84% | PCK-Transfer@0.05: 37.54% | PCK-Transfer@0.15: 64.39%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.61it/s][2025-07-13 10:59:03] motorbike...PCK-Transfer@0.10: 61.44% | PCK-Transfer@0.05: 40.71% | PCK-Transfer@0.15: 72.72%
+
100%|██████████| 27/27 [00:07<00:00,  3.67it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.64it/s][2025-07-13 10:59:07] person...PCK-Transfer@0.10: 47.39% | PCK-Transfer@0.05: 30.32% | PCK-Transfer@0.15: 59.65%
+
100%|██████████| 12/12 [00:03<00:00,  3.64it/s]
+
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100%|██████████| 7/7 [00:01<00:00,  3.68it/s][2025-07-13 10:59:09] pottedplant...PCK-Transfer@0.10: 34.29% | PCK-Transfer@0.05: 17.14% | PCK-Transfer@0.15: 55.71%
+
100%|██████████| 7/7 [00:01<00:00,  3.67it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.61it/s][2025-07-13 10:59:09] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.60it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.59it/s][2025-07-13 10:59:13] sofa...PCK-Transfer@0.10: 31.00% | PCK-Transfer@0.05: 14.45% | PCK-Transfer@0.15: 43.72%
+
100%|██████████| 13/13 [00:03<00:00,  3.61it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.77it/s][2025-07-13 10:59:18] train...PCK-Transfer@0.10: 53.25% | PCK-Transfer@0.05: 31.25% | PCK-Transfer@0.15: 64.50%
+
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+
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100%|██████████| 15/15 [00:04<00:00,  3.67it/s][2025-07-13 10:59:22] tvmonitor...PCK-Transfer@0.10: 30.00% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 38.33%
+
100%|██████████| 15/15 [00:04<00:00,  3.58it/s]
+[2025-07-13 10:59:22] Weighted Per image PCK0.10: 54.06%, image PCK0.05: 36.83%, image PCK0.01: 65.12%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_15__t_0.7_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_15__t_0.7_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..6f0512359463282b6c1e8940fcc40c53e8396905
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_15__t_0.7_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-13 11:10:20] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_15__t_0.7_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.3_layer_15', 't_0.7_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.3_layer_15', 't_0.7_layer_13']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:02<00:00,  3.45it/s][2025-07-13 11:11:35] pottedplant...PCK-Transfer@0.10: 52.86% | PCK-Transfer@0.05: 33.81% | PCK-Transfer@0.15: 67.62%
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100%|██████████| 20/20 [00:05<00:00,  3.48it/s][2025-07-13 11:11:45] train...PCK-Transfer@0.10: 69.75% | PCK-Transfer@0.05: 46.25% | PCK-Transfer@0.15: 78.75%
+
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100%|██████████| 15/15 [00:04<00:00,  3.52it/s][2025-07-13 11:11:49] tvmonitor...PCK-Transfer@0.10: 39.44% | PCK-Transfer@0.05: 30.00% | PCK-Transfer@0.15: 49.44%
+
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+[2025-07-13 11:11:49] Weighted Per image PCK0.10: 72.55%, image PCK0.05: 55.28%, image PCK0.01: 80.43%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_15__t_0.8_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_15__t_0.8_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..14b393236aa39e5dc8de4b3540cfc8d57a29bfab
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_15__t_0.8_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-13 11:16:36] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_15__t_0.8_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.3_layer_15', 't_0.8_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.3_layer_15', 't_0.8_layer_13']
+Number of parameters corr net: 120
+
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 53%|█████▎    | 17/32 [00:05<00:04,  3.45it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.45it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.45it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.42it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.39it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.46it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.47it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.41it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.36it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.41it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.39it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.41it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.43it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.45it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.40it/s]
100%|██████████| 32/32 [00:09<00:00,  3.38it/s][2025-07-13 11:17:09] bus...PCK-Transfer@0.10: 81.61% | PCK-Transfer@0.05: 66.77% | PCK-Transfer@0.15: 85.78%
+
100%|██████████| 32/32 [00:09<00:00,  3.40it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.30it/s]
 11%|█         | 2/19 [00:00<00:05,  3.35it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.43it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.48it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.43it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.42it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.36it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.35it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.36it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.37it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.36it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.42it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.45it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.46it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.42it/s]
100%|██████████| 19/19 [00:05<00:00,  3.36it/s][2025-07-13 11:17:15] car...PCK-Transfer@0.10: 91.02% | PCK-Transfer@0.05: 77.00% | PCK-Transfer@0.15: 92.25%
+
100%|██████████| 19/19 [00:05<00:00,  3.39it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.30it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.35it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.42it/s]
 41%|████      | 11/27 [00:03<00:04,  3.39it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.35it/s]
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 59%|█████▉    | 16/27 [00:04<00:03,  3.47it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.40it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.35it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.36it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.41it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.43it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.47it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.44it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.42it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.41it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.41it/s]
100%|██████████| 27/27 [00:07<00:00,  3.43it/s][2025-07-13 11:17:23] cat...PCK-Transfer@0.10: 76.81% | PCK-Transfer@0.05: 59.58% | PCK-Transfer@0.15: 83.92%
+
100%|██████████| 27/27 [00:07<00:00,  3.40it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.44it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.38it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.38it/s]
 31%|███       | 4/13 [00:01<00:02,  3.39it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.40it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.43it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.41it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.33it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.31it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.30it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.30it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.36it/s]
100%|██████████| 13/13 [00:03<00:00,  3.34it/s][2025-07-13 11:17:27] chair...PCK-Transfer@0.10: 44.59% | PCK-Transfer@0.05: 25.24% | PCK-Transfer@0.15: 53.63%
+
100%|██████████| 13/13 [00:03<00:00,  3.36it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.35it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.35it/s]
100%|██████████| 3/3 [00:00<00:00,  3.35it/s][2025-07-13 11:17:28] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.35it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.32it/s]
 25%|██▌       | 2/8 [00:00<00:02,  3.00it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.17it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.22it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.29it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.33it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.37it/s]
100%|██████████| 8/8 [00:02<00:00,  3.38it/s][2025-07-13 11:17:30] diningtable...PCK-Transfer@0.10: 51.04% | PCK-Transfer@0.05: 26.04% | PCK-Transfer@0.15: 64.06%
+
100%|██████████| 8/8 [00:02<00:00,  3.30it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.32it/s]
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 12%|█▎        | 3/24 [00:00<00:06,  3.39it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.20it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.34it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.34it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.33it/s]
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 83%|████████▎ | 20/24 [00:05<00:01,  3.43it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.42it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.40it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.39it/s]
100%|██████████| 24/24 [00:07<00:00,  3.39it/s][2025-07-13 11:17:37] dog...PCK-Transfer@0.10: 77.09% | PCK-Transfer@0.05: 54.92% | PCK-Transfer@0.15: 87.17%
+
100%|██████████| 24/24 [00:07<00:00,  3.35it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.09it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.26it/s]
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 78%|███████▊  | 7/9 [00:02<00:00,  3.46it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.46it/s]
100%|██████████| 9/9 [00:02<00:00,  3.43it/s][2025-07-13 11:17:40] horse...PCK-Transfer@0.10: 79.58% | PCK-Transfer@0.05: 55.00% | PCK-Transfer@0.15: 85.40%
+
100%|██████████| 9/9 [00:02<00:00,  3.37it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.45it/s]
 41%|████      | 11/27 [00:03<00:04,  3.43it/s]
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 59%|█████▉    | 16/27 [00:04<00:03,  3.45it/s]
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 67%|██████▋   | 18/27 [00:05<00:02,  3.47it/s]
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 81%|████████▏ | 22/27 [00:06<00:01,  3.40it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.41it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.41it/s][2025-07-13 11:17:48] motorbike...PCK-Transfer@0.10: 83.02% | PCK-Transfer@0.05: 62.18% | PCK-Transfer@0.15: 90.21%
+
100%|██████████| 27/27 [00:07<00:00,  3.42it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.36it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.41it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.43it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.46it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.45it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.47it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.45it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.47it/s]
100%|██████████| 12/12 [00:03<00:00,  3.44it/s][2025-07-13 11:17:51] person...PCK-Transfer@0.10: 58.94% | PCK-Transfer@0.05: 39.84% | PCK-Transfer@0.15: 69.12%
+
100%|██████████| 12/12 [00:03<00:00,  3.42it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.55it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.59it/s]
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 86%|████████▌ | 6/7 [00:01<00:00,  3.51it/s]
100%|██████████| 7/7 [00:01<00:00,  3.49it/s][2025-07-13 11:17:53] pottedplant...PCK-Transfer@0.10: 51.43% | PCK-Transfer@0.05: 27.14% | PCK-Transfer@0.15: 68.10%
+
100%|██████████| 7/7 [00:01<00:00,  3.52it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.47it/s][2025-07-13 11:17:54] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.46it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.42it/s]
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 85%|████████▍ | 11/13 [00:03<00:00,  3.48it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.43it/s]
100%|██████████| 13/13 [00:03<00:00,  3.40it/s][2025-07-13 11:17:57] sofa...PCK-Transfer@0.10: 53.14% | PCK-Transfer@0.05: 34.04% | PCK-Transfer@0.15: 69.49%
+
100%|██████████| 13/13 [00:03<00:00,  3.42it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.56it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.58it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.54it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.59it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.55it/s]
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 80%|████████  | 16/20 [00:04<00:01,  3.61it/s]
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 90%|█████████ | 18/20 [00:05<00:00,  3.55it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.51it/s]
100%|██████████| 20/20 [00:05<00:00,  3.58it/s][2025-07-13 11:18:03] train...PCK-Transfer@0.10: 71.75% | PCK-Transfer@0.05: 48.25% | PCK-Transfer@0.15: 81.75%
+
100%|██████████| 20/20 [00:05<00:00,  3.56it/s]
+
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+[2025-07-13 11:18:07] Weighted Per image PCK0.10: 72.82%, image PCK0.05: 54.15%, image PCK0.01: 81.10%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_18__t_0.5_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_18__t_0.5_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..f1ba5e49cddb39367e555a992d12166d9296e80f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_18__t_0.5_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-13 11:22:51] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_18__t_0.5_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.3_layer_18', 't_0.5_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.3_layer_18', 't_0.5_layer_10']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:02<00:00,  3.42it/s][2025-07-13 11:24:08] pottedplant...PCK-Transfer@0.10: 58.57% | PCK-Transfer@0.05: 29.05% | PCK-Transfer@0.15: 70.48%
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100%|██████████| 15/15 [00:04<00:00,  3.43it/s][2025-07-13 11:24:22] tvmonitor...PCK-Transfer@0.10: 48.89% | PCK-Transfer@0.05: 30.00% | PCK-Transfer@0.15: 55.56%
+
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+[2025-07-13 11:24:22] Weighted Per image PCK0.10: 74.55%, image PCK0.05: 57.37%, image PCK0.01: 81.70%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_18__t_0.5_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_18__t_0.5_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..2f8ac3574f6beaabefe4e082c67ef165c50d4ff1
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_18__t_0.5_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 11:24:27] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_18__t_0.5_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.3_layer_18', 't_0.5_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.3_layer_18', 't_0.5_layer_13']
+Number of parameters corr net: 120
+
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100%|██████████| 6/6 [00:01<00:00,  3.54it/s][2025-07-13 11:24:48] boat...PCK-Transfer@0.10: 31.94% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 47.22%
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100%|██████████| 8/8 [00:02<00:00,  3.56it/s][2025-07-13 11:24:50] bottle...PCK-Transfer@0.10: 39.06% | PCK-Transfer@0.05: 29.69% | PCK-Transfer@0.15: 45.31%
+
100%|██████████| 8/8 [00:02<00:00,  3.55it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 47%|████▋     | 15/32 [00:04<00:04,  3.50it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.53it/s]
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 59%|█████▉    | 19/32 [00:05<00:03,  3.61it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.56it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.54it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.61it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.63it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.57it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.52it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.57it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.53it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.56it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.57it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.59it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.54it/s]
100%|██████████| 32/32 [00:09<00:00,  3.50it/s][2025-07-13 11:24:59] bus...PCK-Transfer@0.10: 55.83% | PCK-Transfer@0.05: 37.34% | PCK-Transfer@0.15: 63.65%
+
100%|██████████| 32/32 [00:09<00:00,  3.51it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.90it/s]
 11%|█         | 2/19 [00:00<00:05,  3.17it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.22it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.49it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.58it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.52it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.53it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.49it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.51it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.58it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.57it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.56it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.62it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.63it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.67it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.62it/s]
100%|██████████| 19/19 [00:05<00:00,  3.58it/s][2025-07-13 11:25:04] car...PCK-Transfer@0.10: 73.13% | PCK-Transfer@0.05: 53.72% | PCK-Transfer@0.15: 77.30%
+
100%|██████████| 19/19 [00:05<00:00,  3.51it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.45it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.49it/s]
 11%|█         | 3/27 [00:00<00:06,  3.58it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.47it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.52it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.56it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.54it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.59it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.61it/s]
 41%|████      | 11/27 [00:03<00:04,  3.60it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.55it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.66it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.69it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.63it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.58it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.55it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.61it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.63it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.65it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.62it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.63it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.59it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.58it/s]
100%|██████████| 27/27 [00:07<00:00,  3.58it/s][2025-07-13 11:25:12] cat...PCK-Transfer@0.10: 64.69% | PCK-Transfer@0.05: 47.31% | PCK-Transfer@0.15: 75.46%
+
100%|██████████| 27/27 [00:07<00:00,  3.59it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.00it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.23it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.29it/s]
 31%|███       | 4/13 [00:01<00:02,  3.39it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.48it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.53it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.55it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.52it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.49it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.48it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.46it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.49it/s]
100%|██████████| 13/13 [00:03<00:00,  3.49it/s][2025-07-13 11:25:16] chair...PCK-Transfer@0.10: 27.80% | PCK-Transfer@0.05: 15.64% | PCK-Transfer@0.15: 36.28%
+
100%|██████████| 13/13 [00:03<00:00,  3.46it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.40it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.49it/s]
100%|██████████| 3/3 [00:00<00:00,  3.53it/s][2025-07-13 11:25:17] cow...PCK-Transfer@0.10: 79.17% | PCK-Transfer@0.05: 35.42% | PCK-Transfer@0.15: 89.58%
+
100%|██████████| 3/3 [00:00<00:00,  3.50it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.45it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.47it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.53it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.49it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.52it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.56it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.59it/s]
100%|██████████| 8/8 [00:02<00:00,  3.58it/s][2025-07-13 11:25:19] diningtable...PCK-Transfer@0.10: 29.17% | PCK-Transfer@0.05: 9.38% | PCK-Transfer@0.15: 38.02%
+
100%|██████████| 8/8 [00:02<00:00,  3.55it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
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 12%|█▎        | 3/24 [00:00<00:05,  3.53it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.51it/s]
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 29%|██▉       | 7/24 [00:01<00:04,  3.52it/s]
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 42%|████▏     | 10/24 [00:02<00:03,  3.55it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.55it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.52it/s]
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 58%|█████▊    | 14/24 [00:03<00:02,  3.56it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.58it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.59it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.60it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.62it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.61it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.59it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.58it/s]
100%|██████████| 24/24 [00:06<00:00,  3.58it/s][2025-07-13 11:25:26] dog...PCK-Transfer@0.10: 56.14% | PCK-Transfer@0.05: 38.63% | PCK-Transfer@0.15: 70.80%
+
100%|██████████| 24/24 [00:06<00:00,  3.56it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.61it/s]
100%|██████████| 9/9 [00:02<00:00,  3.57it/s][2025-07-13 11:25:28] horse...PCK-Transfer@0.10: 62.14% | PCK-Transfer@0.05: 36.48% | PCK-Transfer@0.15: 67.70%
+
100%|██████████| 9/9 [00:02<00:00,  3.47it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.63it/s]
 41%|████      | 11/27 [00:03<00:04,  3.63it/s]
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 70%|███████   | 19/27 [00:05<00:02,  3.63it/s]
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 78%|███████▊  | 21/27 [00:05<00:01,  3.63it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.56it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.57it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.58it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.53it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-13 11:25:36] motorbike...PCK-Transfer@0.10: 60.26% | PCK-Transfer@0.05: 38.92% | PCK-Transfer@0.15: 71.38%
+
100%|██████████| 27/27 [00:07<00:00,  3.59it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.06it/s]
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 42%|████▏     | 5/12 [00:01<00:01,  3.54it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.59it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.66it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.64it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.67it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.65it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.69it/s]
100%|██████████| 12/12 [00:03<00:00,  3.64it/s][2025-07-13 11:25:39] person...PCK-Transfer@0.10: 40.39% | PCK-Transfer@0.05: 26.07% | PCK-Transfer@0.15: 50.81%
+
100%|██████████| 12/12 [00:03<00:00,  3.57it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.67it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.70it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.71it/s]
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 71%|███████▏  | 5/7 [00:01<00:00,  3.77it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.68it/s]
100%|██████████| 7/7 [00:01<00:00,  3.65it/s][2025-07-13 11:25:41] pottedplant...PCK-Transfer@0.10: 39.52% | PCK-Transfer@0.05: 11.90% | PCK-Transfer@0.15: 56.19%
+
100%|██████████| 7/7 [00:01<00:00,  3.69it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.61it/s][2025-07-13 11:25:41] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.60it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.51it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.61it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.66it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.64it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.70it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.61it/s]
100%|██████████| 13/13 [00:03<00:00,  3.59it/s][2025-07-13 11:25:45] sofa...PCK-Transfer@0.10: 28.85% | PCK-Transfer@0.05: 13.68% | PCK-Transfer@0.15: 43.35%
+
100%|██████████| 13/13 [00:03<00:00,  3.59it/s]
+
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+[2025-07-13 11:25:54] Weighted Per image PCK0.10: 53.22%, image PCK0.05: 35.19%, image PCK0.01: 63.06%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_18__t_0.8_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_18__t_0.8_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..43eec26ef9f28559b9989c0bd495b682672f3b23
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_18__t_0.8_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-13 11:41:39] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_18__t_0.8_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.3_layer_18', 't_0.8_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.3_layer_18', 't_0.8_layer_5']
+Number of parameters corr net: 120
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+
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+[2025-07-13 11:43:11] Weighted Per image PCK0.10: 66.95%, image PCK0.05: 47.00%, image PCK0.01: 76.14%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_20__t_0.5_layer_10_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_20__t_0.5_layer_10_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..cd898988b80523ba6846f39d3e1fe8876c0202d5
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_20__t_0.5_layer_10_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 11:50:57] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_20__t_0.5_layer_10_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.3_layer_20', 't_0.5_layer_10'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.3_layer_20', 't_0.5_layer_10']
+Number of parameters corr net: 120
+
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+
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 17%|█▋        | 1/6 [00:00<00:01,  3.64it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.56it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.55it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.37it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.36it/s]
100%|██████████| 6/6 [00:01<00:00,  3.42it/s][2025-07-13 11:51:18] boat...PCK-Transfer@0.10: 34.72% | PCK-Transfer@0.05: 19.44% | PCK-Transfer@0.15: 41.67%
+
100%|██████████| 6/6 [00:01<00:00,  3.44it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.50it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.67it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.54it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.51it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.53it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.50it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.59it/s]
100%|██████████| 8/8 [00:02<00:00,  3.57it/s][2025-07-13 11:51:20] bottle...PCK-Transfer@0.10: 26.56% | PCK-Transfer@0.05: 15.62% | PCK-Transfer@0.15: 31.25%
+
100%|██████████| 8/8 [00:02<00:00,  3.56it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  3.04it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.30it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.37it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.43it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.45it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.37it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.43it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.41it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.44it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.54it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.58it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.59it/s]
 41%|████      | 13/32 [00:03<00:05,  3.54it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.49it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.49it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.47it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.55it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.58it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.58it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.45it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.39it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.42it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.48it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.46it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.46it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.38it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.41it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.46it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.43it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.48it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.46it/s]
100%|██████████| 32/32 [00:09<00:00,  3.41it/s][2025-07-13 11:51:30] bus...PCK-Transfer@0.10: 39.69% | PCK-Transfer@0.05: 26.15% | PCK-Transfer@0.15: 47.50%
+
100%|██████████| 32/32 [00:09<00:00,  3.46it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.41it/s]
 11%|█         | 2/19 [00:00<00:04,  3.48it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.48it/s]
 21%|██        | 4/19 [00:01<00:04,  3.26it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.34it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.42it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.54it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.44it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.46it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.43it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.38it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.43it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.45it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.45it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.49it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.54it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.56it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.51it/s]
100%|██████████| 19/19 [00:05<00:00,  3.45it/s][2025-07-13 11:51:35] car...PCK-Transfer@0.10: 57.28% | PCK-Transfer@0.05: 41.57% | PCK-Transfer@0.15: 65.10%
+
100%|██████████| 19/19 [00:05<00:00,  3.45it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:09,  2.87it/s]
  7%|▋         | 2/27 [00:00<00:08,  3.12it/s]
 11%|█         | 3/27 [00:00<00:07,  3.14it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.18it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.27it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.03it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.05it/s]
 30%|██▉       | 8/27 [00:02<00:06,  3.12it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.23it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.27it/s]
 41%|████      | 11/27 [00:03<00:04,  3.30it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.31it/s]
 48%|████▊     | 13/27 [00:04<00:04,  3.40it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.41it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.47it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.52it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.45it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.42it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.35it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.41it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.38it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.41it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.37it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.38it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.39it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.39it/s]
100%|██████████| 27/27 [00:08<00:00,  3.41it/s][2025-07-13 11:51:43] cat...PCK-Transfer@0.10: 57.69% | PCK-Transfer@0.05: 38.44% | PCK-Transfer@0.15: 66.78%
+
100%|██████████| 27/27 [00:08<00:00,  3.32it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.16it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.24it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.27it/s]
 31%|███       | 4/13 [00:01<00:02,  3.29it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.39it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.45it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.46it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.45it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.46it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.44it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.44it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.49it/s]
100%|██████████| 13/13 [00:03<00:00,  3.44it/s][2025-07-13 11:51:47] chair...PCK-Transfer@0.10: 21.79% | PCK-Transfer@0.05: 12.39% | PCK-Transfer@0.15: 32.18%
+
100%|██████████| 13/13 [00:03<00:00,  3.41it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.19it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.31it/s]
100%|██████████| 3/3 [00:00<00:00,  3.35it/s][2025-07-13 11:51:48] cow...PCK-Transfer@0.10: 64.58% | PCK-Transfer@0.05: 27.08% | PCK-Transfer@0.15: 85.42%
+
100%|██████████| 3/3 [00:00<00:00,  3.32it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.02it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.26it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.37it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.41it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.47it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.51it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.55it/s]
100%|██████████| 8/8 [00:02<00:00,  3.53it/s][2025-07-13 11:51:50] diningtable...PCK-Transfer@0.10: 30.73% | PCK-Transfer@0.05: 10.94% | PCK-Transfer@0.15: 36.98%
+
100%|██████████| 8/8 [00:02<00:00,  3.46it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.36it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.43it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.46it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.40it/s]
 21%|██        | 5/24 [00:01<00:05,  3.43it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.44it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.47it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.51it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.52it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.50it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.51it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.53it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.54it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.54it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.57it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.57it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.57it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.58it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.57it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.61it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.60it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.58it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.56it/s]
100%|██████████| 24/24 [00:06<00:00,  3.55it/s][2025-07-13 11:51:57] dog...PCK-Transfer@0.10: 43.79% | PCK-Transfer@0.05: 29.97% | PCK-Transfer@0.15: 56.33%
+
100%|██████████| 24/24 [00:06<00:00,  3.53it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.51it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.56it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.51it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.49it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.54it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.58it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.65it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.64it/s]
100%|██████████| 9/9 [00:02<00:00,  3.61it/s][2025-07-13 11:52:00] horse...PCK-Transfer@0.10: 40.69% | PCK-Transfer@0.05: 23.92% | PCK-Transfer@0.15: 49.68%
+
100%|██████████| 9/9 [00:02<00:00,  3.58it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.48it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.58it/s]
 11%|█         | 3/27 [00:00<00:06,  3.62it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.62it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.38it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.42it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.47it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.55it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.57it/s]
 41%|████      | 11/27 [00:03<00:04,  3.59it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.59it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.61it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.63it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.62it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.63it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.66it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.66it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.64it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.66it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.63it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.58it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.58it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.58it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.54it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.54it/s]
100%|██████████| 27/27 [00:07<00:00,  3.56it/s][2025-07-13 11:52:07] motorbike...PCK-Transfer@0.10: 47.83% | PCK-Transfer@0.05: 30.20% | PCK-Transfer@0.15: 59.86%
+
100%|██████████| 27/27 [00:07<00:00,  3.57it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.56it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.52it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.50it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.48it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.58it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.62it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.66it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.64it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.67it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.65it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.67it/s]
100%|██████████| 12/12 [00:03<00:00,  3.62it/s][2025-07-13 11:52:11] person...PCK-Transfer@0.10: 38.85% | PCK-Transfer@0.05: 22.34% | PCK-Transfer@0.15: 46.75%
+
100%|██████████| 12/12 [00:03<00:00,  3.61it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.67it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.65it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.64it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.67it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.74it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.68it/s]
100%|██████████| 7/7 [00:01<00:00,  3.68it/s][2025-07-13 11:52:12] pottedplant...PCK-Transfer@0.10: 36.19% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 48.10%
+
100%|██████████| 7/7 [00:01<00:00,  3.68it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.63it/s][2025-07-13 11:52:13] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.62it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.48it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.48it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.54it/s]
 31%|███       | 4/13 [00:01<00:02,  3.54it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.60it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.60it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.60it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.63it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.66it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.63it/s]
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+[2025-07-13 11:52:26] Weighted Per image PCK0.10: 41.62%, image PCK0.05: 25.93%, image PCK0.01: 51.90%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_20__t_0.5_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_20__t_0.5_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..8f7083fc9189d7bd0cb810487f4396f0406a3cc2
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_20__t_0.5_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 11:52:36] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_20__t_0.5_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.3_layer_20', 't_0.5_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.3_layer_20', 't_0.5_layer_13']
+Number of parameters corr net: 120
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+[2025-07-13 11:54:04] Weighted Per image PCK0.10: 43.66%, image PCK0.05: 27.93%, image PCK0.01: 53.95%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_20__t_0.8_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_20__t_0.8_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..87e12f0677c5580f729dd0345d72577f09a977f0
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_20__t_0.8_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 12:16:05] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.3_layer_20__t_0.8_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.3_layer_20', 't_0.8_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.3_layer_20', 't_0.8_layer_20']
+Number of parameters corr net: 120
+
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 97%|█████████▋| 29/30 [00:08<00:00,  3.53it/s]
100%|██████████| 30/30 [00:08<00:00,  3.51it/s][2025-07-13 12:16:20] bicycle...PCK-Transfer@0.10: 53.94% | PCK-Transfer@0.05: 42.42% | PCK-Transfer@0.15: 64.30%
+
100%|██████████| 30/30 [00:08<00:00,  3.52it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.46it/s]
 20%|██        | 2/10 [00:00<00:02,  3.45it/s]
 30%|███       | 3/10 [00:00<00:01,  3.58it/s]
 40%|████      | 4/10 [00:01<00:01,  3.56it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.54it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.62it/s]
 70%|███████   | 7/10 [00:01<00:00,  3.61it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.57it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.56it/s]
100%|██████████| 10/10 [00:02<00:00,  3.60it/s][2025-07-13 12:16:23] bird...PCK-Transfer@0.10: 51.53% | PCK-Transfer@0.05: 29.31% | PCK-Transfer@0.15: 66.39%
+
100%|██████████| 10/10 [00:02<00:00,  3.57it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.35it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.41it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.51it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.59it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.63it/s]
100%|██████████| 6/6 [00:01<00:00,  3.56it/s][2025-07-13 12:16:25] boat...PCK-Transfer@0.10: 40.28% | PCK-Transfer@0.05: 22.22% | PCK-Transfer@0.15: 47.22%
+
100%|██████████| 6/6 [00:01<00:00,  3.54it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.64it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.58it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.61it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.61it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.62it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.65it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.61it/s]
100%|██████████| 8/8 [00:02<00:00,  3.63it/s][2025-07-13 12:16:27] bottle...PCK-Transfer@0.10: 26.56% | PCK-Transfer@0.05: 12.50% | PCK-Transfer@0.15: 29.69%
+
100%|██████████| 8/8 [00:02<00:00,  3.62it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.39it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.52it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.52it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.52it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.52it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.60it/s]
 22%|██▏       | 7/32 [00:01<00:06,  3.59it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.65it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.64it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.56it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.51it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.50it/s]
 41%|████      | 13/32 [00:03<00:05,  3.53it/s]
 44%|████▍     | 14/32 [00:03<00:04,  3.61it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.59it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.58it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.51it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.52it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.53it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.54it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.56it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.51it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.51it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.54it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.60it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.56it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.58it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.52it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.50it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.45it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.42it/s]
100%|██████████| 32/32 [00:09<00:00,  3.48it/s][2025-07-13 12:16:36] bus...PCK-Transfer@0.10: 47.24% | PCK-Transfer@0.05: 29.79% | PCK-Transfer@0.15: 56.09%
+
100%|██████████| 32/32 [00:09<00:00,  3.54it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.29it/s]
 11%|█         | 2/19 [00:00<00:04,  3.46it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.55it/s]
 21%|██        | 4/19 [00:01<00:04,  3.55it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.33it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.28it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.31it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.40it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.44it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.54it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.56it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.53it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.56it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.58it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.56it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.57it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.54it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.57it/s]
100%|██████████| 19/19 [00:05<00:00,  3.63it/s][2025-07-13 12:16:41] car...PCK-Transfer@0.10: 61.13% | PCK-Transfer@0.05: 44.93% | PCK-Transfer@0.15: 69.11%
+
100%|██████████| 19/19 [00:05<00:00,  3.51it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.63it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.59it/s]
 11%|█         | 3/27 [00:00<00:06,  3.56it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.62it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.59it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.56it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.58it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.56it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.56it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.58it/s]
 41%|████      | 11/27 [00:03<00:04,  3.60it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.63it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.58it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.60it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.55it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.55it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.57it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.63it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.62it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.55it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.50it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.51it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.54it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.54it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.56it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.54it/s]
100%|██████████| 27/27 [00:07<00:00,  3.54it/s][2025-07-13 12:16:49] cat...PCK-Transfer@0.10: 61.49% | PCK-Transfer@0.05: 42.54% | PCK-Transfer@0.15: 71.92%
+
100%|██████████| 27/27 [00:07<00:00,  3.57it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.48it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.65it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.66it/s]
 31%|███       | 4/13 [00:01<00:02,  3.61it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.62it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.55it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.56it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.61it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.64it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.67it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.68it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.64it/s]
100%|██████████| 13/13 [00:03<00:00,  3.64it/s][2025-07-13 12:16:53] chair...PCK-Transfer@0.10: 23.87% | PCK-Transfer@0.05: 12.59% | PCK-Transfer@0.15: 31.94%
+
100%|██████████| 13/13 [00:03<00:00,  3.63it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.47it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.53it/s]
100%|██████████| 3/3 [00:00<00:00,  3.56it/s][2025-07-13 12:16:53] cow...PCK-Transfer@0.10: 70.83% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 85.42%
+
100%|██████████| 3/3 [00:00<00:00,  3.54it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.51it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.56it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.58it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.64it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.63it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.61it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.62it/s]
100%|██████████| 8/8 [00:02<00:00,  3.65it/s][2025-07-13 12:16:56] diningtable...PCK-Transfer@0.10: 30.73% | PCK-Transfer@0.05: 9.90% | PCK-Transfer@0.15: 36.98%
+
100%|██████████| 8/8 [00:02<00:00,  3.62it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.51it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.59it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.60it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.66it/s]
 21%|██        | 5/24 [00:01<00:05,  3.65it/s]
 25%|██▌       | 6/24 [00:01<00:04,  3.63it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.63it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.62it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.62it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.66it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.65it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.64it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.61it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.58it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.58it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.63it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.58it/s]
 75%|███████▌  | 18/24 [00:04<00:01,  3.59it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.61it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.58it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.59it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.60it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.62it/s]
100%|██████████| 24/24 [00:06<00:00,  3.61it/s][2025-07-13 12:17:02] dog...PCK-Transfer@0.10: 46.93% | PCK-Transfer@0.05: 32.30% | PCK-Transfer@0.15: 64.89%
+
100%|██████████| 24/24 [00:06<00:00,  3.61it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.64it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.68it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.71it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.75it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.69it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.65it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.50it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.47it/s]
100%|██████████| 9/9 [00:02<00:00,  3.55it/s][2025-07-13 12:17:05] horse...PCK-Transfer@0.10: 46.51% | PCK-Transfer@0.05: 26.43% | PCK-Transfer@0.15: 52.20%
+
100%|██████████| 9/9 [00:02<00:00,  3.59it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:06,  3.74it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.70it/s]
 11%|█         | 3/27 [00:00<00:06,  3.67it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.64it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.64it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.49it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.46it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.49it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.53it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.56it/s]
 41%|████      | 11/27 [00:03<00:04,  3.58it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.54it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.56it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.59it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.59it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.59it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.57it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.60it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.61it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.58it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.59it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.63it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.62it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.66it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.72it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.71it/s]
100%|██████████| 27/27 [00:07<00:00,  3.71it/s][2025-07-13 12:17:12] motorbike...PCK-Transfer@0.10: 53.06% | PCK-Transfer@0.05: 34.17% | PCK-Transfer@0.15: 64.88%
+
100%|██████████| 27/27 [00:07<00:00,  3.61it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.44it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.68it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.75it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.80it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.71it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.72it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.67it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.65it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.63it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.63it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.60it/s]
100%|██████████| 12/12 [00:03<00:00,  3.65it/s][2025-07-13 12:17:16] person...PCK-Transfer@0.10: 41.53% | PCK-Transfer@0.05: 25.82% | PCK-Transfer@0.15: 50.79%
+
100%|██████████| 12/12 [00:03<00:00,  3.66it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.56it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.54it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.59it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.58it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.55it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.58it/s]
100%|██████████| 7/7 [00:01<00:00,  3.63it/s][2025-07-13 12:17:18] pottedplant...PCK-Transfer@0.10: 39.05% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 50.95%
+
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100%|██████████| 20/20 [00:05<00:00,  3.64it/s][2025-07-13 12:17:27] train...PCK-Transfer@0.10: 47.50% | PCK-Transfer@0.05: 26.25% | PCK-Transfer@0.15: 56.50%
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100%|██████████| 15/15 [00:04<00:00,  3.69it/s][2025-07-13 12:17:31] tvmonitor...PCK-Transfer@0.10: 23.33% | PCK-Transfer@0.05: 18.33% | PCK-Transfer@0.15: 26.67%
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+[2025-07-13 12:17:31] Weighted Per image PCK0.10: 46.86%, image PCK0.05: 30.07%, image PCK0.01: 56.84%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_10__t_0.7_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_10__t_0.7_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..48be29409b03de2aed66423ebde1c7d37848d5b6
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_10__t_0.7_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-13 13:26:21] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_10__t_0.7_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.5_layer_10', 't_0.7_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.5_layer_10', 't_0.7_layer_12']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.55it/s][2025-07-13 13:27:51] tvmonitor...PCK-Transfer@0.10: 44.44% | PCK-Transfer@0.05: 30.00% | PCK-Transfer@0.15: 59.44%
+
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+[2025-07-13 13:27:51] Weighted Per image PCK0.10: 74.26%, image PCK0.05: 57.32%, image PCK0.01: 82.93%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_10__t_0.7_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_10__t_0.7_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..80ef5e9059c9b57fc816cbec117da384da8bc148
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_10__t_0.7_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 13:27:59] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_10__t_0.7_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.5_layer_10', 't_0.7_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.5_layer_10', 't_0.7_layer_18']
+Number of parameters corr net: 120
+
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 33%|███▎      | 10/30 [00:03<00:05,  3.48it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.44it/s]
 40%|████      | 12/30 [00:03<00:05,  3.41it/s]
 43%|████▎     | 13/30 [00:03<00:04,  3.40it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.49it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.48it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.46it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.42it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.44it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.46it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.48it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.51it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.54it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.50it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.54it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.50it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.50it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.49it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.47it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.47it/s]
100%|██████████| 30/30 [00:08<00:00,  3.49it/s][2025-07-13 13:28:15] bicycle...PCK-Transfer@0.10: 79.42% | PCK-Transfer@0.05: 68.52% | PCK-Transfer@0.15: 85.18%
+
100%|██████████| 30/30 [00:08<00:00,  3.42it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.47it/s]
 20%|██        | 2/10 [00:00<00:02,  3.48it/s]
 30%|███       | 3/10 [00:00<00:02,  3.42it/s]
 40%|████      | 4/10 [00:01<00:01,  3.44it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.46it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.43it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.46it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.47it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.48it/s]
100%|██████████| 10/10 [00:02<00:00,  3.46it/s][2025-07-13 13:28:17] bird...PCK-Transfer@0.10: 79.03% | PCK-Transfer@0.05: 49.56% | PCK-Transfer@0.15: 90.83%
+
100%|██████████| 10/10 [00:02<00:00,  3.46it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.61it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.61it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.56it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.50it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.50it/s]
100%|██████████| 6/6 [00:01<00:00,  3.56it/s][2025-07-13 13:28:19] boat...PCK-Transfer@0.10: 58.33% | PCK-Transfer@0.05: 36.11% | PCK-Transfer@0.15: 79.17%
+
100%|██████████| 6/6 [00:01<00:00,  3.55it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.48it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.65it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.61it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.58it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.56it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.53it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.61it/s]
100%|██████████| 8/8 [00:02<00:00,  3.58it/s][2025-07-13 13:28:21] bottle...PCK-Transfer@0.10: 60.94% | PCK-Transfer@0.05: 45.31% | PCK-Transfer@0.15: 68.75%
+
100%|██████████| 8/8 [00:02<00:00,  3.58it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.62it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.55it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.52it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.50it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.53it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.45it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.47it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.44it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.45it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.54it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.57it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.56it/s]
 41%|████      | 13/32 [00:03<00:05,  3.52it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.50it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.53it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.54it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.60it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.61it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.58it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.55it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.52it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.59it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.60it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.56it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.52it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.56it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.53it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.56it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.58it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.59it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.53it/s]
100%|██████████| 32/32 [00:09<00:00,  3.50it/s][2025-07-13 13:28:30] bus...PCK-Transfer@0.10: 77.08% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 82.03%
+
100%|██████████| 32/32 [00:09<00:00,  3.53it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.85it/s]
 11%|█         | 2/19 [00:00<00:05,  3.25it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.25it/s]
 21%|██        | 4/19 [00:01<00:04,  3.28it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.32it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.44it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.53it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.50it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.50it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.46it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.47it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.51it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.50it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.49it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.49it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.48it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.51it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.51it/s]
100%|██████████| 19/19 [00:05<00:00,  3.48it/s][2025-07-13 13:28:36] car...PCK-Transfer@0.10: 89.91% | PCK-Transfer@0.05: 78.07% | PCK-Transfer@0.15: 91.14%
+
100%|██████████| 19/19 [00:05<00:00,  3.45it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.23it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.41it/s]
 11%|█         | 3/27 [00:00<00:06,  3.48it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.42it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.43it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.45it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.48it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.49it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.53it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.53it/s]
 41%|████      | 11/27 [00:03<00:04,  3.52it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.50it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.57it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.56it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.62it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.64it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.55it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.52it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.51it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.57it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.59it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.61it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.60it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.60it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.59it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.58it/s]
100%|██████████| 27/27 [00:07<00:00,  3.57it/s][2025-07-13 13:28:44] cat...PCK-Transfer@0.10: 79.92% | PCK-Transfer@0.05: 58.17% | PCK-Transfer@0.15: 85.79%
+
100%|██████████| 27/27 [00:07<00:00,  3.54it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.12it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.27it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.36it/s]
 31%|███       | 4/13 [00:01<00:02,  3.43it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.50it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.54it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.55it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.53it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.53it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.52it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.50it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.55it/s]
100%|██████████| 13/13 [00:03<00:00,  3.56it/s][2025-07-13 13:28:47] chair...PCK-Transfer@0.10: 47.07% | PCK-Transfer@0.05: 29.85% | PCK-Transfer@0.15: 55.47%
+
100%|██████████| 13/13 [00:03<00:00,  3.50it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.54it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.56it/s]
100%|██████████| 3/3 [00:00<00:00,  3.56it/s][2025-07-13 13:28:48] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.56it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.52it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.49it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.55it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.53it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.56it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.57it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.59it/s]
100%|██████████| 8/8 [00:02<00:00,  3.58it/s][2025-07-13 13:28:50] diningtable...PCK-Transfer@0.10: 48.44% | PCK-Transfer@0.05: 24.48% | PCK-Transfer@0.15: 65.62%
+
100%|██████████| 8/8 [00:02<00:00,  3.56it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.48it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.53it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.55it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.49it/s]
 21%|██        | 5/24 [00:01<00:05,  3.51it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.52it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.54it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.54it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.52it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.50it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.51it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.48it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.46it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.46it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.47it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.47it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.46it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.46it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.46it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.50it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.47it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.46it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.49it/s]
100%|██████████| 24/24 [00:06<00:00,  3.51it/s][2025-07-13 13:28:57] dog...PCK-Transfer@0.10: 66.04% | PCK-Transfer@0.05: 48.73% | PCK-Transfer@0.15: 77.33%
+
100%|██████████| 24/24 [00:06<00:00,  3.49it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.52it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.56it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.52it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.52it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.55it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.57it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.62it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.62it/s]
100%|██████████| 9/9 [00:02<00:00,  3.59it/s][2025-07-13 13:29:00] horse...PCK-Transfer@0.10: 74.42% | PCK-Transfer@0.05: 51.56% | PCK-Transfer@0.15: 79.44%
+
100%|██████████| 9/9 [00:02<00:00,  3.57it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.40it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.62it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.64it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.60it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.62it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.65it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.66it/s]
 41%|████      | 11/27 [00:03<00:04,  3.64it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.63it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.63it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.59it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.60it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.61it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.63it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.63it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.61it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.64it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.64it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.61it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.61it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.60it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.55it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.54it/s]
100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-13 13:29:07] motorbike...PCK-Transfer@0.10: 77.35% | PCK-Transfer@0.05: 55.21% | PCK-Transfer@0.15: 84.81%
+
100%|██████████| 27/27 [00:07<00:00,  3.60it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.56it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.53it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.53it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.52it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.66it/s][2025-07-13 13:29:22] train...PCK-Transfer@0.10: 67.50% | PCK-Transfer@0.05: 45.25% | PCK-Transfer@0.15: 79.00%
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+
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+[2025-07-13 13:29:26] Weighted Per image PCK0.10: 69.30%, image PCK0.05: 51.40%, image PCK0.01: 78.01%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_11__t_0.8_layer_9.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_11__t_0.8_layer_9.log
new file mode 100644
index 0000000000000000000000000000000000000000..8ef1d95bad57589b6522757c218c1fb350790701
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_11__t_0.8_layer_9.log
@@ -0,0 +1,44 @@
+[2025-07-13 13:56:01] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_11__t_0.8_layer_9', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.5_layer_11', 't_0.8_layer_9'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.5_layer_11', 't_0.8_layer_9']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:04<00:00,  3.49it/s][2025-07-13 13:57:31] tvmonitor...PCK-Transfer@0.10: 37.22% | PCK-Transfer@0.05: 24.44% | PCK-Transfer@0.15: 55.56%
+
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+[2025-07-13 13:57:31] Weighted Per image PCK0.10: 73.79%, image PCK0.05: 57.05%, image PCK0.01: 82.76%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_12__t_0.6_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_12__t_0.6_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..f14ab9d881077936477cc2e636911e6936b9350b
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_12__t_0.6_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 14:10:03] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_12__t_0.6_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.5_layer_12', 't_0.6_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.5_layer_12', 't_0.6_layer_15']
+Number of parameters corr net: 120
+
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 73%|███████▎  | 11/15 [00:04<00:01,  2.97it/s]
 80%|████████  | 12/15 [00:05<00:00,  3.11it/s]
 87%|████████▋ | 13/15 [00:05<00:00,  3.22it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.20it/s]
100%|██████████| 15/15 [00:06<00:00,  3.28it/s][2025-07-13 14:10:10] aeroplane...PCK-Transfer@0.10: 81.26% | PCK-Transfer@0.05: 64.57% | PCK-Transfer@0.15: 87.92%
+
100%|██████████| 15/15 [00:06<00:00,  2.47it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:09,  2.97it/s]
  7%|▋         | 2/30 [00:00<00:09,  2.81it/s]
 10%|█         | 3/30 [00:00<00:08,  3.06it/s]
 13%|█▎        | 4/30 [00:01<00:08,  3.21it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.23it/s]
 20%|██        | 6/30 [00:01<00:07,  3.24it/s]
 23%|██▎       | 7/30 [00:02<00:09,  2.48it/s]
 27%|██▋       | 8/30 [00:02<00:07,  2.76it/s]
 30%|███       | 9/30 [00:03<00:07,  2.89it/s]
 33%|███▎      | 10/30 [00:03<00:06,  3.04it/s]
 37%|███▋      | 11/30 [00:03<00:06,  3.11it/s]
 40%|████      | 12/30 [00:03<00:05,  3.21it/s]
 43%|████▎     | 13/30 [00:04<00:05,  3.27it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.39it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.42it/s]
 53%|█████▎    | 16/30 [00:05<00:04,  3.49it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.46it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.46it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.46it/s]
 67%|██████▋   | 20/30 [00:06<00:02,  3.46it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.56it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.57it/s]
 77%|███████▋  | 23/30 [00:07<00:01,  3.58it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.59it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.57it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.54it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.52it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.50it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.49it/s]
100%|██████████| 30/30 [00:09<00:00,  3.51it/s][2025-07-13 14:10:19] bicycle...PCK-Transfer@0.10: 84.00% | PCK-Transfer@0.05: 73.09% | PCK-Transfer@0.15: 87.33%
+
100%|██████████| 30/30 [00:09<00:00,  3.31it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.51it/s]
 20%|██        | 2/10 [00:00<00:02,  3.16it/s]
 30%|███       | 3/10 [00:00<00:02,  3.29it/s]
 40%|████      | 4/10 [00:01<00:01,  3.27it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.27it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.32it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.44it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.37it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.41it/s]
100%|██████████| 10/10 [00:02<00:00,  3.40it/s][2025-07-13 14:10:22] bird...PCK-Transfer@0.10: 74.03% | PCK-Transfer@0.05: 51.42% | PCK-Transfer@0.15: 87.08%
+
100%|██████████| 10/10 [00:02<00:00,  3.35it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.83it/s]
 33%|███▎      | 2/6 [00:00<00:01,  2.66it/s]
 50%|█████     | 3/6 [00:01<00:01,  2.98it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  2.68it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  2.97it/s]
100%|██████████| 6/6 [00:02<00:00,  2.35it/s][2025-07-13 14:10:25] boat...PCK-Transfer@0.10: 58.33% | PCK-Transfer@0.05: 34.72% | PCK-Transfer@0.15: 83.33%
+
100%|██████████| 6/6 [00:02<00:00,  2.60it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:03,  2.25it/s]
 25%|██▌       | 2/8 [00:00<00:02,  2.95it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.19it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.32it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.42it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.41it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.21it/s]
100%|██████████| 8/8 [00:02<00:00,  3.32it/s][2025-07-13 14:10:27] bottle...PCK-Transfer@0.10: 64.06% | PCK-Transfer@0.05: 51.56% | PCK-Transfer@0.15: 71.88%
+
100%|██████████| 8/8 [00:02<00:00,  3.23it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  2.98it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.25it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.17it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.29it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.35it/s]
 19%|█▉        | 6/32 [00:01<00:08,  3.20it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.31it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.34it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.25it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.39it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.48it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.51it/s]
 41%|████      | 13/32 [00:03<00:05,  3.55it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.25it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.34it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.40it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.52it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.49it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.35it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.33it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.36it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.47it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.34it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.15it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.26it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.37it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.40it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.47it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.58it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.31it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.38it/s]
100%|██████████| 32/32 [00:09<00:00,  3.36it/s][2025-07-13 14:10:37] bus...PCK-Transfer@0.10: 75.78% | PCK-Transfer@0.05: 65.89% | PCK-Transfer@0.15: 80.83%
+
100%|██████████| 32/32 [00:09<00:00,  3.36it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:07,  2.31it/s]
 11%|█         | 2/19 [00:00<00:05,  3.03it/s]
 16%|█▌        | 3/19 [00:01<00:05,  3.11it/s]
 21%|██        | 4/19 [00:01<00:05,  2.64it/s]
 26%|██▋       | 5/19 [00:01<00:05,  2.52it/s]
 32%|███▏      | 6/19 [00:02<00:04,  2.83it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.07it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.09it/s]
 47%|████▋     | 9/19 [00:03<00:03,  3.25it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.28it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.34it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.41it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.36it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.22it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.25it/s]
 84%|████████▍ | 16/19 [00:05<00:00,  3.20it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.31it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.35it/s]
100%|██████████| 19/19 [00:06<00:00,  3.37it/s][2025-07-13 14:10:43] car...PCK-Transfer@0.10: 89.79% | PCK-Transfer@0.05: 82.74% | PCK-Transfer@0.15: 92.13%
+
100%|██████████| 19/19 [00:06<00:00,  3.15it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.19it/s]
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 11%|█         | 3/27 [00:00<00:06,  3.56it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.39it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.44it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.56it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.43it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.44it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.51it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.53it/s]
 41%|████      | 11/27 [00:03<00:04,  3.52it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.51it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.67it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.71it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.62it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.58it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.58it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.62it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.62it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.64it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.66it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.65it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.63it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.63it/s]
100%|██████████| 27/27 [00:07<00:00,  3.63it/s][2025-07-13 14:10:50] cat...PCK-Transfer@0.10: 85.52% | PCK-Transfer@0.05: 68.52% | PCK-Transfer@0.15: 90.93%
+
100%|██████████| 27/27 [00:07<00:00,  3.57it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.54it/s]
 15%|█▌        | 2/13 [00:00<00:03,  2.93it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.09it/s]
 31%|███       | 4/13 [00:01<00:02,  3.23it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.36it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.27it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.24it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.31it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.35it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.39it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.42it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.50it/s]
100%|██████████| 13/13 [00:03<00:00,  3.52it/s][2025-07-13 14:10:54] chair...PCK-Transfer@0.10: 47.16% | PCK-Transfer@0.05: 30.79% | PCK-Transfer@0.15: 54.98%
+
100%|██████████| 13/13 [00:03<00:00,  3.36it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.12it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.16it/s]
100%|██████████| 3/3 [00:00<00:00,  3.36it/s][2025-07-13 14:10:55] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 60.42% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.29it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.15it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.27it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.44it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.43it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.19it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.10it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.24it/s]
100%|██████████| 8/8 [00:02<00:00,  3.12it/s][2025-07-13 14:10:58] diningtable...PCK-Transfer@0.10: 50.52% | PCK-Transfer@0.05: 36.98% | PCK-Transfer@0.15: 66.67%
+
100%|██████████| 8/8 [00:02<00:00,  3.20it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.63it/s]
  8%|▊         | 2/24 [00:00<00:08,  2.71it/s]
 12%|█▎        | 3/24 [00:01<00:08,  2.47it/s]
 17%|█▋        | 4/24 [00:01<00:07,  2.72it/s]
 21%|██        | 5/24 [00:01<00:06,  2.91it/s]
 25%|██▌       | 6/24 [00:02<00:05,  3.05it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.14it/s]
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 38%|███▊      | 9/24 [00:02<00:04,  3.33it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.33it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.35it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.36it/s]
 54%|█████▍    | 13/24 [00:04<00:03,  3.38it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.39it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.48it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.46it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.46it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.44it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.43it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.51it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.48it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.49it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.46it/s]
100%|██████████| 24/24 [00:07<00:00,  3.45it/s][2025-07-13 14:11:05] dog...PCK-Transfer@0.10: 75.35% | PCK-Transfer@0.05: 58.53% | PCK-Transfer@0.15: 86.02%
+
100%|██████████| 24/24 [00:07<00:00,  3.30it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.38it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.11it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.16it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.26it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  2.62it/s]
 67%|██████▋   | 6/9 [00:02<00:01,  2.86it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.03it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.07it/s]
100%|██████████| 9/9 [00:02<00:00,  3.12it/s][2025-07-13 14:11:08] horse...PCK-Transfer@0.10: 77.99% | PCK-Transfer@0.05: 55.93% | PCK-Transfer@0.15: 82.22%
+
100%|██████████| 9/9 [00:02<00:00,  3.05it/s]
+
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 41%|████      | 11/27 [00:03<00:04,  3.23it/s]
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100%|██████████| 7/7 [00:02<00:00,  3.38it/s][2025-07-13 14:11:22] pottedplant...PCK-Transfer@0.10: 50.95% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 72.86%
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100%|██████████| 20/20 [00:05<00:00,  3.73it/s][2025-07-13 14:11:32] train...PCK-Transfer@0.10: 65.75% | PCK-Transfer@0.05: 43.25% | PCK-Transfer@0.15: 80.00%
+
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100%|██████████| 15/15 [00:04<00:00,  3.55it/s][2025-07-13 14:11:36] tvmonitor...PCK-Transfer@0.10: 45.00% | PCK-Transfer@0.05: 28.89% | PCK-Transfer@0.15: 63.33%
+
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+[2025-07-13 14:11:36] Weighted Per image PCK0.10: 71.73%, image PCK0.05: 55.55%, image PCK0.01: 80.77%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_12__t_0.8_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_12__t_0.8_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..87ec9007908c2d53d2789481229d7a33dfafcba7
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_12__t_0.8_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-13 14:24:15] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_12__t_0.8_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.5_layer_12', 't_0.8_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.5_layer_12', 't_0.8_layer_18']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.35it/s][2025-07-13 14:24:47] bus...PCK-Transfer@0.10: 82.14% | PCK-Transfer@0.05: 71.72% | PCK-Transfer@0.15: 86.56%
+
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100%|██████████| 19/19 [00:05<00:00,  3.37it/s][2025-07-13 14:24:53] car...PCK-Transfer@0.10: 88.54% | PCK-Transfer@0.05: 78.95% | PCK-Transfer@0.15: 91.35%
+
100%|██████████| 19/19 [00:05<00:00,  3.39it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.39it/s][2025-07-13 14:25:01] cat...PCK-Transfer@0.10: 81.15% | PCK-Transfer@0.05: 67.04% | PCK-Transfer@0.15: 88.96%
+
100%|██████████| 27/27 [00:07<00:00,  3.39it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.46it/s][2025-07-13 14:25:05] chair...PCK-Transfer@0.10: 45.64% | PCK-Transfer@0.05: 29.94% | PCK-Transfer@0.15: 54.66%
+
100%|██████████| 13/13 [00:03<00:00,  3.43it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.38it/s][2025-07-13 14:25:06] cow...PCK-Transfer@0.10: 95.83% | PCK-Transfer@0.05: 66.67% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.39it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.40it/s][2025-07-13 14:25:08] diningtable...PCK-Transfer@0.10: 52.08% | PCK-Transfer@0.05: 32.29% | PCK-Transfer@0.15: 67.19%
+
100%|██████████| 8/8 [00:02<00:00,  3.37it/s]
+
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100%|██████████| 24/24 [00:07<00:00,  3.39it/s][2025-07-13 14:25:15] dog...PCK-Transfer@0.10: 80.07% | PCK-Transfer@0.05: 58.04% | PCK-Transfer@0.15: 86.82%
+
100%|██████████| 24/24 [00:07<00:00,  3.37it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.40it/s][2025-07-13 14:25:18] horse...PCK-Transfer@0.10: 79.07% | PCK-Transfer@0.05: 58.44% | PCK-Transfer@0.15: 83.17%
+
100%|██████████| 9/9 [00:02<00:00,  3.39it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.38it/s][2025-07-13 14:25:26] motorbike...PCK-Transfer@0.10: 81.87% | PCK-Transfer@0.05: 61.27% | PCK-Transfer@0.15: 89.01%
+
100%|██████████| 27/27 [00:07<00:00,  3.38it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.40it/s][2025-07-13 14:25:29] person...PCK-Transfer@0.10: 60.26% | PCK-Transfer@0.05: 41.20% | PCK-Transfer@0.15: 72.97%
+
100%|██████████| 12/12 [00:03<00:00,  3.38it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
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100%|██████████| 7/7 [00:02<00:00,  3.40it/s][2025-07-13 14:25:31] pottedplant...PCK-Transfer@0.10: 56.19% | PCK-Transfer@0.05: 31.90% | PCK-Transfer@0.15: 72.86%
+
100%|██████████| 7/7 [00:02<00:00,  3.43it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.50it/s][2025-07-13 14:25:32] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.50it/s]
+
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 62%|██████▏   | 8/13 [00:02<00:01,  3.42it/s]
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100%|██████████| 13/13 [00:03<00:00,  3.33it/s][2025-07-13 14:25:36] sofa...PCK-Transfer@0.10: 60.63% | PCK-Transfer@0.05: 37.69% | PCK-Transfer@0.15: 71.71%
+
100%|██████████| 13/13 [00:03<00:00,  3.36it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.52it/s][2025-07-13 14:25:41] train...PCK-Transfer@0.10: 70.75% | PCK-Transfer@0.05: 52.25% | PCK-Transfer@0.15: 81.00%
+
100%|██████████| 20/20 [00:05<00:00,  3.47it/s]
+
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 80%|████████  | 12/15 [00:03<00:00,  3.51it/s]
 87%|████████▋ | 13/15 [00:03<00:00,  3.55it/s]
 93%|█████████▎| 14/15 [00:03<00:00,  3.59it/s]
100%|██████████| 15/15 [00:04<00:00,  3.57it/s][2025-07-13 14:25:46] tvmonitor...PCK-Transfer@0.10: 43.89% | PCK-Transfer@0.05: 31.11% | PCK-Transfer@0.15: 58.33%
+
100%|██████████| 15/15 [00:04<00:00,  3.53it/s]
+[2025-07-13 14:25:46] Weighted Per image PCK0.10: 73.88%, image PCK0.05: 57.38%, image PCK0.01: 82.00%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_13__t_0.6_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_13__t_0.6_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..2056ebad5a17337c12c03d0bc658822aaacf4cd5
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_13__t_0.6_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 14:33:43] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_13__t_0.6_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.5_layer_13', 't_0.6_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.5_layer_13', 't_0.6_layer_18']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:01<00:00,  3.69it/s][2025-07-13 14:34:57] pottedplant...PCK-Transfer@0.10: 50.95% | PCK-Transfer@0.05: 23.81% | PCK-Transfer@0.15: 70.48%
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+
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100%|██████████| 15/15 [00:04<00:00,  3.64it/s][2025-07-13 14:35:10] tvmonitor...PCK-Transfer@0.10: 37.22% | PCK-Transfer@0.05: 26.11% | PCK-Transfer@0.15: 48.89%
+
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+[2025-07-13 14:35:10] Weighted Per image PCK0.10: 67.21%, image PCK0.05: 50.61%, image PCK0.01: 76.05%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_13__t_0.6_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_13__t_0.6_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..f0b5d3d5d38de04a83f75d8c4be3154c94e5224a
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_13__t_0.6_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-13 14:35:07] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_13__t_0.6_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.5_layer_13', 't_0.6_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.5_layer_13', 't_0.6_layer_20']
+Number of parameters corr net: 120
+
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 53%|█████▎    | 17/32 [00:05<00:04,  3.42it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.42it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.41it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.37it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.35it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.39it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.40it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.38it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.34it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.38it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.35it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.38it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.41it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.41it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.34it/s]
100%|██████████| 32/32 [00:09<00:00,  3.34it/s][2025-07-13 14:35:40] bus...PCK-Transfer@0.10: 66.41% | PCK-Transfer@0.05: 51.82% | PCK-Transfer@0.15: 74.74%
+
100%|██████████| 32/32 [00:09<00:00,  3.37it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.27it/s]
 11%|█         | 2/19 [00:00<00:05,  3.37it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.38it/s]
 21%|██        | 4/19 [00:01<00:04,  3.35it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.40it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.43it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.39it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.37it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.32it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.33it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.36it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.34it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.33it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.35it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.35it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.33it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.31it/s]
100%|██████████| 19/19 [00:05<00:00,  3.27it/s][2025-07-13 14:35:45] car...PCK-Transfer@0.10: 81.86% | PCK-Transfer@0.05: 69.34% | PCK-Transfer@0.15: 87.99%
+
100%|██████████| 19/19 [00:05<00:00,  3.34it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.32it/s]
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 11%|█         | 3/27 [00:00<00:06,  3.44it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.39it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.42it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.41it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.37it/s]
 41%|████      | 11/27 [00:03<00:04,  3.36it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.34it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.39it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.40it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.43it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.46it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.39it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.35it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.37it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.42it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.41it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.42it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.41it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.41it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.40it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.40it/s]
100%|██████████| 27/27 [00:07<00:00,  3.41it/s][2025-07-13 14:35:53] cat...PCK-Transfer@0.10: 78.45% | PCK-Transfer@0.05: 61.82% | PCK-Transfer@0.15: 83.37%
+
100%|██████████| 27/27 [00:07<00:00,  3.40it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.50it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.40it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.39it/s]
 31%|███       | 4/13 [00:01<00:02,  3.35it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.38it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.39it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.40it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.38it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.36it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.34it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.33it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.30it/s]
100%|██████████| 13/13 [00:03<00:00,  3.21it/s][2025-07-13 14:35:57] chair...PCK-Transfer@0.10: 37.33% | PCK-Transfer@0.05: 21.65% | PCK-Transfer@0.15: 43.08%
+
100%|██████████| 13/13 [00:03<00:00,  3.32it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.98it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.05it/s]
100%|██████████| 3/3 [00:01<00:00,  2.98it/s][2025-07-13 14:35:58] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 54.17% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:01<00:00,  2.98it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.17it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.25it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.32it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.29it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.34it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.34it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.37it/s]
100%|██████████| 8/8 [00:02<00:00,  3.37it/s][2025-07-13 14:36:01] diningtable...PCK-Transfer@0.10: 32.29% | PCK-Transfer@0.05: 14.58% | PCK-Transfer@0.15: 56.77%
+
100%|██████████| 8/8 [00:02<00:00,  3.33it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.24it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.30it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.33it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.29it/s]
 21%|██        | 5/24 [00:01<00:05,  3.32it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.34it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.36it/s]
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 42%|████▏     | 10/24 [00:02<00:04,  3.35it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.36it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.29it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.15it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.17it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.24it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.25it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.28it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.32it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.24it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.26it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.28it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.30it/s]
100%|██████████| 24/24 [00:07<00:00,  3.33it/s][2025-07-13 14:36:08] dog...PCK-Transfer@0.10: 66.52% | PCK-Transfer@0.05: 50.12% | PCK-Transfer@0.15: 80.35%
+
100%|██████████| 24/24 [00:07<00:00,  3.30it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  2.76it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.11it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.21it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.22it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.30it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.37it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.44it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.45it/s]
100%|██████████| 9/9 [00:02<00:00,  3.44it/s][2025-07-13 14:36:11] horse...PCK-Transfer@0.10: 67.41% | PCK-Transfer@0.05: 47.06% | PCK-Transfer@0.15: 78.39%
+
100%|██████████| 9/9 [00:02<00:00,  3.34it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.46it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.44it/s]
 41%|████      | 11/27 [00:03<00:04,  3.46it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.46it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.44it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.48it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.47it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.47it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.47it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.48it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.47it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.48it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.44it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.40it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.24it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.25it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.22it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.24it/s]
100%|██████████| 27/27 [00:07<00:00,  3.28it/s][2025-07-13 14:36:19] motorbike...PCK-Transfer@0.10: 75.63% | PCK-Transfer@0.05: 52.22% | PCK-Transfer@0.15: 81.66%
+
100%|██████████| 27/27 [00:07<00:00,  3.39it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.10it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.24it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.29it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.38it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.43it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.50it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.49it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.50it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.50it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.53it/s]
100%|██████████| 12/12 [00:03<00:00,  3.48it/s][2025-07-13 14:36:22] person...PCK-Transfer@0.10: 55.00% | PCK-Transfer@0.05: 36.32% | PCK-Transfer@0.15: 70.25%
+
100%|██████████| 12/12 [00:03<00:00,  3.43it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.47it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.58it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.57it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.59it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.64it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.55it/s]
100%|██████████| 7/7 [00:01<00:00,  3.52it/s][2025-07-13 14:36:24] pottedplant...PCK-Transfer@0.10: 48.57% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 62.86%
+
100%|██████████| 7/7 [00:01<00:00,  3.55it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.54it/s][2025-07-13 14:36:24] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.53it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.45it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.44it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.41it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.43it/s]
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 77%|███████▋  | 10/13 [00:02<00:00,  3.39it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.43it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.40it/s]
100%|██████████| 13/13 [00:03<00:00,  3.38it/s][2025-07-13 14:36:28] sofa...PCK-Transfer@0.10: 38.19% | PCK-Transfer@0.05: 19.95% | PCK-Transfer@0.15: 57.42%
+
100%|██████████| 13/13 [00:03<00:00,  3.40it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
  5%|▌         | 1/20 [00:00<00:05,  3.39it/s]
 10%|█         | 2/20 [00:00<00:05,  3.42it/s]
 15%|█▌        | 3/20 [00:00<00:04,  3.46it/s]
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 30%|███       | 6/20 [00:01<00:04,  3.46it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.49it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.54it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.50it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.53it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.50it/s]
 65%|██████▌   | 13/20 [00:03<00:01,  3.54it/s]
 70%|███████   | 14/20 [00:04<00:01,  3.58it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.57it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.59it/s]
 85%|████████▌ | 17/20 [00:04<00:00,  3.52it/s]
 90%|█████████ | 18/20 [00:05<00:00,  3.55it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.52it/s]
100%|██████████| 20/20 [00:05<00:00,  3.58it/s][2025-07-13 14:36:34] train...PCK-Transfer@0.10: 63.50% | PCK-Transfer@0.05: 44.50% | PCK-Transfer@0.15: 73.50%
+
100%|██████████| 20/20 [00:05<00:00,  3.51it/s]
+
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+[2025-07-13 14:36:38] Weighted Per image PCK0.10: 63.68%, image PCK0.05: 47.09%, image PCK0.01: 73.55%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_13__t_0.7_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_13__t_0.7_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..47e5f38058e0e38cd3676cb07e4004b8dfa3ff3b
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_13__t_0.7_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-13 14:38:23] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_13__t_0.7_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.5_layer_13', 't_0.7_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.5_layer_13', 't_0.7_layer_12']
+Number of parameters corr net: 120
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100%|██████████| 24/24 [00:06<00:00,  3.48it/s][2025-07-13 14:39:23] dog...PCK-Transfer@0.10: 83.16% | PCK-Transfer@0.05: 61.31% | PCK-Transfer@0.15: 90.51%
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100%|██████████| 7/7 [00:02<00:00,  3.49it/s][2025-07-13 14:39:39] pottedplant...PCK-Transfer@0.10: 60.95% | PCK-Transfer@0.05: 33.81% | PCK-Transfer@0.15: 77.62%
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+
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100%|██████████| 15/15 [00:04<00:00,  3.50it/s][2025-07-13 14:39:53] tvmonitor...PCK-Transfer@0.10: 42.22% | PCK-Transfer@0.05: 32.78% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 15/15 [00:04<00:00,  3.49it/s]
+[2025-07-13 14:39:53] Weighted Per image PCK0.10: 76.86%, image PCK0.05: 61.15%, image PCK0.01: 84.61%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_13__t_0.8_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_13__t_0.8_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..5850aa5a5a4d0b19cbc3ccf42f8902f64cec3fbb
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_13__t_0.8_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-13 14:44:35] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_13__t_0.8_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.5_layer_13', 't_0.8_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.5_layer_13', 't_0.8_layer_11']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.39it/s][2025-07-13 14:44:42] aeroplane...PCK-Transfer@0.10: 85.45% | PCK-Transfer@0.05: 69.48% | PCK-Transfer@0.15: 92.01%
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100%|██████████| 6/6 [00:01<00:00,  3.25it/s][2025-07-13 14:44:56] boat...PCK-Transfer@0.10: 66.67% | PCK-Transfer@0.05: 54.17% | PCK-Transfer@0.15: 84.72%
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100%|██████████| 8/8 [00:02<00:00,  3.26it/s][2025-07-13 14:44:58] bottle...PCK-Transfer@0.10: 76.56% | PCK-Transfer@0.05: 54.69% | PCK-Transfer@0.15: 84.38%
+
100%|██████████| 8/8 [00:02<00:00,  3.23it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 47%|████▋     | 15/32 [00:04<00:05,  3.35it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.34it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.31it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.34it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.34it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.31it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.29it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.41it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.43it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.40it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.37it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.40it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.41it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.48it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.53it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.57it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.47it/s]
100%|██████████| 32/32 [00:09<00:00,  3.45it/s][2025-07-13 14:45:08] bus...PCK-Transfer@0.10: 84.22% | PCK-Transfer@0.05: 74.58% | PCK-Transfer@0.15: 87.34%
+
100%|██████████| 32/32 [00:09<00:00,  3.34it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.46it/s]
 11%|█         | 2/19 [00:00<00:04,  3.60it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.59it/s]
 21%|██        | 4/19 [00:01<00:04,  3.57it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.57it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.64it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.56it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.53it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.47it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.44it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.51it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.50it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.51it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.57it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.59it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.62it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.58it/s]
100%|██████████| 19/19 [00:05<00:00,  3.54it/s][2025-07-13 14:45:13] car...PCK-Transfer@0.10: 91.83% | PCK-Transfer@0.05: 85.30% | PCK-Transfer@0.15: 94.11%
+
100%|██████████| 19/19 [00:05<00:00,  3.54it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.36it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.43it/s]
 11%|█         | 3/27 [00:00<00:06,  3.52it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.45it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.47it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.49it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.48it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.50it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.56it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.55it/s]
 41%|████      | 11/27 [00:03<00:04,  3.53it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.50it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.56it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.56it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.62it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.65it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.57it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.48it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.56it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.59it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.62it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.61it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.58it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.55it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.56it/s]
100%|██████████| 27/27 [00:07<00:00,  3.57it/s][2025-07-13 14:45:21] cat...PCK-Transfer@0.10: 83.55% | PCK-Transfer@0.05: 67.13% | PCK-Transfer@0.15: 89.61%
+
100%|██████████| 27/27 [00:07<00:00,  3.54it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.51it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.46it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.45it/s]
 31%|███       | 4/13 [00:01<00:02,  3.47it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.50it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.50it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.42it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.38it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.34it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.29it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.30it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.35it/s]
100%|██████████| 13/13 [00:03<00:00,  3.36it/s][2025-07-13 14:45:25] chair...PCK-Transfer@0.10: 57.91% | PCK-Transfer@0.05: 39.25% | PCK-Transfer@0.15: 66.22%
+
100%|██████████| 13/13 [00:03<00:00,  3.39it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.51it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.52it/s]
100%|██████████| 3/3 [00:00<00:00,  3.52it/s][2025-07-13 14:45:26] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 70.83% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.52it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.49it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.46it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.51it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.48it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.52it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.54it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.56it/s]
100%|██████████| 8/8 [00:02<00:00,  3.54it/s][2025-07-13 14:45:28] diningtable...PCK-Transfer@0.10: 53.12% | PCK-Transfer@0.05: 35.42% | PCK-Transfer@0.15: 66.15%
+
100%|██████████| 8/8 [00:02<00:00,  3.53it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.49it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.44it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.08it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.13it/s]
 21%|██        | 5/24 [00:01<00:05,  3.27it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.34it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.40it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.44it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.45it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.43it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.41it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.37it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.38it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.38it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.43it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.45it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.44it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.42it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.41it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.46it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.45it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.45it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.43it/s]
100%|██████████| 24/24 [00:07<00:00,  3.44it/s][2025-07-13 14:45:35] dog...PCK-Transfer@0.10: 82.93% | PCK-Transfer@0.05: 66.35% | PCK-Transfer@0.15: 90.47%
+
100%|██████████| 24/24 [00:07<00:00,  3.40it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.42it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.48it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.45it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.42it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.48it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.53it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.55it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.52it/s]
100%|██████████| 9/9 [00:02<00:00,  3.51it/s][2025-07-13 14:45:38] horse...PCK-Transfer@0.10: 82.91% | PCK-Transfer@0.05: 61.77% | PCK-Transfer@0.15: 88.31%
+
100%|██████████| 9/9 [00:02<00:00,  3.50it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.61it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.60it/s]
 41%|████      | 11/27 [00:03<00:04,  3.58it/s]
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 48%|████▊     | 13/27 [00:03<00:03,  3.56it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.53it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.54it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.54it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.55it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.51it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.54it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.54it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.49it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.48it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.48it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.42it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.44it/s]
100%|██████████| 27/27 [00:07<00:00,  3.47it/s][2025-07-13 14:45:45] motorbike...PCK-Transfer@0.10: 85.42% | PCK-Transfer@0.05: 65.10% | PCK-Transfer@0.15: 91.69%
+
100%|██████████| 27/27 [00:07<00:00,  3.52it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.52it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.43it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.45it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.43it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.51it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.46it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.48it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.47it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.50it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.49it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.50it/s]
100%|██████████| 12/12 [00:03<00:00,  3.44it/s][2025-07-13 14:45:49] person...PCK-Transfer@0.10: 68.56% | PCK-Transfer@0.05: 47.14% | PCK-Transfer@0.15: 81.86%
+
100%|██████████| 12/12 [00:03<00:00,  3.47it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.43it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.51it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.48it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.48it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.49it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.46it/s]
100%|██████████| 7/7 [00:02<00:00,  3.50it/s][2025-07-13 14:45:51] pottedplant...PCK-Transfer@0.10: 50.95% | PCK-Transfer@0.05: 29.52% | PCK-Transfer@0.15: 72.38%
+
100%|██████████| 7/7 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.59it/s][2025-07-13 14:45:51] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.58it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.49it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.50it/s]
 31%|███       | 4/13 [00:01<00:02,  3.47it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.51it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.49it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.48it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.47it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.51it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.47it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.55it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.49it/s]
100%|██████████| 13/13 [00:03<00:00,  3.45it/s][2025-07-13 14:45:55] sofa...PCK-Transfer@0.10: 64.18% | PCK-Transfer@0.05: 41.18% | PCK-Transfer@0.15: 73.80%
+
100%|██████████| 13/13 [00:03<00:00,  3.48it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 55%|█████▌    | 11/20 [00:03<00:02,  3.53it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.50it/s]
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 80%|████████  | 16/20 [00:04<00:01,  3.54it/s]
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100%|██████████| 15/15 [00:04<00:00,  3.52it/s][2025-07-13 14:46:05] tvmonitor...PCK-Transfer@0.10: 45.00% | PCK-Transfer@0.05: 29.44% | PCK-Transfer@0.15: 63.33%
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+[2025-07-13 14:46:05] Weighted Per image PCK0.10: 77.91%, image PCK0.05: 61.16%, image PCK0.01: 85.51%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_15__t_0.6_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_15__t_0.6_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..6933a46a9786caf9138f0e2ab934bcfe0fe3bae1
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_15__t_0.6_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-13 14:53:54] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_15__t_0.6_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.5_layer_15', 't_0.6_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.5_layer_15', 't_0.6_layer_11']
+Number of parameters corr net: 120
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100%|██████████| 32/32 [00:09<00:00,  3.36it/s][2025-07-13 14:54:27] bus...PCK-Transfer@0.10: 83.44% | PCK-Transfer@0.05: 74.32% | PCK-Transfer@0.15: 87.86%
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100%|██████████| 9/9 [00:02<00:00,  3.45it/s][2025-07-13 14:54:58] horse...PCK-Transfer@0.10: 85.00% | PCK-Transfer@0.05: 65.05% | PCK-Transfer@0.15: 90.40%
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100%|██████████| 27/27 [00:07<00:00,  3.53it/s][2025-07-13 14:55:05] motorbike...PCK-Transfer@0.10: 86.82% | PCK-Transfer@0.05: 65.84% | PCK-Transfer@0.15: 92.72%
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100%|██████████| 12/12 [00:03<00:00,  3.50it/s][2025-07-13 14:55:09] person...PCK-Transfer@0.10: 65.83% | PCK-Transfer@0.05: 48.51% | PCK-Transfer@0.15: 78.46%
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100%|██████████| 7/7 [00:02<00:00,  3.43it/s][2025-07-13 14:55:11] pottedplant...PCK-Transfer@0.10: 58.10% | PCK-Transfer@0.05: 31.43% | PCK-Transfer@0.15: 74.76%
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100%|██████████| 13/13 [00:03<00:00,  3.50it/s][2025-07-13 14:55:15] sofa...PCK-Transfer@0.10: 60.25% | PCK-Transfer@0.05: 43.16% | PCK-Transfer@0.15: 75.26%
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100%|██████████| 20/20 [00:05<00:00,  3.45it/s][2025-07-13 14:55:21] train...PCK-Transfer@0.10: 74.75% | PCK-Transfer@0.05: 50.50% | PCK-Transfer@0.15: 83.75%
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100%|██████████| 15/15 [00:04<00:00,  3.50it/s][2025-07-13 14:55:25] tvmonitor...PCK-Transfer@0.10: 42.22% | PCK-Transfer@0.05: 32.78% | PCK-Transfer@0.15: 60.56%
+
100%|██████████| 15/15 [00:04<00:00,  3.49it/s]
+[2025-07-13 14:55:25] Weighted Per image PCK0.10: 78.08%, image PCK0.05: 62.24%, image PCK0.01: 85.58%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_15__t_0.8_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_15__t_0.8_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..c569af81e581fa61774ec1a3fd8f7e14a973cb2a
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_15__t_0.8_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-13 15:09:41] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_15__t_0.8_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.5_layer_15', 't_0.8_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.5_layer_15', 't_0.8_layer_15']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  3.38it/s][2025-07-13 15:09:48] aeroplane...PCK-Transfer@0.10: 84.02% | PCK-Transfer@0.05: 68.73% | PCK-Transfer@0.15: 89.78%
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 83%|████████▎ | 5/6 [00:01<00:00,  3.58it/s]
100%|██████████| 6/6 [00:01<00:00,  3.53it/s][2025-07-13 15:10:01] boat...PCK-Transfer@0.10: 56.94% | PCK-Transfer@0.05: 41.67% | PCK-Transfer@0.15: 72.22%
+
100%|██████████| 6/6 [00:01<00:00,  3.50it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.61it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.44it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.51it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.53it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.55it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.58it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.52it/s]
100%|██████████| 8/8 [00:02<00:00,  3.55it/s][2025-07-13 15:10:04] bottle...PCK-Transfer@0.10: 67.19% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 71.88%
+
100%|██████████| 8/8 [00:02<00:00,  3.54it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.37it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.49it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.42it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.46it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.48it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.57it/s]
 22%|██▏       | 7/32 [00:01<00:06,  3.57it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.63it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.55it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.50it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.43it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.45it/s]
 41%|████      | 13/32 [00:03<00:05,  3.51it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.57it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.55it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.51it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.45it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.46it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.46it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.48it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.50it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.44it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.44it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.50it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.56it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.52it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.51it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.45it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.46it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.48it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.55it/s]
100%|██████████| 32/32 [00:09<00:00,  3.54it/s][2025-07-13 15:10:13] bus...PCK-Transfer@0.10: 81.87% | PCK-Transfer@0.05: 70.68% | PCK-Transfer@0.15: 87.08%
+
100%|██████████| 32/32 [00:09<00:00,  3.50it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.52it/s]
 11%|█         | 2/19 [00:00<00:04,  3.44it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.43it/s]
 21%|██        | 4/19 [00:01<00:04,  3.32it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.37it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.37it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.38it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.42it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.40it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.44it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.45it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.42it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.43it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.45it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.43it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.43it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.40it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.44it/s]
100%|██████████| 19/19 [00:05<00:00,  3.51it/s][2025-07-13 15:10:18] car...PCK-Transfer@0.10: 86.01% | PCK-Transfer@0.05: 77.96% | PCK-Transfer@0.15: 89.94%
+
100%|██████████| 19/19 [00:05<00:00,  3.43it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.46it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.42it/s]
 11%|█         | 3/27 [00:00<00:07,  3.41it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.46it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.43it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.43it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.46it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.47it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.45it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.46it/s]
 41%|████      | 11/27 [00:03<00:04,  3.47it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.48it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.43it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.43it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.40it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.40it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.43it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.51it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.54it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.48it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.47it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.44it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.46it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.44it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.45it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.44it/s]
100%|██████████| 27/27 [00:07<00:00,  3.43it/s][2025-07-13 15:10:26] cat...PCK-Transfer@0.10: 81.00% | PCK-Transfer@0.05: 67.25% | PCK-Transfer@0.15: 86.48%
+
100%|██████████| 27/27 [00:07<00:00,  3.45it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.38it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.47it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.49it/s]
 31%|███       | 4/13 [00:01<00:02,  3.44it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.44it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.41it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.43it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.48it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.51it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.53it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.55it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.51it/s]
100%|██████████| 13/13 [00:03<00:00,  3.51it/s][2025-07-13 15:10:30] chair...PCK-Transfer@0.10: 45.41% | PCK-Transfer@0.05: 27.65% | PCK-Transfer@0.15: 50.88%
+
100%|██████████| 13/13 [00:03<00:00,  3.48it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.50it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.57it/s]
100%|██████████| 3/3 [00:00<00:00,  3.52it/s][2025-07-13 15:10:31] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.52it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.45it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.47it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.47it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.52it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.48it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.46it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.45it/s]
100%|██████████| 8/8 [00:02<00:00,  3.49it/s][2025-07-13 15:10:33] diningtable...PCK-Transfer@0.10: 43.23% | PCK-Transfer@0.05: 27.60% | PCK-Transfer@0.15: 53.12%
+
100%|██████████| 8/8 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.42it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.48it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.50it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.58it/s]
 21%|██        | 5/24 [00:01<00:05,  3.57it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.56it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.55it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.53it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.51it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.53it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.54it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.52it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.49it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.47it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.45it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.49it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.51it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.51it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.51it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.49it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.50it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.52it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.54it/s]
100%|██████████| 24/24 [00:06<00:00,  3.54it/s][2025-07-13 15:10:40] dog...PCK-Transfer@0.10: 78.30% | PCK-Transfer@0.05: 58.25% | PCK-Transfer@0.15: 86.68%
+
100%|██████████| 24/24 [00:06<00:00,  3.52it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.47it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.48it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.56it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.61it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.55it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.52it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.46it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.44it/s]
100%|██████████| 9/9 [00:02<00:00,  3.48it/s][2025-07-13 15:10:43] horse...PCK-Transfer@0.10: 78.41% | PCK-Transfer@0.05: 53.02% | PCK-Transfer@0.15: 83.02%
+
100%|██████████| 9/9 [00:02<00:00,  3.50it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.62it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.52it/s]
 11%|█         | 3/27 [00:00<00:06,  3.49it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.48it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.47it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.53it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.52it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.52it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.52it/s]
 41%|████      | 11/27 [00:03<00:04,  3.52it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.52it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.55it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.54it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.55it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.52it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.51it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.52it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.53it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.50it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.50it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.55it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.53it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.57it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.61it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.60it/s]
100%|██████████| 27/27 [00:07<00:00,  3.60it/s][2025-07-13 15:10:50] motorbike...PCK-Transfer@0.10: 83.82% | PCK-Transfer@0.05: 61.29% | PCK-Transfer@0.15: 90.49%
+
100%|██████████| 27/27 [00:07<00:00,  3.54it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.52it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.64it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.67it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.70it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.57it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.57it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.51it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.53it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.49it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.49it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.47it/s]
100%|██████████| 12/12 [00:03<00:00,  3.51it/s][2025-07-13 15:10:54] person...PCK-Transfer@0.10: 58.82% | PCK-Transfer@0.05: 41.30% | PCK-Transfer@0.15: 72.02%
+
100%|██████████| 12/12 [00:03<00:00,  3.54it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.34it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.35it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.41it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.41it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.39it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.40it/s]
100%|██████████| 7/7 [00:02<00:00,  3.45it/s][2025-07-13 15:10:56] pottedplant...PCK-Transfer@0.10: 58.10% | PCK-Transfer@0.05: 23.81% | PCK-Transfer@0.15: 72.38%
+
100%|██████████| 7/7 [00:02<00:00,  3.41it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.41it/s][2025-07-13 15:10:56] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.41it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.45it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.47it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.50it/s]
 31%|███       | 4/13 [00:01<00:02,  3.52it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.48it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.47it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.42it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.39it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.39it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.45it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.42it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.49it/s]
100%|██████████| 13/13 [00:03<00:00,  3.51it/s][2025-07-13 15:11:00] sofa...PCK-Transfer@0.10: 53.08% | PCK-Transfer@0.05: 36.51% | PCK-Transfer@0.15: 68.09%
+
100%|██████████| 13/13 [00:03<00:00,  3.46it/s]
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+[2025-07-13 15:11:10] Weighted Per image PCK0.10: 73.45%, image PCK0.05: 56.63%, image PCK0.01: 80.86%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_15__t_0.8_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_15__t_0.8_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..5486ca4a9cc8beadfe95f9081e7b90a083ab9ad5
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_15__t_0.8_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 15:06:31] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_15__t_0.8_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.5_layer_15', 't_0.8_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.5_layer_15', 't_0.8_layer_9']
+Number of parameters corr net: 120
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100%|██████████| 13/13 [00:03<00:00,  3.64it/s][2025-07-13 15:07:48] sofa...PCK-Transfer@0.10: 43.25% | PCK-Transfer@0.05: 23.60% | PCK-Transfer@0.15: 57.75%
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100%|██████████| 15/15 [00:04<00:00,  3.66it/s][2025-07-13 15:07:58] tvmonitor...PCK-Transfer@0.10: 38.89% | PCK-Transfer@0.05: 23.33% | PCK-Transfer@0.15: 52.22%
+
100%|██████████| 15/15 [00:04<00:00,  3.61it/s]
+[2025-07-13 15:07:58] Weighted Per image PCK0.10: 66.65%, image PCK0.05: 48.92%, image PCK0.01: 76.55%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_18__t_0.6_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_18__t_0.6_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..7a4f45e96798836628717f610f1b538d72327983
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_18__t_0.6_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-13 15:15:53] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_18__t_0.6_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.5_layer_18', 't_0.6_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.5_layer_18', 't_0.6_layer_11']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.46it/s][2025-07-13 15:16:00] aeroplane...PCK-Transfer@0.10: 84.94% | PCK-Transfer@0.05: 68.49% | PCK-Transfer@0.15: 92.04%
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 30%|███       | 3/10 [00:00<00:02,  3.23it/s]
 40%|████      | 4/10 [00:01<00:01,  3.25it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.23it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.17it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.18it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.17it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.21it/s]
100%|██████████| 10/10 [00:03<00:00,  3.23it/s][2025-07-13 15:16:13] bird...PCK-Transfer@0.10: 81.47% | PCK-Transfer@0.05: 55.03% | PCK-Transfer@0.15: 90.56%
+
100%|██████████| 10/10 [00:03<00:00,  3.22it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.60it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.55it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.45it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.39it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.40it/s]
100%|██████████| 6/6 [00:01<00:00,  3.43it/s][2025-07-13 15:16:14] boat...PCK-Transfer@0.10: 56.94% | PCK-Transfer@0.05: 34.72% | PCK-Transfer@0.15: 76.39%
+
100%|██████████| 6/6 [00:01<00:00,  3.44it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.34it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.47it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.42it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.38it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.40it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.38it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.43it/s]
100%|██████████| 8/8 [00:02<00:00,  3.43it/s][2025-07-13 15:16:17] bottle...PCK-Transfer@0.10: 65.62% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 73.44%
+
100%|██████████| 8/8 [00:02<00:00,  3.41it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.55it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.44it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.41it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.40it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.41it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.31it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.28it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.26it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.29it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.38it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.40it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.38it/s]
 41%|████      | 13/32 [00:03<00:05,  3.33it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.30it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.36it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.38it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.44it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.45it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.46it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.43it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.40it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.44it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.44it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.45it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.42it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.49it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.44it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.46it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.47it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.45it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.40it/s]
100%|██████████| 32/32 [00:09<00:00,  3.38it/s][2025-07-13 15:16:26] bus...PCK-Transfer@0.10: 79.53% | PCK-Transfer@0.05: 71.72% | PCK-Transfer@0.15: 85.26%
+
100%|██████████| 32/32 [00:09<00:00,  3.40it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.36it/s]
 11%|█         | 2/19 [00:00<00:04,  3.44it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.43it/s]
 21%|██        | 4/19 [00:01<00:04,  3.44it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.38it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.46it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.51it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.45it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.44it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.39it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.37it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.40it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.32it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.33it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.40it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.42it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.45it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.41it/s]
100%|██████████| 19/19 [00:05<00:00,  3.37it/s][2025-07-13 15:16:32] car...PCK-Transfer@0.10: 92.13% | PCK-Transfer@0.05: 83.61% | PCK-Transfer@0.15: 93.36%
+
100%|██████████| 19/19 [00:05<00:00,  3.40it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:09,  2.68it/s]
  7%|▋         | 2/27 [00:00<00:08,  2.96it/s]
 11%|█         | 3/27 [00:00<00:07,  3.17it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.21it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.29it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.33it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.36it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.33it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.33it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.35it/s]
 41%|████      | 11/27 [00:03<00:04,  3.32it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.28it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.30it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.28it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.33it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.35it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.29it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.26it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.26it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.30it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.32it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.36it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.37it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.34it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.30it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.29it/s]
100%|██████████| 27/27 [00:08<00:00,  3.28it/s][2025-07-13 15:16:40] cat...PCK-Transfer@0.10: 85.65% | PCK-Transfer@0.05: 69.14% | PCK-Transfer@0.15: 90.23%
+
100%|██████████| 27/27 [00:08<00:00,  3.29it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.37it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.32it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.33it/s]
 31%|███       | 4/13 [00:01<00:02,  3.36it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.38it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.42it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.41it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.37it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.35it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.33it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.33it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.39it/s]
100%|██████████| 13/13 [00:03<00:00,  3.37it/s][2025-07-13 15:16:44] chair...PCK-Transfer@0.10: 56.20% | PCK-Transfer@0.05: 35.77% | PCK-Transfer@0.15: 61.94%
+
100%|██████████| 13/13 [00:03<00:00,  3.37it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.37it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.41it/s]
100%|██████████| 3/3 [00:00<00:00,  3.41it/s][2025-07-13 15:16:45] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 70.83% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.40it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.38it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.36it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.40it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.38it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.40it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.43it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.46it/s]
100%|██████████| 8/8 [00:02<00:00,  3.44it/s][2025-07-13 15:16:47] diningtable...PCK-Transfer@0.10: 43.75% | PCK-Transfer@0.05: 32.29% | PCK-Transfer@0.15: 67.71%
+
100%|██████████| 8/8 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.35it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.39it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.42it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.36it/s]
 21%|██        | 5/24 [00:01<00:05,  3.38it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.35it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.34it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.33it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.35it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.34it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.34it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.36it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.38it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.37it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.39it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.36it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.33it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.35it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.38it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.43it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.41it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.41it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.40it/s]
100%|██████████| 24/24 [00:07<00:00,  3.41it/s][2025-07-13 15:16:54] dog...PCK-Transfer@0.10: 86.50% | PCK-Transfer@0.05: 68.08% | PCK-Transfer@0.15: 91.44%
+
100%|██████████| 24/24 [00:07<00:00,  3.38it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.39it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.43it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.40it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.36it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.39it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.43it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.51it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.49it/s]
100%|██████████| 9/9 [00:02<00:00,  3.42it/s][2025-07-13 15:16:57] horse...PCK-Transfer@0.10: 84.07% | PCK-Transfer@0.05: 64.79% | PCK-Transfer@0.15: 92.12%
+
100%|██████████| 9/9 [00:02<00:00,  3.43it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.18it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.29it/s]
 11%|█         | 3/27 [00:00<00:07,  3.32it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.34it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.36it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.44it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.41it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.43it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.46it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.45it/s]
 41%|████      | 11/27 [00:03<00:04,  3.46it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.43it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.43it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.41it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.43it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.43it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.42it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.43it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.43it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.45it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.45it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.37it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.36it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.27it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.25it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.29it/s]
100%|██████████| 27/27 [00:07<00:00,  3.31it/s][2025-07-13 15:17:05] motorbike...PCK-Transfer@0.10: 86.82% | PCK-Transfer@0.05: 66.45% | PCK-Transfer@0.15: 93.17%
+
100%|██████████| 27/27 [00:07<00:00,  3.38it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.15it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.21it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.22it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.23it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.36it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.36it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.39it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.40it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.41it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.40it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.44it/s]
100%|██████████| 12/12 [00:03<00:00,  3.41it/s][2025-07-13 15:17:09] person...PCK-Transfer@0.10: 64.19% | PCK-Transfer@0.05: 46.49% | PCK-Transfer@0.15: 79.19%
+
100%|██████████| 12/12 [00:03<00:00,  3.36it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.49it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.52it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.48it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.54it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.59it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.54it/s]
100%|██████████| 7/7 [00:01<00:00,  3.52it/s][2025-07-13 15:17:10] pottedplant...PCK-Transfer@0.10: 58.10% | PCK-Transfer@0.05: 34.29% | PCK-Transfer@0.15: 72.38%
+
100%|██████████| 7/7 [00:01<00:00,  3.53it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.49it/s][2025-07-13 15:17:11] sheep...PCK-Transfer@0.10: 80.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.48it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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+[2025-07-13 15:17:25] Weighted Per image PCK0.10: 77.02%, image PCK0.05: 61.14%, image PCK0.01: 84.46%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_18__t_0.8_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_18__t_0.8_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..9621cbd1faa0d07fcd22d010937c9f75cdbebc69
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_18__t_0.8_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 15:31:38] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_18__t_0.8_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.5_layer_18', 't_0.8_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.5_layer_18', 't_0.8_layer_15']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.66it/s][2025-07-13 15:33:04] tvmonitor...PCK-Transfer@0.10: 36.11% | PCK-Transfer@0.05: 23.33% | PCK-Transfer@0.15: 47.78%
+
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+[2025-07-13 15:33:04] Weighted Per image PCK0.10: 61.86%, image PCK0.05: 45.44%, image PCK0.01: 72.19%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_20__t_0.7_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_20__t_0.7_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..fd1fe7cbc141d829995196c5b395d282b7c59c0c
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_20__t_0.7_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 15:44:03] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_20__t_0.7_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.5_layer_20', 't_0.7_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.5_layer_20', 't_0.7_layer_11']
+Number of parameters corr net: 120
+
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 67%|██████▋   | 20/30 [00:05<00:02,  3.54it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.58it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.64it/s]
 77%|███████▋  | 23/30 [00:06<00:01,  3.56it/s]
 80%|████████  | 24/30 [00:06<00:01,  3.53it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.33it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.33it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.34it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.21it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.22it/s]
100%|██████████| 30/30 [00:08<00:00,  3.30it/s][2025-07-13 15:44:19] bicycle...PCK-Transfer@0.10: 66.70% | PCK-Transfer@0.05: 57.00% | PCK-Transfer@0.15: 73.06%
+
100%|██████████| 30/30 [00:08<00:00,  3.42it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:03,  2.77it/s]
 20%|██        | 2/10 [00:00<00:02,  3.02it/s]
 30%|███       | 3/10 [00:00<00:02,  3.12it/s]
 40%|████      | 4/10 [00:01<00:01,  3.17it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.26it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.30it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.28it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.32it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.36it/s]
100%|██████████| 10/10 [00:03<00:00,  3.35it/s][2025-07-13 15:44:22] bird...PCK-Transfer@0.10: 59.22% | PCK-Transfer@0.05: 34.86% | PCK-Transfer@0.15: 68.17%
+
100%|██████████| 10/10 [00:03<00:00,  3.26it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.45it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.47it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.47it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.36it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.20it/s]
100%|██████████| 6/6 [00:01<00:00,  3.28it/s][2025-07-13 15:44:23] boat...PCK-Transfer@0.10: 34.72% | PCK-Transfer@0.05: 23.61% | PCK-Transfer@0.15: 56.94%
+
100%|██████████| 6/6 [00:01<00:00,  3.32it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.86it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.16it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.22it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.30it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.36it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.32it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.40it/s]
100%|██████████| 8/8 [00:02<00:00,  3.40it/s][2025-07-13 15:44:26] bottle...PCK-Transfer@0.10: 34.38% | PCK-Transfer@0.05: 20.31% | PCK-Transfer@0.15: 43.75%
+
100%|██████████| 8/8 [00:02<00:00,  3.32it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:11,  2.77it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.12it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.20it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.26it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.37it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.35it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.38it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.31it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.32it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.42it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.42it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.45it/s]
 41%|████      | 13/32 [00:03<00:05,  3.41it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.42it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.46it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.47it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.53it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.52it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.50it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.45it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.44it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.50it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.51it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.47it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.43it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.47it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.46it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.53it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.57it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.60it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.55it/s]
100%|██████████| 32/32 [00:09<00:00,  3.55it/s][2025-07-13 15:44:35] bus...PCK-Transfer@0.10: 54.95% | PCK-Transfer@0.05: 35.42% | PCK-Transfer@0.15: 67.81%
+
100%|██████████| 32/32 [00:09<00:00,  3.44it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:07,  2.48it/s]
 11%|█         | 2/19 [00:00<00:05,  3.02it/s]
 16%|█▌        | 3/19 [00:00<00:05,  3.19it/s]
 21%|██        | 4/19 [00:01<00:04,  3.21it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.25it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.34it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.40it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.25it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.20it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.20it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.25it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.33it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.35it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.36it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.44it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.46it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.46it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.41it/s]
100%|██████████| 19/19 [00:05<00:00,  3.39it/s][2025-07-13 15:44:41] car...PCK-Transfer@0.10: 68.95% | PCK-Transfer@0.05: 52.20% | PCK-Transfer@0.15: 73.60%
+
100%|██████████| 19/19 [00:05<00:00,  3.31it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:10,  2.48it/s]
  7%|▋         | 2/27 [00:00<00:08,  2.91it/s]
 11%|█         | 3/27 [00:01<00:07,  3.11it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.19it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.29it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.32it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.23it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.26it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.35it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.37it/s]
 41%|████      | 11/27 [00:03<00:04,  3.37it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.32it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.41it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.45it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.55it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.61it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.57it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.57it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.57it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.63it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.62it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.61it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.58it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.56it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.54it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.51it/s]
100%|██████████| 27/27 [00:07<00:00,  3.54it/s][2025-07-13 15:44:49] cat...PCK-Transfer@0.10: 69.63% | PCK-Transfer@0.05: 52.73% | PCK-Transfer@0.15: 76.22%
+
100%|██████████| 27/27 [00:07<00:00,  3.43it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.61it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.03it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.11it/s]
 31%|███       | 4/13 [00:01<00:02,  3.26it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.33it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.38it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.39it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.38it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.37it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.34it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.34it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.41it/s]
100%|██████████| 13/13 [00:03<00:00,  3.40it/s][2025-07-13 15:44:53] chair...PCK-Transfer@0.10: 24.23% | PCK-Transfer@0.05: 15.32% | PCK-Transfer@0.15: 32.67%
+
100%|██████████| 13/13 [00:03<00:00,  3.32it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.40it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.40it/s]
100%|██████████| 3/3 [00:00<00:00,  3.47it/s][2025-07-13 15:44:54] cow...PCK-Transfer@0.10: 72.92% | PCK-Transfer@0.05: 45.83% | PCK-Transfer@0.15: 83.33%
+
100%|██████████| 3/3 [00:00<00:00,  3.45it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.45it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.39it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.42it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.39it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.44it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.51it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.55it/s]
100%|██████████| 8/8 [00:02<00:00,  3.50it/s][2025-07-13 15:44:56] diningtable...PCK-Transfer@0.10: 29.17% | PCK-Transfer@0.05: 6.77% | PCK-Transfer@0.15: 41.15%
+
100%|██████████| 8/8 [00:02<00:00,  3.47it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.40it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.43it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.42it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.37it/s]
 21%|██        | 5/24 [00:01<00:05,  3.39it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.40it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.42it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.44it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.44it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.39it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.40it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.45it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.49it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.50it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.54it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.54it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.56it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.62it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.60it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.58it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.55it/s]
100%|██████████| 24/24 [00:06<00:00,  3.54it/s][2025-07-13 15:45:03] dog...PCK-Transfer@0.10: 56.59% | PCK-Transfer@0.05: 39.36% | PCK-Transfer@0.15: 71.78%
+
100%|██████████| 24/24 [00:06<00:00,  3.49it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.60it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.61it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.53it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.50it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.56it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.61it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.70it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.69it/s]
100%|██████████| 9/9 [00:02<00:00,  3.65it/s][2025-07-13 15:45:05] horse...PCK-Transfer@0.10: 60.40% | PCK-Transfer@0.05: 37.14% | PCK-Transfer@0.15: 69.79%
+
100%|██████████| 9/9 [00:02<00:00,  3.62it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.51it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.68it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.70it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.63it/s]
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 33%|███▎      | 9/27 [00:02<00:04,  3.68it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.67it/s]
 41%|████      | 11/27 [00:03<00:04,  3.66it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.64it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.62it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.62it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.63it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.65it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.64it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.63it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.63it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.61it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.57it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.60it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.61it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.57it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.59it/s]
100%|██████████| 27/27 [00:07<00:00,  3.59it/s][2025-07-13 15:45:13] motorbike...PCK-Transfer@0.10: 59.81% | PCK-Transfer@0.05: 42.55% | PCK-Transfer@0.15: 69.53%
+
100%|██████████| 27/27 [00:07<00:00,  3.62it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.59it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.53it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.53it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.51it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.62it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.67it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.67it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.62it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.64it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.63it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.67it/s]
100%|██████████| 12/12 [00:03<00:00,  3.62it/s][2025-07-13 15:45:16] person...PCK-Transfer@0.10: 46.21% | PCK-Transfer@0.05: 29.46% | PCK-Transfer@0.15: 60.97%
+
100%|██████████| 12/12 [00:03<00:00,  3.61it/s]
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100%|██████████| 7/7 [00:01<00:00,  3.61it/s][2025-07-13 15:45:18] pottedplant...PCK-Transfer@0.10: 39.05% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 58.10%
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100%|██████████| 20/20 [00:05<00:00,  3.68it/s][2025-07-13 15:45:27] train...PCK-Transfer@0.10: 61.50% | PCK-Transfer@0.05: 33.25% | PCK-Transfer@0.15: 73.50%
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100%|██████████| 15/15 [00:04<00:00,  3.69it/s][2025-07-13 15:45:32] tvmonitor...PCK-Transfer@0.10: 30.00% | PCK-Transfer@0.05: 21.67% | PCK-Transfer@0.15: 38.33%
+
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+[2025-07-13 15:45:32] Weighted Per image PCK0.10: 54.31%, image PCK0.05: 37.15%, image PCK0.01: 64.97%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_20__t_0.7_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_20__t_0.7_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..1df80d4255161c4a02d41343e0488b6593168e1c
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_20__t_0.7_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-13 15:40:56] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_20__t_0.7_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.5_layer_20', 't_0.7_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.5_layer_20', 't_0.7_layer_5']
+Number of parameters corr net: 120
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+
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+[2025-07-13 15:42:25] Weighted Per image PCK0.10: 65.57%, image PCK0.05: 45.91%, image PCK0.01: 74.21%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_20__t_0.8_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_20__t_0.8_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..bb4a4b8334c799bc507832726e5ab1b7629813fe
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_20__t_0.8_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-13 15:48:40] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_20__t_0.8_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.5_layer_20', 't_0.8_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.5_layer_20', 't_0.8_layer_5']
+Number of parameters corr net: 120
+
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 10%|█         | 3/30 [00:00<00:08,  3.21it/s]
 13%|█▎        | 4/30 [00:01<00:08,  3.23it/s]
 17%|█▋        | 5/30 [00:01<00:08,  3.11it/s]
 20%|██        | 6/30 [00:01<00:07,  3.14it/s]
 23%|██▎       | 7/30 [00:02<00:07,  3.07it/s]
 27%|██▋       | 8/30 [00:02<00:07,  3.13it/s]
 30%|███       | 9/30 [00:02<00:06,  3.12it/s]
 33%|███▎      | 10/30 [00:03<00:06,  3.15it/s]
 37%|███▋      | 11/30 [00:03<00:06,  3.12it/s]
 40%|████      | 12/30 [00:03<00:05,  3.13it/s]
 43%|████▎     | 13/30 [00:04<00:05,  3.14it/s]
 47%|████▋     | 14/30 [00:04<00:05,  3.18it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.19it/s]
 53%|█████▎    | 16/30 [00:05<00:04,  3.15it/s]
 57%|█████▋    | 17/30 [00:05<00:04,  3.12it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.04it/s]
 63%|██████▎   | 19/30 [00:06<00:03,  3.09it/s]
 67%|██████▋   | 20/30 [00:06<00:03,  3.11it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.13it/s]
 73%|███████▎  | 22/30 [00:07<00:02,  3.18it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.16it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.21it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.21it/s]
 87%|████████▋ | 26/30 [00:08<00:01,  3.20it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.28it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.24it/s]
 97%|█████████▋| 29/30 [00:09<00:00,  3.23it/s]
100%|██████████| 30/30 [00:09<00:00,  3.27it/s][2025-07-13 15:48:58] bicycle...PCK-Transfer@0.10: 78.85% | PCK-Transfer@0.05: 64.91% | PCK-Transfer@0.15: 85.24%
+
100%|██████████| 30/30 [00:09<00:00,  3.17it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.23it/s]
 20%|██        | 2/10 [00:00<00:02,  3.13it/s]
 30%|███       | 3/10 [00:00<00:02,  3.06it/s]
 40%|████      | 4/10 [00:01<00:02,  2.98it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.04it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.07it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.07it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.10it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.10it/s]
100%|██████████| 10/10 [00:03<00:00,  3.08it/s][2025-07-13 15:49:01] bird...PCK-Transfer@0.10: 72.03% | PCK-Transfer@0.05: 50.08% | PCK-Transfer@0.15: 84.58%
+
100%|██████████| 10/10 [00:03<00:00,  3.08it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.38it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.24it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.31it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.25it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.29it/s]
100%|██████████| 6/6 [00:01<00:00,  3.28it/s][2025-07-13 15:49:03] boat...PCK-Transfer@0.10: 44.44% | PCK-Transfer@0.05: 23.61% | PCK-Transfer@0.15: 72.22%
+
100%|██████████| 6/6 [00:01<00:00,  3.28it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.29it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.36it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.29it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.25it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.23it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.24it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.30it/s]
100%|██████████| 8/8 [00:02<00:00,  3.24it/s][2025-07-13 15:49:05] bottle...PCK-Transfer@0.10: 51.56% | PCK-Transfer@0.05: 35.94% | PCK-Transfer@0.15: 64.06%
+
100%|██████████| 8/8 [00:02<00:00,  3.26it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.31it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.16it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.08it/s]
 12%|█▎        | 4/32 [00:01<00:09,  3.11it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.04it/s]
 19%|█▉        | 6/32 [00:01<00:08,  3.01it/s]
 22%|██▏       | 7/32 [00:02<00:08,  2.98it/s]
 25%|██▌       | 8/32 [00:02<00:08,  2.98it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.03it/s]
 31%|███▏      | 10/32 [00:03<00:07,  3.11it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.17it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.18it/s]
 41%|████      | 13/32 [00:04<00:05,  3.17it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.16it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.18it/s]
 50%|█████     | 16/32 [00:05<00:05,  3.19it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.33it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.34it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.39it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.40it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.36it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.41it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.46it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.45it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.41it/s]
 81%|████████▏ | 26/32 [00:08<00:01,  3.41it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.37it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.37it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.39it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.39it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.32it/s]
100%|██████████| 32/32 [00:09<00:00,  3.30it/s][2025-07-13 15:49:15] bus...PCK-Transfer@0.10: 69.11% | PCK-Transfer@0.05: 48.54% | PCK-Transfer@0.15: 77.71%
+
100%|██████████| 32/32 [00:09<00:00,  3.25it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:07,  2.55it/s]
 11%|█         | 2/19 [00:00<00:05,  2.91it/s]
 16%|█▌        | 3/19 [00:01<00:05,  3.05it/s]
 21%|██        | 4/19 [00:01<00:04,  3.12it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.16it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.24it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.19it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.13it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.17it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.15it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.16it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.20it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.22it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.21it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.27it/s]
 84%|████████▍ | 16/19 [00:05<00:00,  3.30it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.33it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.30it/s]
100%|██████████| 19/19 [00:05<00:00,  3.26it/s][2025-07-13 15:49:21] car...PCK-Transfer@0.10: 81.66% | PCK-Transfer@0.05: 65.49% | PCK-Transfer@0.15: 86.46%
+
100%|██████████| 19/19 [00:05<00:00,  3.19it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.20it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.22it/s]
 11%|█         | 3/27 [00:00<00:07,  3.11it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.09it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.16it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.20it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.20it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.21it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.25it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.27it/s]
 41%|████      | 11/27 [00:03<00:04,  3.26it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.24it/s]
 48%|████▊     | 13/27 [00:04<00:04,  3.28it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.27it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.32it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.34it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.28it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.26it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.22it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.28it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.27it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.29it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.29it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.31it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.29it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.28it/s]
100%|██████████| 27/27 [00:08<00:00,  3.27it/s][2025-07-13 15:49:29] cat...PCK-Transfer@0.10: 75.91% | PCK-Transfer@0.05: 56.30% | PCK-Transfer@0.15: 81.45%
+
100%|██████████| 27/27 [00:08<00:00,  3.25it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.16it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.13it/s]
 23%|██▎       | 3/13 [00:00<00:03,  2.98it/s]
 31%|███       | 4/13 [00:01<00:02,  3.04it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.13it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.19it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.21it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.20it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.19it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.19it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.18it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.21it/s]
100%|██████████| 13/13 [00:04<00:00,  3.19it/s][2025-07-13 15:49:33] chair...PCK-Transfer@0.10: 40.32% | PCK-Transfer@0.05: 22.84% | PCK-Transfer@0.15: 46.09%
+
100%|██████████| 13/13 [00:04<00:00,  3.17it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.20it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.23it/s]
100%|██████████| 3/3 [00:00<00:00,  3.25it/s][2025-07-13 15:49:34] cow...PCK-Transfer@0.10: 79.17% | PCK-Transfer@0.05: 47.92% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.24it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.21it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.13it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.19it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.18it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.22it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.24it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.26it/s]
100%|██████████| 8/8 [00:02<00:00,  3.26it/s][2025-07-13 15:49:37] diningtable...PCK-Transfer@0.10: 36.98% | PCK-Transfer@0.05: 6.25% | PCK-Transfer@0.15: 47.40%
+
100%|██████████| 8/8 [00:02<00:00,  3.23it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.16it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.20it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.22it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.19it/s]
 21%|██        | 5/24 [00:01<00:05,  3.21it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.23it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.24it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.24it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.25it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.21it/s]
 46%|████▌     | 11/24 [00:03<00:04,  3.21it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.21it/s]
 54%|█████▍    | 13/24 [00:04<00:03,  3.21it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.21it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.22it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.23it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.21it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.19it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.17it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.19it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.19it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.19it/s]
 96%|█████████▌| 23/24 [00:07<00:00,  3.17it/s]
100%|██████████| 24/24 [00:07<00:00,  3.16it/s][2025-07-13 15:49:44] dog...PCK-Transfer@0.10: 69.09% | PCK-Transfer@0.05: 48.17% | PCK-Transfer@0.15: 78.58%
+
100%|██████████| 24/24 [00:07<00:00,  3.20it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.17it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.19it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.18it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.15it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.18it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.22it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.28it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.27it/s]
100%|██████████| 9/9 [00:02<00:00,  3.24it/s][2025-07-13 15:49:47] horse...PCK-Transfer@0.10: 79.05% | PCK-Transfer@0.05: 54.60% | PCK-Transfer@0.15: 84.07%
+
100%|██████████| 9/9 [00:02<00:00,  3.22it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.17it/s]
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 15%|█▍        | 4/27 [00:01<00:07,  3.26it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.31it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.27it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.27it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.29it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.29it/s]
 41%|████      | 11/27 [00:03<00:04,  3.29it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.28it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.27it/s]
 52%|█████▏    | 14/27 [00:04<00:04,  3.24it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.26it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.27it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.29it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.30it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.28it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.29it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.27it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.23it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.26it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.27it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.24it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.25it/s]
100%|██████████| 27/27 [00:08<00:00,  3.26it/s][2025-07-13 15:49:55] motorbike...PCK-Transfer@0.10: 76.82% | PCK-Transfer@0.05: 51.26% | PCK-Transfer@0.15: 86.56%
+
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+
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+
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+[2025-07-13 15:50:16] Weighted Per image PCK0.10: 65.78%, image PCK0.05: 45.44%, image PCK0.01: 75.09%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_5__t_0.5_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_5__t_0.5_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..91e753c6a2d1be4944b6267195a4e52b59433f56
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_5__t_0.5_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 12:19:12] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_5__t_0.5_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.5_layer_5', 't_0.5_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.5_layer_5', 't_0.5_layer_11']
+Number of parameters corr net: 120
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100%|██████████| 20/20 [00:05<00:00,  3.66it/s][2025-07-13 12:20:33] train...PCK-Transfer@0.10: 60.75% | PCK-Transfer@0.05: 39.25% | PCK-Transfer@0.15: 81.00%
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100%|██████████| 15/15 [00:04<00:00,  3.71it/s][2025-07-13 12:20:37] tvmonitor...PCK-Transfer@0.10: 29.44% | PCK-Transfer@0.05: 11.67% | PCK-Transfer@0.15: 44.44%
+
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+[2025-07-13 12:20:37] Weighted Per image PCK0.10: 59.89%, image PCK0.05: 40.72%, image PCK0.01: 73.90%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_5__t_0.5_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_5__t_0.5_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..469f9e155469c3f36da1950f514daddf39588280
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_5__t_0.5_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 12:22:24] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_5__t_0.5_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.5_layer_5', 't_0.5_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.5_layer_5', 't_0.5_layer_20']
+Number of parameters corr net: 120
+
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 20%|██        | 3/15 [00:02<00:07,  1.51it/s]
 27%|██▋       | 4/15 [00:02<00:05,  1.95it/s]
 33%|███▎      | 5/15 [00:02<00:04,  2.27it/s]
 40%|████      | 6/15 [00:03<00:03,  2.51it/s]
 47%|████▋     | 7/15 [00:03<00:02,  2.79it/s]
 53%|█████▎    | 8/15 [00:03<00:02,  2.89it/s]
 60%|██████    | 9/15 [00:04<00:01,  3.04it/s]
 67%|██████▋   | 10/15 [00:04<00:01,  3.17it/s]
 73%|███████▎  | 11/15 [00:04<00:01,  3.27it/s]
 80%|████████  | 12/15 [00:04<00:00,  3.29it/s]
 87%|████████▋ | 13/15 [00:05<00:00,  3.39it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.22it/s]
100%|██████████| 15/15 [00:05<00:00,  3.19it/s][2025-07-13 12:22:31] aeroplane...PCK-Transfer@0.10: 66.79% | PCK-Transfer@0.05: 46.65% | PCK-Transfer@0.15: 80.61%
+
100%|██████████| 15/15 [00:05<00:00,  2.53it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:08,  3.59it/s]
  7%|▋         | 2/30 [00:00<00:07,  3.57it/s]
 10%|█         | 3/30 [00:00<00:07,  3.48it/s]
 13%|█▎        | 4/30 [00:01<00:07,  3.51it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.56it/s]
 20%|██        | 6/30 [00:01<00:06,  3.61it/s]
 23%|██▎       | 7/30 [00:01<00:06,  3.52it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.49it/s]
 30%|███       | 9/30 [00:02<00:06,  3.48it/s]
 33%|███▎      | 10/30 [00:02<00:05,  3.50it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.48it/s]
 40%|████      | 12/30 [00:03<00:05,  3.49it/s]
 43%|████▎     | 13/30 [00:03<00:04,  3.52it/s]
 47%|████▋     | 14/30 [00:03<00:04,  3.48it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.44it/s]
 53%|█████▎    | 16/30 [00:04<00:03,  3.50it/s]
 57%|█████▋    | 17/30 [00:04<00:03,  3.55it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.55it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.56it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.54it/s]
 70%|███████   | 21/30 [00:05<00:02,  3.50it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.48it/s]
 77%|███████▋  | 23/30 [00:06<00:01,  3.53it/s]
 80%|████████  | 24/30 [00:06<00:01,  3.50it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.48it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.51it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.52it/s]
 93%|█████████▎| 28/30 [00:07<00:00,  3.47it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.49it/s]
100%|██████████| 30/30 [00:08<00:00,  3.47it/s][2025-07-13 12:22:40] bicycle...PCK-Transfer@0.10: 68.21% | PCK-Transfer@0.05: 57.91% | PCK-Transfer@0.15: 75.18%
+
100%|██████████| 30/30 [00:08<00:00,  3.50it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.46it/s]
 20%|██        | 2/10 [00:00<00:02,  3.46it/s]
 30%|███       | 3/10 [00:00<00:01,  3.53it/s]
 40%|████      | 4/10 [00:01<00:01,  3.51it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.49it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.52it/s]
 70%|███████   | 7/10 [00:01<00:00,  3.53it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.54it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.48it/s]
100%|██████████| 10/10 [00:02<00:00,  3.50it/s][2025-07-13 12:22:43] bird...PCK-Transfer@0.10: 62.75% | PCK-Transfer@0.05: 36.25% | PCK-Transfer@0.15: 75.17%
+
100%|██████████| 10/10 [00:02<00:00,  3.50it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  2.99it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.28it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.44it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.55it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.58it/s]
100%|██████████| 6/6 [00:01<00:00,  3.51it/s][2025-07-13 12:22:44] boat...PCK-Transfer@0.10: 30.56% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 55.56%
+
100%|██████████| 6/6 [00:01<00:00,  3.46it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.56it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.55it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.60it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.63it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.66it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.69it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.61it/s]
100%|██████████| 8/8 [00:02<00:00,  3.60it/s][2025-07-13 12:22:47] bottle...PCK-Transfer@0.10: 40.62% | PCK-Transfer@0.05: 29.69% | PCK-Transfer@0.15: 50.00%
+
100%|██████████| 8/8 [00:02<00:00,  3.61it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:11,  2.73it/s]
  6%|▋         | 2/32 [00:00<00:10,  2.97it/s]
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 12%|█▎        | 4/32 [00:01<00:08,  3.33it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.40it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.55it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.56it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.59it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.48it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.47it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.44it/s]
 41%|████      | 13/32 [00:03<00:05,  3.51it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.46it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.41it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.37it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.39it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.45it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.49it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.48it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.50it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.44it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.47it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.45it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.52it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.51it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.55it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.50it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.46it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.26it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.34it/s]
100%|██████████| 32/32 [00:09<00:00,  3.43it/s][2025-07-13 12:22:56] bus...PCK-Transfer@0.10: 52.86% | PCK-Transfer@0.05: 35.68% | PCK-Transfer@0.15: 66.51%
+
100%|██████████| 32/32 [00:09<00:00,  3.43it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.29it/s]
 11%|█         | 2/19 [00:00<00:05,  3.22it/s]
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 37%|███▋      | 7/19 [00:02<00:03,  3.20it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.31it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.36it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.43it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.48it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.46it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.43it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.34it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.40it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.43it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.37it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.40it/s]
100%|██████████| 19/19 [00:05<00:00,  3.51it/s][2025-07-13 12:23:02] car...PCK-Transfer@0.10: 69.56% | PCK-Transfer@0.05: 54.21% | PCK-Transfer@0.15: 74.71%
+
100%|██████████| 19/19 [00:05<00:00,  3.38it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.46it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.48it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.48it/s]
 41%|████      | 11/27 [00:03<00:04,  3.53it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.58it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.48it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.52it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.54it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.58it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.53it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.53it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.53it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.49it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.53it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.49it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.48it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.51it/s]
100%|██████████| 27/27 [00:07<00:00,  3.41it/s][2025-07-13 12:23:09] cat...PCK-Transfer@0.10: 65.48% | PCK-Transfer@0.05: 44.81% | PCK-Transfer@0.15: 74.43%
+
100%|██████████| 27/27 [00:07<00:00,  3.47it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.68it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.12it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.13it/s]
 31%|███       | 4/13 [00:01<00:02,  3.25it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.39it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.45it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.54it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.61it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.65it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.69it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.72it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.70it/s]
100%|██████████| 13/13 [00:03<00:00,  3.70it/s][2025-07-13 12:23:13] chair...PCK-Transfer@0.10: 35.06% | PCK-Transfer@0.05: 18.82% | PCK-Transfer@0.15: 40.26%
+
100%|██████████| 13/13 [00:03<00:00,  3.52it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.96it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.26it/s]
100%|██████████| 3/3 [00:00<00:00,  3.39it/s][2025-07-13 12:23:14] cow...PCK-Transfer@0.10: 70.83% | PCK-Transfer@0.05: 37.50% | PCK-Transfer@0.15: 85.42%
+
100%|██████████| 3/3 [00:00<00:00,  3.32it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.00it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.38it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.46it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.57it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.56it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.58it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.59it/s]
100%|██████████| 8/8 [00:02<00:00,  3.65it/s][2025-07-13 12:23:16] diningtable...PCK-Transfer@0.10: 35.94% | PCK-Transfer@0.05: 7.81% | PCK-Transfer@0.15: 48.96%
+
100%|██████████| 8/8 [00:02<00:00,  3.55it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
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 12%|█▎        | 3/24 [00:01<00:07,  2.95it/s]
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 25%|██▌       | 6/24 [00:01<00:05,  3.32it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.39it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.30it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.37it/s]
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 58%|█████▊    | 14/24 [00:04<00:02,  3.41it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.35it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.44it/s]
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 75%|███████▌  | 18/24 [00:05<00:01,  3.39it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.46it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.48it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.51it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.55it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.54it/s]
100%|██████████| 24/24 [00:07<00:00,  3.58it/s][2025-07-13 12:23:23] dog...PCK-Transfer@0.10: 54.40% | PCK-Transfer@0.05: 34.04% | PCK-Transfer@0.15: 69.83%
+
100%|██████████| 24/24 [00:07<00:00,  3.37it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.30it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.46it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.61it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.64it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.49it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.51it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.51it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.54it/s]
100%|██████████| 9/9 [00:02<00:00,  3.56it/s][2025-07-13 12:23:26] horse...PCK-Transfer@0.10: 57.22% | PCK-Transfer@0.05: 35.16% | PCK-Transfer@0.15: 61.32%
+
100%|██████████| 9/9 [00:02<00:00,  3.54it/s]
+
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100%|██████████| 7/7 [00:02<00:00,  3.49it/s][2025-07-13 12:23:39] pottedplant...PCK-Transfer@0.10: 36.67% | PCK-Transfer@0.05: 17.14% | PCK-Transfer@0.15: 48.57%
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+
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+[2025-07-13 12:23:53] Weighted Per image PCK0.10: 53.79%, image PCK0.05: 35.95%, image PCK0.01: 65.31%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_5__t_0.6_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_5__t_0.6_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..0959ac024f226b28e7458f19026e50b14c916e01
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_5__t_0.6_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-13 12:25:32] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_5__t_0.6_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.5_layer_5', 't_0.6_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.5_layer_5', 't_0.6_layer_11']
+Number of parameters corr net: 120
+
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100%|██████████| 19/19 [00:05<00:00,  3.40it/s][2025-07-13 12:26:09] car...PCK-Transfer@0.10: 89.96% | PCK-Transfer@0.05: 81.22% | PCK-Transfer@0.15: 93.30%
+
100%|██████████| 19/19 [00:05<00:00,  3.44it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.46it/s][2025-07-13 12:26:17] cat...PCK-Transfer@0.10: 76.97% | PCK-Transfer@0.05: 60.97% | PCK-Transfer@0.15: 84.27%
+
100%|██████████| 27/27 [00:07<00:00,  3.48it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.38it/s][2025-07-13 12:26:21] chair...PCK-Transfer@0.10: 49.38% | PCK-Transfer@0.05: 30.88% | PCK-Transfer@0.15: 61.43%
+
100%|██████████| 13/13 [00:03<00:00,  3.40it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.46it/s][2025-07-13 12:26:22] cow...PCK-Transfer@0.10: 85.42% | PCK-Transfer@0.05: 54.17% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.46it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.46it/s][2025-07-13 12:26:24] diningtable...PCK-Transfer@0.10: 47.92% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 67.71%
+
100%|██████████| 8/8 [00:02<00:00,  3.45it/s]
+
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100%|██████████| 24/24 [00:07<00:00,  3.43it/s][2025-07-13 12:26:31] dog...PCK-Transfer@0.10: 69.00% | PCK-Transfer@0.05: 51.41% | PCK-Transfer@0.15: 82.48%
+
100%|██████████| 24/24 [00:07<00:00,  3.42it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.46it/s][2025-07-13 12:26:34] horse...PCK-Transfer@0.10: 80.77% | PCK-Transfer@0.05: 51.96% | PCK-Transfer@0.15: 85.79%
+
100%|██████████| 9/9 [00:02<00:00,  3.42it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.40it/s][2025-07-13 12:26:42] motorbike...PCK-Transfer@0.10: 79.33% | PCK-Transfer@0.05: 55.44% | PCK-Transfer@0.15: 88.31%
+
100%|██████████| 27/27 [00:07<00:00,  3.42it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.46it/s][2025-07-13 12:26:45] person...PCK-Transfer@0.10: 53.25% | PCK-Transfer@0.05: 37.33% | PCK-Transfer@0.15: 68.28%
+
100%|██████████| 12/12 [00:03<00:00,  3.46it/s]
+
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100%|██████████| 7/7 [00:01<00:00,  3.55it/s][2025-07-13 12:26:47] pottedplant...PCK-Transfer@0.10: 44.76% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 63.81%
+
100%|██████████| 7/7 [00:01<00:00,  3.56it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.54it/s][2025-07-13 12:26:47] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.53it/s]
+
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 62%|██████▏   | 8/13 [00:02<00:01,  3.43it/s]
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100%|██████████| 13/13 [00:03<00:00,  3.38it/s][2025-07-13 12:26:51] sofa...PCK-Transfer@0.10: 53.71% | PCK-Transfer@0.05: 35.00% | PCK-Transfer@0.15: 66.24%
+
100%|██████████| 13/13 [00:03<00:00,  3.42it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.55it/s][2025-07-13 12:26:57] train...PCK-Transfer@0.10: 69.75% | PCK-Transfer@0.05: 49.50% | PCK-Transfer@0.15: 81.75%
+
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+
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100%|██████████| 15/15 [00:04<00:00,  3.49it/s][2025-07-13 12:27:01] tvmonitor...PCK-Transfer@0.10: 37.78% | PCK-Transfer@0.05: 24.44% | PCK-Transfer@0.15: 55.56%
+
100%|██████████| 15/15 [00:04<00:00,  3.51it/s]
+[2025-07-13 12:27:01] Weighted Per image PCK0.10: 70.06%, image PCK0.05: 52.87%, image PCK0.01: 80.27%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_5__t_0.7_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_5__t_0.7_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..5ea07c2869efd368a34c352ebd5a2ad74e6f7f8a
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_5__t_0.7_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-13 12:34:53] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_5__t_0.7_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.5_layer_5', 't_0.7_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.5_layer_5', 't_0.7_layer_15']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:02<00:00,  3.43it/s][2025-07-13 12:36:10] pottedplant...PCK-Transfer@0.10: 41.43% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 61.43%
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+
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100%|██████████| 15/15 [00:04<00:00,  3.46it/s][2025-07-13 12:36:24] tvmonitor...PCK-Transfer@0.10: 31.11% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 49.44%
+
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+[2025-07-13 12:36:24] Weighted Per image PCK0.10: 64.91%, image PCK0.05: 46.50%, image PCK0.01: 76.55%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_5__t_0.7_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_5__t_0.7_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..d1954b41852e1d811269be46de2f60c2ab4102ae
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_5__t_0.7_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-13 12:30:12] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_5__t_0.7_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.5_layer_5', 't_0.7_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.5_layer_5', 't_0.7_layer_5']
+Number of parameters corr net: 120
+
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 56%|█████▋    | 18/32 [00:05<00:04,  3.46it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.46it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.48it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.51it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.46it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.43it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.50it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.55it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.51it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.53it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.46it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.44it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.45it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.51it/s]
100%|██████████| 32/32 [00:09<00:00,  3.53it/s][2025-07-13 12:30:44] bus...PCK-Transfer@0.10: 66.51% | PCK-Transfer@0.05: 50.63% | PCK-Transfer@0.15: 77.71%
+
100%|██████████| 32/32 [00:09<00:00,  3.47it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.49it/s]
 11%|█         | 2/19 [00:00<00:04,  3.47it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.49it/s]
 21%|██        | 4/19 [00:01<00:04,  3.50it/s]
 26%|██▋       | 5/19 [00:01<00:03,  3.50it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.43it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.40it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.45it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.44it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.49it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.50it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.46it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.49it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.52it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.49it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.50it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.48it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.50it/s]
100%|██████████| 19/19 [00:05<00:00,  3.55it/s][2025-07-13 12:30:49] car...PCK-Transfer@0.10: 85.31% | PCK-Transfer@0.05: 68.68% | PCK-Transfer@0.15: 87.76%
+
100%|██████████| 19/19 [00:05<00:00,  3.49it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.51it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.41it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.30it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.32it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.35it/s]
 41%|████      | 11/27 [00:03<00:04,  3.38it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.39it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.34it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.34it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.33it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.36it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.44it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.48it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.46it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.46it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.41it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.39it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.37it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.38it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.38it/s]
100%|██████████| 27/27 [00:07<00:00,  3.38it/s][2025-07-13 12:30:57] cat...PCK-Transfer@0.10: 71.98% | PCK-Transfer@0.05: 53.70% | PCK-Transfer@0.15: 77.35%
+
100%|██████████| 27/27 [00:07<00:00,  3.38it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.33it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.46it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.46it/s]
 31%|███       | 4/13 [00:01<00:02,  3.42it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.42it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.38it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.33it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.38it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.42it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.46it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.47it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.44it/s]
100%|██████████| 13/13 [00:03<00:00,  3.45it/s][2025-07-13 12:31:01] chair...PCK-Transfer@0.10: 45.09% | PCK-Transfer@0.05: 25.77% | PCK-Transfer@0.15: 57.12%
+
100%|██████████| 13/13 [00:03<00:00,  3.42it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.45it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.43it/s]
100%|██████████| 3/3 [00:00<00:00,  3.41it/s][2025-07-13 12:31:02] cow...PCK-Transfer@0.10: 70.83% | PCK-Transfer@0.05: 35.42% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 3/3 [00:00<00:00,  3.41it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.25it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.35it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.30it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.40it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.38it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.37it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.39it/s]
100%|██████████| 8/8 [00:02<00:00,  3.41it/s][2025-07-13 12:31:04] diningtable...PCK-Transfer@0.10: 49.48% | PCK-Transfer@0.05: 28.65% | PCK-Transfer@0.15: 64.06%
+
100%|██████████| 8/8 [00:02<00:00,  3.38it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.21it/s]
  8%|▊         | 2/24 [00:00<00:07,  3.08it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.19it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.16it/s]
 21%|██        | 5/24 [00:01<00:05,  3.24it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.30it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.33it/s]
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 38%|███▊      | 9/24 [00:02<00:04,  3.37it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.43it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.43it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.42it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.39it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.39it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.39it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.41it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.44it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.43it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.41it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.39it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.40it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.41it/s]
100%|██████████| 24/24 [00:07<00:00,  3.42it/s][2025-07-13 12:31:11] dog...PCK-Transfer@0.10: 66.87% | PCK-Transfer@0.05: 48.28% | PCK-Transfer@0.15: 80.21%
+
100%|██████████| 24/24 [00:07<00:00,  3.37it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.35it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.38it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.47it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.54it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.41it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.38it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.36it/s]
100%|██████████| 9/9 [00:02<00:00,  3.40it/s][2025-07-13 12:31:14] horse...PCK-Transfer@0.10: 70.58% | PCK-Transfer@0.05: 39.81% | PCK-Transfer@0.15: 85.79%
+
100%|██████████| 9/9 [00:02<00:00,  3.41it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.33it/s]
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 37%|███▋      | 10/27 [00:02<00:05,  3.38it/s]
 41%|████      | 11/27 [00:03<00:04,  3.35it/s]
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 48%|████▊     | 13/27 [00:03<00:04,  3.38it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.38it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.40it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.39it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.39it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.42it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.45it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.43it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.44it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.49it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.48it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.50it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.52it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.48it/s]
100%|██████████| 27/27 [00:07<00:00,  3.47it/s][2025-07-13 12:31:22] motorbike...PCK-Transfer@0.10: 74.06% | PCK-Transfer@0.05: 43.08% | PCK-Transfer@0.15: 86.42%
+
100%|██████████| 27/27 [00:07<00:00,  3.42it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.40it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.52it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.55it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.56it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.46it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.47it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.45it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.46it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.43it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.42it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.40it/s]
100%|██████████| 12/12 [00:03<00:00,  3.44it/s][2025-07-13 12:31:25] person...PCK-Transfer@0.10: 47.59% | PCK-Transfer@0.05: 27.75% | PCK-Transfer@0.15: 64.19%
+
100%|██████████| 12/12 [00:03<00:00,  3.46it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.25it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.27it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.33it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.33it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.32it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.40it/s]
100%|██████████| 7/7 [00:02<00:00,  3.45it/s][2025-07-13 12:31:28] pottedplant...PCK-Transfer@0.10: 36.67% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 56.19%
+
100%|██████████| 7/7 [00:02<00:00,  3.38it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.42it/s][2025-07-13 12:31:28] sheep...PCK-Transfer@0.10: 20.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.42it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.54it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.56it/s]
 31%|███       | 4/13 [00:01<00:02,  3.58it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.53it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.53it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.50it/s]
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 77%|███████▋  | 10/13 [00:02<00:00,  3.54it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.50it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.56it/s]
100%|██████████| 13/13 [00:03<00:00,  3.57it/s][2025-07-13 12:31:31] sofa...PCK-Transfer@0.10: 48.71% | PCK-Transfer@0.05: 27.64% | PCK-Transfer@0.15: 61.24%
+
100%|██████████| 13/13 [00:03<00:00,  3.54it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 10%|█         | 2/20 [00:00<00:05,  3.42it/s]
 15%|█▌        | 3/20 [00:00<00:04,  3.48it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.50it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.47it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.50it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.49it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.51it/s]
 65%|██████▌   | 13/20 [00:03<00:02,  3.48it/s]
 70%|███████   | 14/20 [00:04<00:01,  3.47it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.49it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.47it/s]
 85%|████████▌ | 17/20 [00:04<00:00,  3.53it/s]
 90%|█████████ | 18/20 [00:05<00:00,  3.50it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.53it/s]
100%|██████████| 20/20 [00:05<00:00,  3.49it/s][2025-07-13 12:31:37] train...PCK-Transfer@0.10: 67.00% | PCK-Transfer@0.05: 43.50% | PCK-Transfer@0.15: 81.00%
+
100%|██████████| 20/20 [00:05<00:00,  3.49it/s]
+
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 60%|██████    | 9/15 [00:02<00:01,  3.55it/s]
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+[2025-07-13 12:31:42] Weighted Per image PCK0.10: 64.26%, image PCK0.05: 44.17%, image PCK0.01: 75.92%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_9__t_0.7_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_9__t_0.7_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..a8407c76c9d19c546e17a4fc4dfc4198c0768dfd
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_9__t_0.7_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-13 12:59:41] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.5_layer_9__t_0.7_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.5_layer_9', 't_0.7_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.5_layer_9', 't_0.7_layer_11']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:01<00:00,  3.52it/s][2025-07-13 13:00:58] pottedplant...PCK-Transfer@0.10: 56.67% | PCK-Transfer@0.05: 31.90% | PCK-Transfer@0.15: 68.57%
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+
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100%|██████████| 15/15 [00:04<00:00,  3.47it/s][2025-07-13 13:01:12] tvmonitor...PCK-Transfer@0.10: 42.22% | PCK-Transfer@0.05: 27.78% | PCK-Transfer@0.15: 58.33%
+
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+[2025-07-13 13:01:12] Weighted Per image PCK0.10: 75.92%, image PCK0.05: 58.71%, image PCK0.01: 83.82%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_10__t_0.6_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_10__t_0.6_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..0e18826f99d3b0bd448e0fcff7005c27ef887c5e
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_10__t_0.6_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-13 16:37:16] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_10__t_0.6_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.6_layer_10', 't_0.6_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.6_layer_10', 't_0.6_layer_15']
+Number of parameters corr net: 120
+
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100%|██████████| 6/6 [00:01<00:00,  3.39it/s][2025-07-13 16:37:36] boat...PCK-Transfer@0.10: 58.33% | PCK-Transfer@0.05: 43.06% | PCK-Transfer@0.15: 77.78%
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100%|██████████| 8/8 [00:02<00:00,  3.45it/s][2025-07-13 16:37:39] bottle...PCK-Transfer@0.10: 65.62% | PCK-Transfer@0.05: 53.12% | PCK-Transfer@0.15: 75.00%
+
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+
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 47%|████▋     | 15/32 [00:04<00:04,  3.40it/s]
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 62%|██████▎   | 20/32 [00:05<00:03,  3.45it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.43it/s]
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 72%|███████▏  | 23/32 [00:06<00:02,  3.46it/s]
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 78%|███████▊  | 25/32 [00:07<00:02,  3.39it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.43it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.41it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.45it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.45it/s]
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100%|██████████| 32/32 [00:09<00:00,  3.35it/s][2025-07-13 16:37:48] bus...PCK-Transfer@0.10: 78.39% | PCK-Transfer@0.05: 68.75% | PCK-Transfer@0.15: 84.22%
+
100%|██████████| 32/32 [00:09<00:00,  3.42it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.32it/s]
 11%|█         | 2/19 [00:00<00:05,  3.39it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.47it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.51it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.47it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.45it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.37it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.37it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.39it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.36it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.36it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.39it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.42it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.48it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.45it/s]
100%|██████████| 19/19 [00:05<00:00,  3.41it/s][2025-07-13 16:37:54] car...PCK-Transfer@0.10: 92.94% | PCK-Transfer@0.05: 85.82% | PCK-Transfer@0.15: 94.17%
+
100%|██████████| 19/19 [00:05<00:00,  3.41it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.42it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.27it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.41it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.36it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.34it/s]
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 63%|██████▎   | 17/27 [00:05<00:02,  3.36it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.33it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.35it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.40it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.39it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.44it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.43it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.43it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.42it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.41it/s]
100%|██████████| 27/27 [00:07<00:00,  3.39it/s][2025-07-13 16:38:02] cat...PCK-Transfer@0.10: 80.71% | PCK-Transfer@0.05: 64.70% | PCK-Transfer@0.15: 88.02%
+
100%|██████████| 27/27 [00:07<00:00,  3.38it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.25it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.26it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.29it/s]
 31%|███       | 4/13 [00:01<00:02,  3.34it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.38it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.40it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.40it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.38it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.34it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.33it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.33it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.37it/s]
100%|██████████| 13/13 [00:03<00:00,  3.34it/s][2025-07-13 16:38:06] chair...PCK-Transfer@0.10: 48.68% | PCK-Transfer@0.05: 31.99% | PCK-Transfer@0.15: 58.48%
+
100%|██████████| 13/13 [00:03<00:00,  3.35it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.37it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.37it/s]
100%|██████████| 3/3 [00:00<00:00,  3.38it/s][2025-07-13 16:38:07] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.38it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.37it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.32it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.35it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.33it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.36it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.38it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.38it/s]
100%|██████████| 8/8 [00:02<00:00,  3.35it/s][2025-07-13 16:38:09] diningtable...PCK-Transfer@0.10: 51.04% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 66.67%
+
100%|██████████| 8/8 [00:02<00:00,  3.35it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.34it/s]
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 12%|█▎        | 3/24 [00:00<00:06,  3.39it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.34it/s]
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 29%|██▉       | 7/24 [00:02<00:05,  3.39it/s]
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 42%|████▏     | 10/24 [00:02<00:04,  3.37it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.37it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.39it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.41it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.46it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.47it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.47it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.50it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.47it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.45it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.45it/s]
100%|██████████| 24/24 [00:07<00:00,  3.45it/s][2025-07-13 16:38:16] dog...PCK-Transfer@0.10: 77.19% | PCK-Transfer@0.05: 59.60% | PCK-Transfer@0.15: 87.38%
+
100%|██████████| 24/24 [00:07<00:00,  3.42it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
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 22%|██▏       | 2/9 [00:00<00:02,  3.44it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.49it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.55it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.55it/s]
100%|██████████| 9/9 [00:02<00:00,  3.51it/s][2025-07-13 16:38:19] horse...PCK-Transfer@0.10: 81.43% | PCK-Transfer@0.05: 62.94% | PCK-Transfer@0.15: 88.68%
+
100%|██████████| 9/9 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.51it/s]
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 63%|██████▎   | 17/27 [00:04<00:02,  3.51it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.51it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.47it/s]
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 81%|████████▏ | 22/27 [00:06<00:01,  3.45it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.47it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.48it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.45it/s][2025-07-13 16:38:26] motorbike...PCK-Transfer@0.10: 82.01% | PCK-Transfer@0.05: 57.72% | PCK-Transfer@0.15: 88.60%
+
100%|██████████| 27/27 [00:07<00:00,  3.49it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
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 25%|██▌       | 3/12 [00:00<00:02,  3.38it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.46it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.48it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.53it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.52it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.54it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.52it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.54it/s]
100%|██████████| 12/12 [00:03<00:00,  3.48it/s][2025-07-13 16:38:30] person...PCK-Transfer@0.10: 60.54% | PCK-Transfer@0.05: 41.11% | PCK-Transfer@0.15: 74.44%
+
100%|██████████| 12/12 [00:03<00:00,  3.48it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.51it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.54it/s]
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 71%|███████▏  | 5/7 [00:01<00:00,  3.63it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.55it/s]
100%|██████████| 7/7 [00:01<00:00,  3.50it/s][2025-07-13 16:38:32] pottedplant...PCK-Transfer@0.10: 48.57% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 60.48%
+
100%|██████████| 7/7 [00:01<00:00,  3.53it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.55it/s][2025-07-13 16:38:32] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.54it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.53it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.49it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.51it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.48it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.53it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.46it/s]
100%|██████████| 13/13 [00:03<00:00,  3.43it/s][2025-07-13 16:38:36] sofa...PCK-Transfer@0.10: 54.98% | PCK-Transfer@0.05: 36.24% | PCK-Transfer@0.15: 69.87%
+
100%|██████████| 13/13 [00:03<00:00,  3.48it/s]
+
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+[2025-07-13 16:38:46] Weighted Per image PCK0.10: 73.35%, image PCK0.05: 56.94%, image PCK0.01: 81.94%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_10__t_0.7_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_10__t_0.7_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..b08cb512000ba99bf6d9d2aa686bb1cd3d8b7a38
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_10__t_0.7_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 16:43:34] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_10__t_0.7_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.6_layer_10', 't_0.7_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.6_layer_10', 't_0.7_layer_13']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.71it/s][2025-07-13 16:45:02] tvmonitor...PCK-Transfer@0.10: 42.78% | PCK-Transfer@0.05: 31.11% | PCK-Transfer@0.15: 57.22%
+
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+[2025-07-13 16:45:02] Weighted Per image PCK0.10: 73.00%, image PCK0.05: 55.95%, image PCK0.01: 81.64%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_10__t_0.7_layer_9.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_10__t_0.7_layer_9.log
new file mode 100644
index 0000000000000000000000000000000000000000..38efae446ae79dcf9cc8e000a560e0bee7fa752f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_10__t_0.7_layer_9.log
@@ -0,0 +1,44 @@
+[2025-07-13 16:40:23] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_10__t_0.7_layer_9', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.6_layer_10', 't_0.7_layer_9'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.6_layer_10', 't_0.7_layer_9']
+Number of parameters corr net: 120
+
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 50%|█████     | 3/6 [00:00<00:00,  3.40it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.37it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.40it/s]
100%|██████████| 6/6 [00:01<00:00,  3.48it/s][2025-07-13 16:40:44] boat...PCK-Transfer@0.10: 62.50% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 83.33%
+
100%|██████████| 6/6 [00:01<00:00,  3.44it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.41it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.60it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.52it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.48it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.47it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.45it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.51it/s]
100%|██████████| 8/8 [00:02<00:00,  3.48it/s][2025-07-13 16:40:46] bottle...PCK-Transfer@0.10: 75.00% | PCK-Transfer@0.05: 54.69% | PCK-Transfer@0.15: 81.25%
+
100%|██████████| 8/8 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.64it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.53it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.48it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.46it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.47it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.38it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.41it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.37it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.37it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.45it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.48it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.47it/s]
 41%|████      | 13/32 [00:03<00:05,  3.44it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.42it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.44it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.45it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.51it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.51it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.46it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.44it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.43it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.48it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.50it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.48it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.44it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.48it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.46it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.50it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.53it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.53it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.47it/s]
100%|██████████| 32/32 [00:09<00:00,  3.45it/s][2025-07-13 16:40:55] bus...PCK-Transfer@0.10: 79.43% | PCK-Transfer@0.05: 68.23% | PCK-Transfer@0.15: 85.52%
+
100%|██████████| 32/32 [00:09<00:00,  3.46it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.38it/s]
 11%|█         | 2/19 [00:00<00:04,  3.47it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.47it/s]
 21%|██        | 4/19 [00:01<00:04,  3.41it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.37it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.47it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.54it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.48it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.48it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.40it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.40it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.44it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.36it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.32it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.38it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.41it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.44it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.42it/s]
100%|██████████| 19/19 [00:05<00:00,  3.40it/s][2025-07-13 16:41:01] car...PCK-Transfer@0.10: 93.69% | PCK-Transfer@0.05: 84.27% | PCK-Transfer@0.15: 95.98%
+
100%|██████████| 19/19 [00:05<00:00,  3.42it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.30it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.41it/s]
 11%|█         | 3/27 [00:00<00:06,  3.47it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.42it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.34it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.38it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.36it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.37it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.43it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.42it/s]
 41%|████      | 11/27 [00:03<00:04,  3.41it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.33it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.40it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.41it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.48it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.53it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.44it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.42it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.42it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.47it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.47it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.52it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.50it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.50it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.43it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.42it/s]
100%|██████████| 27/27 [00:07<00:00,  3.43it/s][2025-07-13 16:41:09] cat...PCK-Transfer@0.10: 81.42% | PCK-Transfer@0.05: 66.43% | PCK-Transfer@0.15: 87.73%
+
100%|██████████| 27/27 [00:07<00:00,  3.43it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.40it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.36it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.36it/s]
 31%|███       | 4/13 [00:01<00:02,  3.39it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.41it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.44it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.43it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.39it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.37it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.35it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.35it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.37it/s]
100%|██████████| 13/13 [00:03<00:00,  3.37it/s][2025-07-13 16:41:13] chair...PCK-Transfer@0.10: 55.21% | PCK-Transfer@0.05: 37.99% | PCK-Transfer@0.15: 65.02%
+
100%|██████████| 13/13 [00:03<00:00,  3.38it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.38it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.41it/s]
100%|██████████| 3/3 [00:00<00:00,  3.42it/s][2025-07-13 16:41:14] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.41it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.38it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.36it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.40it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.37it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.40it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.42it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.44it/s]
100%|██████████| 8/8 [00:02<00:00,  3.42it/s][2025-07-13 16:41:16] diningtable...PCK-Transfer@0.10: 51.04% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 64.58%
+
100%|██████████| 8/8 [00:02<00:00,  3.41it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.31it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.38it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.43it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.38it/s]
 21%|██        | 5/24 [00:01<00:05,  3.41it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.41it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.42it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.43it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.42it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.38it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.39it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.38it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.40it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.34it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.34it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.36it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.36it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.37it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.38it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.43it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.42it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.42it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.41it/s]
100%|██████████| 24/24 [00:07<00:00,  3.40it/s][2025-07-13 16:41:23] dog...PCK-Transfer@0.10: 77.47% | PCK-Transfer@0.05: 59.75% | PCK-Transfer@0.15: 86.64%
+
100%|██████████| 24/24 [00:07<00:00,  3.39it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.42it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.42it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.23it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.20it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.27it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.33it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.44it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.46it/s]
100%|██████████| 9/9 [00:02<00:00,  3.44it/s][2025-07-13 16:41:26] horse...PCK-Transfer@0.10: 84.07% | PCK-Transfer@0.05: 63.62% | PCK-Transfer@0.15: 87.51%
+
100%|██████████| 9/9 [00:02<00:00,  3.38it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.35it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.40it/s]
 11%|█         | 3/27 [00:00<00:06,  3.44it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.46it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.44it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.52it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.43it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.42it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.45it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.45it/s]
 41%|████      | 11/27 [00:03<00:04,  3.45it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.42it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.39it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.40it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.42it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.44it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.45it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.46it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.44it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.47it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.46it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.42it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.43it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.43it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.39it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.40it/s]
100%|██████████| 27/27 [00:07<00:00,  3.41it/s][2025-07-13 16:41:34] motorbike...PCK-Transfer@0.10: 84.93% | PCK-Transfer@0.05: 59.61% | PCK-Transfer@0.15: 91.23%
+
100%|██████████| 27/27 [00:07<00:00,  3.43it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.46it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.37it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.35it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.33it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.43it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.44it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.48it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.46it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.48it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.46it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.48it/s]
100%|██████████| 12/12 [00:03<00:00,  3.44it/s][2025-07-13 16:41:37] person...PCK-Transfer@0.10: 62.55% | PCK-Transfer@0.05: 44.20% | PCK-Transfer@0.15: 73.43%
+
100%|██████████| 12/12 [00:03<00:00,  3.44it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.57it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.57it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.52it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.55it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.59it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.52it/s]
100%|██████████| 7/7 [00:01<00:00,  3.52it/s][2025-07-13 16:41:39] pottedplant...PCK-Transfer@0.10: 53.81% | PCK-Transfer@0.05: 32.38% | PCK-Transfer@0.15: 68.57%
+
100%|██████████| 7/7 [00:01<00:00,  3.53it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.48it/s][2025-07-13 16:41:39] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.48it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.46it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.44it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.43it/s]
 31%|███       | 4/13 [00:01<00:02,  3.41it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.43it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.42it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.41it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.43it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.46it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.42it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.46it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.41it/s]
100%|██████████| 13/13 [00:03<00:00,  3.40it/s][2025-07-13 16:41:43] sofa...PCK-Transfer@0.10: 57.94% | PCK-Transfer@0.05: 40.33% | PCK-Transfer@0.15: 68.25%
+
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+[2025-07-13 16:41:53] Weighted Per image PCK0.10: 75.07%, image PCK0.05: 57.91%, image PCK0.01: 83.06%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..d88b1651846d34fd8a1bfa382855faac43a5d2dc
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-11 21:41:03] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.6_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.6_layer_11']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.31it/s][2025-07-11 21:42:39] tvmonitor...PCK-Transfer@0.10: 58.33% | PCK-Transfer@0.05: 45.56% | PCK-Transfer@0.15: 66.67%
+
100%|██████████| 15/15 [00:04<00:00,  3.26it/s]
+[2025-07-11 21:42:39] Weighted Per image PCK0.10: 84.94%, image PCK0.05: 70.84%, image PCK0.01: 89.55%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_11__t_0.6_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_11__t_0.6_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..e6782bd47f115711c275d73cda8daabc5736c062
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_11__t_0.6_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-13 16:55:54] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_11__t_0.6_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.6_layer_11', 't_0.6_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.6_layer_11', 't_0.6_layer_15']
+Number of parameters corr net: 120
+
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+
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+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.41it/s]
 20%|██        | 2/10 [00:00<00:02,  3.33it/s]
 30%|███       | 3/10 [00:00<00:02,  3.48it/s]
 40%|████      | 4/10 [00:01<00:01,  3.44it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.42it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.50it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.48it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.50it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.47it/s]
100%|██████████| 10/10 [00:02<00:00,  3.49it/s][2025-07-13 16:56:13] bird...PCK-Transfer@0.10: 77.03% | PCK-Transfer@0.05: 52.89% | PCK-Transfer@0.15: 88.19%
+
100%|██████████| 10/10 [00:02<00:00,  3.47it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.21it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.26it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.34it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.41it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.45it/s]
100%|██████████| 6/6 [00:01<00:00,  3.37it/s][2025-07-13 16:56:15] boat...PCK-Transfer@0.10: 61.11% | PCK-Transfer@0.05: 37.50% | PCK-Transfer@0.15: 73.61%
+
100%|██████████| 6/6 [00:01<00:00,  3.36it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.45it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.37it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.36it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.37it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.39it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.40it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.37it/s]
100%|██████████| 8/8 [00:02<00:00,  3.41it/s][2025-07-13 16:56:17] bottle...PCK-Transfer@0.10: 67.19% | PCK-Transfer@0.05: 57.81% | PCK-Transfer@0.15: 76.56%
+
100%|██████████| 8/8 [00:02<00:00,  3.39it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.19it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.30it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.29it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.33it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.31it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.31it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.39it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.39it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.33it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.32it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.33it/s]
 41%|████      | 13/32 [00:03<00:05,  3.35it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.39it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.39it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.37it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.35it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.36it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.35it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.37it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.38it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.34it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.38it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.45it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.49it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.39it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.40it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.37it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.35it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.28it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.33it/s]
100%|██████████| 32/32 [00:09<00:00,  3.21it/s][2025-07-13 16:56:27] bus...PCK-Transfer@0.10: 79.43% | PCK-Transfer@0.05: 69.01% | PCK-Transfer@0.15: 87.08%
+
100%|██████████| 32/32 [00:09<00:00,  3.34it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.44it/s]
 11%|█         | 2/19 [00:00<00:04,  3.43it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.42it/s]
 21%|██        | 4/19 [00:01<00:04,  3.43it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.44it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.30it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.28it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.35it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.37it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.43it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.43it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.41it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.41it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.42it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.40it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.40it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.40it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.42it/s]
100%|██████████| 19/19 [00:05<00:00,  3.49it/s][2025-07-13 16:56:32] car...PCK-Transfer@0.10: 91.71% | PCK-Transfer@0.05: 84.14% | PCK-Transfer@0.15: 93.47%
+
100%|██████████| 19/19 [00:05<00:00,  3.41it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.50it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.35it/s]
 11%|█         | 3/27 [00:00<00:07,  3.22it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.34it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.36it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.35it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.39it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.39it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.38it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.40it/s]
 41%|████      | 11/27 [00:03<00:04,  3.42it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.45it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.40it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.41it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.37it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.37it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.40it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.44it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.44it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.40it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.40it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.38it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.39it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.38it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.39it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.38it/s]
100%|██████████| 27/27 [00:07<00:00,  3.37it/s][2025-07-13 16:56:40] cat...PCK-Transfer@0.10: 84.44% | PCK-Transfer@0.05: 68.38% | PCK-Transfer@0.15: 90.15%
+
100%|██████████| 27/27 [00:07<00:00,  3.39it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.35it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.50it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.51it/s]
 31%|███       | 4/13 [00:01<00:02,  3.46it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.46it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.43it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.44it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.50it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.54it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.56it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.56it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.52it/s]
100%|██████████| 13/13 [00:03<00:00,  3.52it/s][2025-07-13 16:56:44] chair...PCK-Transfer@0.10: 48.27% | PCK-Transfer@0.05: 34.38% | PCK-Transfer@0.15: 56.54%
+
100%|██████████| 13/13 [00:03<00:00,  3.50it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.62it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.58it/s]
100%|██████████| 3/3 [00:00<00:00,  3.56it/s][2025-07-13 16:56:45] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.57it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.51it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.51it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.50it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.54it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.51it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.48it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.48it/s]
100%|██████████| 8/8 [00:02<00:00,  3.51it/s][2025-07-13 16:56:47] diningtable...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 39.58% | PCK-Transfer@0.15: 68.75%
+
100%|██████████| 8/8 [00:02<00:00,  3.50it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.42it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.47it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.45it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.52it/s]
 21%|██        | 5/24 [00:01<00:05,  3.50it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.49it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.49it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.47it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.48it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.52it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.52it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.52it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.51it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.49it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.48it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.50it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.51it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.49it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.50it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.46it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.47it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.48it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.48it/s]
100%|██████████| 24/24 [00:06<00:00,  3.49it/s][2025-07-13 16:56:54] dog...PCK-Transfer@0.10: 79.14% | PCK-Transfer@0.05: 60.02% | PCK-Transfer@0.15: 86.96%
+
100%|██████████| 24/24 [00:06<00:00,  3.49it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.50it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.50it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.53it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.55it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.49it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.48it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.46it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.46it/s]
100%|██████████| 9/9 [00:02<00:00,  3.49it/s][2025-07-13 16:56:57] horse...PCK-Transfer@0.10: 83.65% | PCK-Transfer@0.05: 57.51% | PCK-Transfer@0.15: 90.26%
+
100%|██████████| 9/9 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.62it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.52it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.41it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.39it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.44it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.43it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.41it/s]
 41%|████      | 11/27 [00:03<00:04,  3.36it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.40it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.44it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.46it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.49it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.47it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.47it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.41it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.41it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.44it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.52it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.53it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.56it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.60it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.51it/s]
100%|██████████| 27/27 [00:07<00:00,  3.51it/s][2025-07-13 16:57:04] motorbike...PCK-Transfer@0.10: 81.97% | PCK-Transfer@0.05: 60.57% | PCK-Transfer@0.15: 89.84%
+
100%|██████████| 27/27 [00:07<00:00,  3.47it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.26it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.44it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.52it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.60it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.52it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.54it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.50it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.51it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.49it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.48it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.47it/s]
100%|██████████| 12/12 [00:03<00:00,  3.51it/s][2025-07-13 16:57:08] person...PCK-Transfer@0.10: 62.20% | PCK-Transfer@0.05: 41.79% | PCK-Transfer@0.15: 74.58%
+
100%|██████████| 12/12 [00:03<00:00,  3.50it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.37it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.36it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.41it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.42it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.40it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.44it/s]
100%|██████████| 7/7 [00:02<00:00,  3.46it/s][2025-07-13 16:57:10] pottedplant...PCK-Transfer@0.10: 48.57% | PCK-Transfer@0.05: 29.05% | PCK-Transfer@0.15: 65.71%
+
100%|██████████| 7/7 [00:02<00:00,  3.43it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.42it/s][2025-07-13 16:57:10] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.40it/s]
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+[2025-07-13 16:57:24] Weighted Per image PCK0.10: 73.94%, image PCK0.05: 57.78%, image PCK0.01: 82.58%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_11__t_0.6_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_11__t_0.6_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..6ed50491ff11efd2cfa55ec83e16aa73bc64b685
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_11__t_0.6_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-13 16:57:29] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_11__t_0.6_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.6_layer_11', 't_0.6_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.6_layer_11', 't_0.6_layer_20']
+Number of parameters corr net: 120
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+
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+[2025-07-13 16:58:59] Weighted Per image PCK0.10: 68.67%, image PCK0.05: 51.53%, image PCK0.01: 78.00%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_12__t_0.8_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_12__t_0.8_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..be44a2e0fdf153d872ec2cea03f2ff4389fc4697
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_12__t_0.8_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 17:22:34] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_12__t_0.8_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.6_layer_12', 't_0.8_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.6_layer_12', 't_0.8_layer_5']
+Number of parameters corr net: 120
+
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 67%|██████▋   | 20/30 [00:05<00:02,  3.51it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.54it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.56it/s]
 77%|███████▋  | 23/30 [00:06<00:01,  3.52it/s]
 80%|████████  | 24/30 [00:06<00:01,  3.54it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.53it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.52it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.50it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.48it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.46it/s]
100%|██████████| 30/30 [00:08<00:00,  3.50it/s][2025-07-13 17:22:50] bicycle...PCK-Transfer@0.10: 81.82% | PCK-Transfer@0.05: 70.00% | PCK-Transfer@0.15: 85.45%
+
100%|██████████| 30/30 [00:08<00:00,  3.47it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.50it/s]
 20%|██        | 2/10 [00:00<00:02,  3.52it/s]
 30%|███       | 3/10 [00:00<00:02,  3.47it/s]
 40%|████      | 4/10 [00:01<00:01,  3.48it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.50it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.46it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.48it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.44it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.47it/s]
100%|██████████| 10/10 [00:02<00:00,  3.43it/s][2025-07-13 17:22:53] bird...PCK-Transfer@0.10: 77.78% | PCK-Transfer@0.05: 50.67% | PCK-Transfer@0.15: 85.83%
+
100%|██████████| 10/10 [00:02<00:00,  3.46it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.62it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.67it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.59it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.52it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.50it/s]
100%|██████████| 6/6 [00:01<00:00,  3.57it/s][2025-07-13 17:22:54] boat...PCK-Transfer@0.10: 58.33% | PCK-Transfer@0.05: 37.50% | PCK-Transfer@0.15: 76.39%
+
100%|██████████| 6/6 [00:01<00:00,  3.56it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.42it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.61it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.58it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.20it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.31it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.38it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.52it/s]
100%|██████████| 8/8 [00:02<00:00,  3.54it/s][2025-07-13 17:22:57] bottle...PCK-Transfer@0.10: 62.50% | PCK-Transfer@0.05: 51.56% | PCK-Transfer@0.15: 76.56%
+
100%|██████████| 8/8 [00:02<00:00,  3.46it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.77it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.64it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.57it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.51it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.46it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.44it/s]
 22%|██▏       | 7/32 [00:01<00:07,  3.50it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.48it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.52it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.63it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.68it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.69it/s]
 41%|████      | 13/32 [00:03<00:05,  3.65it/s]
 44%|████▍     | 14/32 [00:03<00:04,  3.63it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.67it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.67it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.74it/s]
 56%|█████▋    | 18/32 [00:04<00:03,  3.73it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.69it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.58it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.56it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.63it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.65it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.62it/s]
 78%|███████▊  | 25/32 [00:06<00:01,  3.55it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.58it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.53it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.58it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.52it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.53it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.44it/s]
100%|██████████| 32/32 [00:08<00:00,  3.49it/s][2025-07-13 17:23:06] bus...PCK-Transfer@0.10: 80.73% | PCK-Transfer@0.05: 68.75% | PCK-Transfer@0.15: 84.74%
+
100%|██████████| 32/32 [00:08<00:00,  3.58it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.88it/s]
 11%|█         | 2/19 [00:00<00:05,  3.25it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.36it/s]
 21%|██        | 4/19 [00:01<00:04,  3.42it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.48it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.60it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.68it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.61it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.62it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.55it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.57it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.59it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.59it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.31it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.42it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.53it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.57it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.56it/s]
100%|██████████| 19/19 [00:05<00:00,  3.51it/s][2025-07-13 17:23:11] car...PCK-Transfer@0.10: 91.77% | PCK-Transfer@0.05: 85.72% | PCK-Transfer@0.15: 93.53%
+
100%|██████████| 19/19 [00:05<00:00,  3.51it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:09,  2.84it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.27it/s]
 11%|█         | 3/27 [00:00<00:06,  3.45it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.48it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.55it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.60it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.58it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.60it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.62it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.62it/s]
 41%|████      | 11/27 [00:03<00:04,  3.61it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.58it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.66it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.65it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.71it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.75it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.67it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.63it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.62it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.68it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.69it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.72it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.70it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.69it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.69it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.68it/s]
100%|██████████| 27/27 [00:07<00:00,  3.67it/s][2025-07-13 17:23:18] cat...PCK-Transfer@0.10: 81.86% | PCK-Transfer@0.05: 66.19% | PCK-Transfer@0.15: 88.57%
+
100%|██████████| 27/27 [00:07<00:00,  3.62it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.51it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.52it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.49it/s]
 31%|███       | 4/13 [00:01<00:02,  3.53it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.59it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.64it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.64it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.60it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.59it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.57it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.56it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.61it/s]
100%|██████████| 13/13 [00:03<00:00,  3.60it/s][2025-07-13 17:23:22] chair...PCK-Transfer@0.10: 51.79% | PCK-Transfer@0.05: 36.69% | PCK-Transfer@0.15: 63.74%
+
100%|██████████| 13/13 [00:03<00:00,  3.58it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.55it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.62it/s]
100%|██████████| 3/3 [00:00<00:00,  3.64it/s][2025-07-13 17:23:23] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.63it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.62it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.59it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.59it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.45it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.48it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.52it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.54it/s]
100%|██████████| 8/8 [00:02<00:00,  3.57it/s][2025-07-13 17:23:25] diningtable...PCK-Transfer@0.10: 53.12% | PCK-Transfer@0.05: 36.46% | PCK-Transfer@0.15: 69.79%
+
100%|██████████| 8/8 [00:02<00:00,  3.54it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.60it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.57it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.63it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.59it/s]
 21%|██        | 5/24 [00:01<00:05,  3.62it/s]
 25%|██▌       | 6/24 [00:01<00:04,  3.63it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.64it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.66it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.64it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.60it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.59it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.57it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.59it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.59it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.36it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.44it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.49it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.54it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.56it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.61it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.61it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.61it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.61it/s]
100%|██████████| 24/24 [00:06<00:00,  3.61it/s][2025-07-13 17:23:32] dog...PCK-Transfer@0.10: 75.07% | PCK-Transfer@0.05: 55.06% | PCK-Transfer@0.15: 87.97%
+
100%|██████████| 24/24 [00:06<00:00,  3.58it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.65it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.62it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.60it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.59it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.65it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.67it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.73it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.72it/s]
100%|██████████| 9/9 [00:02<00:00,  3.69it/s][2025-07-13 17:23:34] horse...PCK-Transfer@0.10: 75.50% | PCK-Transfer@0.05: 54.21% | PCK-Transfer@0.15: 81.96%
+
100%|██████████| 9/9 [00:02<00:00,  3.67it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.56it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.60it/s]
 11%|█         | 3/27 [00:00<00:06,  3.54it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.59it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.60it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.68it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.64it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.65it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.68it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.66it/s]
 41%|████      | 11/27 [00:03<00:04,  3.67it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.64it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.63it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.62it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.61it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.52it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.50it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.52it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.52it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.48it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.46it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.47it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.49it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.52it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.41it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.47it/s]
100%|██████████| 27/27 [00:07<00:00,  3.50it/s][2025-07-13 17:23:42] motorbike...PCK-Transfer@0.10: 79.33% | PCK-Transfer@0.05: 57.96% | PCK-Transfer@0.15: 87.12%
+
100%|██████████| 27/27 [00:07<00:00,  3.55it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.59it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.53it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.52it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.47it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.59it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.58it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.63it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.62it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.65it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.63it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.65it/s]
100%|██████████| 12/12 [00:03<00:00,  3.61it/s][2025-07-13 17:23:45] person...PCK-Transfer@0.10: 60.23% | PCK-Transfer@0.05: 39.32% | PCK-Transfer@0.15: 71.48%
+
100%|██████████| 12/12 [00:03<00:00,  3.60it/s]
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100%|██████████| 7/7 [00:01<00:00,  3.64it/s][2025-07-13 17:23:47] pottedplant...PCK-Transfer@0.10: 45.71% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 65.24%
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100%|██████████| 20/20 [00:05<00:00,  3.74it/s][2025-07-13 17:23:57] train...PCK-Transfer@0.10: 71.75% | PCK-Transfer@0.05: 46.50% | PCK-Transfer@0.15: 82.00%
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100%|██████████| 15/15 [00:04<00:00,  3.52it/s][2025-07-13 17:24:01] tvmonitor...PCK-Transfer@0.10: 42.22% | PCK-Transfer@0.05: 25.56% | PCK-Transfer@0.15: 60.56%
+
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+[2025-07-13 17:24:01] Weighted Per image PCK0.10: 72.43%, image PCK0.05: 55.31%, image PCK0.01: 81.62%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_20__t_0.7_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_20__t_0.7_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..ea968012de55a43b74b706b8fc293bac55744022
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_20__t_0.7_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 18:18:58] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_20__t_0.7_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.6_layer_20', 't_0.7_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.6_layer_20', 't_0.7_layer_12']
+Number of parameters corr net: 120
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+
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+[2025-07-13 18:20:29] Weighted Per image PCK0.10: 58.87%, image PCK0.05: 41.52%, image PCK0.01: 68.97%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_20__t_0.7_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_20__t_0.7_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..104b7f1099dafe4cb5bf70db1864fa23eb71af6e
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_20__t_0.7_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 18:22:03] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_20__t_0.7_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.6_layer_20', 't_0.7_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.6_layer_20', 't_0.7_layer_18']
+Number of parameters corr net: 120
+
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 20%|██        | 6/30 [00:01<00:06,  3.43it/s]
 23%|██▎       | 7/30 [00:02<00:06,  3.43it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.51it/s]
 30%|███       | 9/30 [00:02<00:06,  3.49it/s]
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 37%|███▋      | 11/30 [00:03<00:05,  3.46it/s]
 40%|████      | 12/30 [00:03<00:05,  3.45it/s]
 43%|████▎     | 13/30 [00:03<00:04,  3.43it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.50it/s]
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 57%|█████▋    | 17/30 [00:04<00:03,  3.43it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.45it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.46it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.48it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.50it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.53it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.49it/s]
 80%|████████  | 24/30 [00:06<00:01,  3.52it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.50it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.48it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.47it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.45it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.44it/s]
100%|██████████| 30/30 [00:08<00:00,  3.46it/s][2025-07-13 18:22:18] bicycle...PCK-Transfer@0.10: 66.42% | PCK-Transfer@0.05: 55.21% | PCK-Transfer@0.15: 71.27%
+
100%|██████████| 30/30 [00:08<00:00,  3.47it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.44it/s]
 20%|██        | 2/10 [00:00<00:02,  3.47it/s]
 30%|███       | 3/10 [00:00<00:02,  3.43it/s]
 40%|████      | 4/10 [00:01<00:01,  3.44it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.44it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.40it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.44it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.43it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.44it/s]
100%|██████████| 10/10 [00:02<00:00,  3.42it/s][2025-07-13 18:22:21] bird...PCK-Transfer@0.10: 64.56% | PCK-Transfer@0.05: 38.83% | PCK-Transfer@0.15: 78.50%
+
100%|██████████| 10/10 [00:02<00:00,  3.43it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.64it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.65it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.59it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.48it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.48it/s]
100%|██████████| 6/6 [00:01<00:00,  3.52it/s][2025-07-13 18:22:23] boat...PCK-Transfer@0.10: 41.67% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 61.11%
+
100%|██████████| 6/6 [00:01<00:00,  3.53it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.42it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.69it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.62it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.57it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.53it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.50it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.59it/s]
100%|██████████| 8/8 [00:02<00:00,  3.60it/s][2025-07-13 18:22:25] bottle...PCK-Transfer@0.10: 31.25% | PCK-Transfer@0.05: 18.75% | PCK-Transfer@0.15: 39.06%
+
100%|██████████| 8/8 [00:02<00:00,  3.57it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.21it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.30it/s]
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 38%|███▊      | 12/32 [00:03<00:05,  3.62it/s]
 41%|████      | 13/32 [00:03<00:05,  3.63it/s]
 44%|████▍     | 14/32 [00:04<00:04,  3.64it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.65it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.64it/s]
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 56%|█████▋    | 18/32 [00:05<00:03,  3.77it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.74it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.68it/s]
 66%|██████▌   | 21/32 [00:05<00:02,  3.67it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.79it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.81it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.79it/s]
 78%|███████▊  | 25/32 [00:06<00:01,  3.73it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.79it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.77it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.77it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.74it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.73it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.68it/s]
100%|██████████| 32/32 [00:08<00:00,  3.68it/s][2025-07-13 18:22:34] bus...PCK-Transfer@0.10: 53.91% | PCK-Transfer@0.05: 37.76% | PCK-Transfer@0.15: 64.84%
+
100%|██████████| 32/32 [00:08<00:00,  3.61it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.57it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.72it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.66it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.60it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.54it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.60it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.60it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.62it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.57it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.60it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.61it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.62it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.63it/s]
100%|██████████| 19/19 [00:05<00:00,  3.55it/s][2025-07-13 18:22:40] car...PCK-Transfer@0.10: 71.56% | PCK-Transfer@0.05: 58.31% | PCK-Transfer@0.15: 76.60%
+
100%|██████████| 19/19 [00:05<00:00,  3.56it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 74%|███████▍  | 20/27 [00:05<00:01,  3.67it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.64it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.64it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.61it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.60it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.58it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.64it/s]
100%|██████████| 27/27 [00:07<00:00,  3.64it/s][2025-07-13 18:22:47] cat...PCK-Transfer@0.10: 70.98% | PCK-Transfer@0.05: 52.45% | PCK-Transfer@0.15: 79.00%
+
100%|██████████| 27/27 [00:07<00:00,  3.62it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.55it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.62it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.33it/s]
 31%|███       | 4/13 [00:01<00:02,  3.40it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.49it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.51it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.59it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.58it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.52it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.48it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.48it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.59it/s]
100%|██████████| 13/13 [00:03<00:00,  3.61it/s][2025-07-13 18:22:51] chair...PCK-Transfer@0.10: 27.80% | PCK-Transfer@0.05: 16.26% | PCK-Transfer@0.15: 33.74%
+
100%|██████████| 13/13 [00:03<00:00,  3.53it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.30it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.56it/s]
100%|██████████| 3/3 [00:00<00:00,  3.52it/s][2025-07-13 18:22:52] cow...PCK-Transfer@0.10: 75.00% | PCK-Transfer@0.05: 52.08% | PCK-Transfer@0.15: 85.42%
+
100%|██████████| 3/3 [00:00<00:00,  3.50it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.71it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.33it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.39it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.45it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.46it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.49it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.59it/s]
100%|██████████| 8/8 [00:02<00:00,  3.55it/s][2025-07-13 18:22:54] diningtable...PCK-Transfer@0.10: 36.46% | PCK-Transfer@0.05: 6.77% | PCK-Transfer@0.15: 49.48%
+
100%|██████████| 8/8 [00:02<00:00,  3.50it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
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 12%|█▎        | 3/24 [00:00<00:05,  3.61it/s]
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 25%|██▌       | 6/24 [00:01<00:04,  3.62it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.58it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.61it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.61it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.56it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.48it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.50it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.52it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.50it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.56it/s]
100%|██████████| 24/24 [00:06<00:00,  3.52it/s][2025-07-13 18:23:01] dog...PCK-Transfer@0.10: 56.31% | PCK-Transfer@0.05: 39.66% | PCK-Transfer@0.15: 70.06%
+
100%|██████████| 24/24 [00:06<00:00,  3.56it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.55it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.50it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.53it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.51it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.49it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.55it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.59it/s]
100%|██████████| 9/9 [00:02<00:00,  3.59it/s][2025-07-13 18:23:03] horse...PCK-Transfer@0.10: 66.75% | PCK-Transfer@0.05: 46.40% | PCK-Transfer@0.15: 75.08%
+
100%|██████████| 9/9 [00:02<00:00,  3.55it/s]
+
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 37%|███▋      | 10/27 [00:02<00:04,  3.57it/s]
 41%|████      | 11/27 [00:03<00:04,  3.55it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.62it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.58it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.60it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.60it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.59it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.60it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.61it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.54it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.53it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.59it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.59it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-13 18:23:11] motorbike...PCK-Transfer@0.10: 66.90% | PCK-Transfer@0.05: 43.35% | PCK-Transfer@0.15: 74.78%
+
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+
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100%|██████████| 7/7 [00:01<00:00,  3.61it/s][2025-07-13 18:23:16] pottedplant...PCK-Transfer@0.10: 54.29% | PCK-Transfer@0.05: 29.52% | PCK-Transfer@0.15: 68.57%
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100%|██████████| 20/20 [00:05<00:00,  3.79it/s][2025-07-13 18:23:25] train...PCK-Transfer@0.10: 58.50% | PCK-Transfer@0.05: 34.50% | PCK-Transfer@0.15: 69.50%
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+
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+[2025-07-13 18:23:29] Weighted Per image PCK0.10: 55.66%, image PCK0.05: 38.19%, image PCK0.01: 65.63%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_9__t_0.6_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_9__t_0.6_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..e70832b55b76dc4dcc6f39c30e62732d2bef0a9b
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_9__t_0.6_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-13 16:18:32] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_9__t_0.6_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.6_layer_9', 't_0.6_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.6_layer_9', 't_0.6_layer_15']
+Number of parameters corr net: 120
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100%|██████████| 20/20 [00:05<00:00,  3.56it/s][2025-07-13 16:19:57] train...PCK-Transfer@0.10: 67.50% | PCK-Transfer@0.05: 46.25% | PCK-Transfer@0.15: 79.75%
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100%|██████████| 15/15 [00:04<00:00,  3.48it/s][2025-07-13 16:20:02] tvmonitor...PCK-Transfer@0.10: 46.11% | PCK-Transfer@0.05: 34.44% | PCK-Transfer@0.15: 54.44%
+
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+[2025-07-13 16:20:02] Weighted Per image PCK0.10: 72.03%, image PCK0.05: 55.69%, image PCK0.01: 80.91%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_9__t_0.7_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_9__t_0.7_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..8c7bf2918ed0d471d3269a44b7b1e30147fb4be4
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_9__t_0.7_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 16:21:34] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.6_layer_9__t_0.7_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.6_layer_9', 't_0.7_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.6_layer_9', 't_0.7_layer_5']
+Number of parameters corr net: 120
+
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 27%|██▋       | 4/15 [00:02<00:05,  1.98it/s]
 33%|███▎      | 5/15 [00:02<00:04,  2.30it/s]
 40%|████      | 6/15 [00:03<00:03,  2.64it/s]
 47%|████▋     | 7/15 [00:03<00:02,  2.79it/s]
 53%|█████▎    | 8/15 [00:03<00:02,  2.96it/s]
 60%|██████    | 9/15 [00:04<00:01,  3.08it/s]
 67%|██████▋   | 10/15 [00:04<00:01,  3.21it/s]
 73%|███████▎  | 11/15 [00:04<00:01,  3.27it/s]
 80%|████████  | 12/15 [00:05<00:00,  3.24it/s]
 87%|████████▋ | 13/15 [00:05<00:00,  3.31it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.35it/s]
100%|██████████| 15/15 [00:05<00:00,  3.37it/s][2025-07-13 16:21:41] aeroplane...PCK-Transfer@0.10: 78.61% | PCK-Transfer@0.05: 58.96% | PCK-Transfer@0.15: 87.04%
+
100%|██████████| 15/15 [00:05<00:00,  2.55it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:09,  3.08it/s]
  7%|▋         | 2/30 [00:00<00:08,  3.33it/s]
 10%|█         | 3/30 [00:00<00:07,  3.48it/s]
 13%|█▎        | 4/30 [00:01<00:08,  3.23it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.23it/s]
 20%|██        | 6/30 [00:01<00:07,  3.27it/s]
 23%|██▎       | 7/30 [00:02<00:06,  3.32it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.31it/s]
 30%|███       | 9/30 [00:02<00:06,  3.37it/s]
 33%|███▎      | 10/30 [00:02<00:05,  3.45it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.41it/s]
 40%|████      | 12/30 [00:03<00:05,  3.44it/s]
 43%|████▎     | 13/30 [00:03<00:04,  3.42it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.52it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.52it/s]
 53%|█████▎    | 16/30 [00:04<00:03,  3.50it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.43it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.42it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.45it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.41it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.46it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.50it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.48it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.43it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.29it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.32it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.32it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.35it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.28it/s]
100%|██████████| 30/30 [00:08<00:00,  3.37it/s][2025-07-13 16:21:50] bicycle...PCK-Transfer@0.10: 73.94% | PCK-Transfer@0.05: 59.39% | PCK-Transfer@0.15: 81.21%
+
100%|██████████| 30/30 [00:08<00:00,  3.39it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.38it/s]
 20%|██        | 2/10 [00:00<00:02,  3.35it/s]
 30%|███       | 3/10 [00:00<00:02,  3.39it/s]
 40%|████      | 4/10 [00:01<00:01,  3.47it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.51it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.51it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.56it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.60it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.61it/s]
100%|██████████| 10/10 [00:02<00:00,  3.59it/s][2025-07-13 16:21:53] bird...PCK-Transfer@0.10: 68.42% | PCK-Transfer@0.05: 41.44% | PCK-Transfer@0.15: 81.47%
+
100%|██████████| 10/10 [00:02<00:00,  3.53it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.83it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.77it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.67it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.58it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.57it/s]
100%|██████████| 6/6 [00:01<00:00,  3.61it/s][2025-07-13 16:21:54] boat...PCK-Transfer@0.10: 52.78% | PCK-Transfer@0.05: 31.94% | PCK-Transfer@0.15: 73.61%
+
100%|██████████| 6/6 [00:01<00:00,  3.63it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.50it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.65it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.57it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.56it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.56it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.57it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.67it/s]
100%|██████████| 8/8 [00:02<00:00,  3.62it/s][2025-07-13 16:21:57] bottle...PCK-Transfer@0.10: 65.62% | PCK-Transfer@0.05: 51.56% | PCK-Transfer@0.15: 76.56%
+
100%|██████████| 8/8 [00:02<00:00,  3.60it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.43it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.50it/s]
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 12%|█▎        | 4/32 [00:01<00:07,  3.52it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.54it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.47it/s]
 22%|██▏       | 7/32 [00:01<00:07,  3.50it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.47it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.51it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.60it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.65it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.65it/s]
 41%|████      | 13/32 [00:03<00:05,  3.62it/s]
 44%|████▍     | 14/32 [00:03<00:04,  3.61it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.64it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.63it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.69it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.69it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.69it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.66it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.63it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.70it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.70it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.67it/s]
 78%|███████▊  | 25/32 [00:06<00:01,  3.61it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.66it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.64it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.67it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.71it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.71it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.65it/s]
100%|██████████| 32/32 [00:08<00:00,  3.64it/s][2025-07-13 16:22:05] bus...PCK-Transfer@0.10: 70.05% | PCK-Transfer@0.05: 52.86% | PCK-Transfer@0.15: 79.53%
+
100%|██████████| 32/32 [00:08<00:00,  3.62it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.52it/s]
 11%|█         | 2/19 [00:00<00:05,  3.35it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.42it/s]
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 26%|██▋       | 5/19 [00:01<00:03,  3.53it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.66it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.73it/s]
 42%|████▏     | 8/19 [00:02<00:02,  3.68it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.67it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.61it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.60it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.65it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.64it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.62it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.66it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.62it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.65it/s]
 95%|█████████▍| 18/19 [00:04<00:00,  3.61it/s]
100%|██████████| 19/19 [00:05<00:00,  3.57it/s][2025-07-13 16:22:11] car...PCK-Transfer@0.10: 88.51% | PCK-Transfer@0.05: 75.43% | PCK-Transfer@0.15: 92.02%
+
100%|██████████| 19/19 [00:05<00:00,  3.60it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.24it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.54it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.58it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.63it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.64it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.65it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.65it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.64it/s]
 41%|████      | 11/27 [00:03<00:04,  3.62it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.57it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.64it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.71it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.76it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.68it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.62it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.59it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.66it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.67it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.71it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.69it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.67it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.65it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.66it/s]
100%|██████████| 27/27 [00:07<00:00,  3.66it/s][2025-07-13 16:22:18] cat...PCK-Transfer@0.10: 73.47% | PCK-Transfer@0.05: 57.78% | PCK-Transfer@0.15: 81.86%
+
100%|██████████| 27/27 [00:07<00:00,  3.64it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.65it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.54it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.42it/s]
 31%|███       | 4/13 [00:01<00:02,  3.46it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.53it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.60it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.60it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.58it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.57it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.55it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.55it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.61it/s]
100%|██████████| 13/13 [00:03<00:00,  3.58it/s][2025-07-13 16:22:22] chair...PCK-Transfer@0.10: 49.38% | PCK-Transfer@0.05: 31.05% | PCK-Transfer@0.15: 59.19%
+
100%|██████████| 13/13 [00:03<00:00,  3.56it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.47it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.58it/s]
100%|██████████| 3/3 [00:00<00:00,  3.62it/s][2025-07-13 16:22:23] cow...PCK-Transfer@0.10: 70.83% | PCK-Transfer@0.05: 31.25% | PCK-Transfer@0.15: 89.58%
+
100%|██████████| 3/3 [00:00<00:00,  3.59it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.53it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.48it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.53it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.52it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.57it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.58it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.60it/s]
100%|██████████| 8/8 [00:02<00:00,  3.61it/s][2025-07-13 16:22:25] diningtable...PCK-Transfer@0.10: 52.60% | PCK-Transfer@0.05: 31.77% | PCK-Transfer@0.15: 70.83%
+
100%|██████████| 8/8 [00:02<00:00,  3.57it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.51it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.53it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.58it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.53it/s]
 21%|██        | 5/24 [00:01<00:05,  3.54it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.52it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.55it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.59it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.58it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.49it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.51it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.53it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.56it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.57it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.60it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.60it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.59it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.62it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.61it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.66it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.65it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.63it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.62it/s]
100%|██████████| 24/24 [00:06<00:00,  3.60it/s][2025-07-13 16:22:32] dog...PCK-Transfer@0.10: 61.22% | PCK-Transfer@0.05: 44.84% | PCK-Transfer@0.15: 78.31%
+
100%|██████████| 24/24 [00:06<00:00,  3.58it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  2.74it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.12it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.26it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.29it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.39it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.49it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.62it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.65it/s]
100%|██████████| 9/9 [00:02<00:00,  3.62it/s][2025-07-13 16:22:34] horse...PCK-Transfer@0.10: 75.90% | PCK-Transfer@0.05: 49.74% | PCK-Transfer@0.15: 83.15%
+
100%|██████████| 9/9 [00:02<00:00,  3.46it/s]
+
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 41%|████      | 11/27 [00:03<00:04,  3.63it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.58it/s][2025-07-13 16:22:42] motorbike...PCK-Transfer@0.10: 73.88% | PCK-Transfer@0.05: 48.55% | PCK-Transfer@0.15: 83.74%
+
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100%|██████████| 12/12 [00:03<00:00,  3.64it/s][2025-07-13 16:22:45] person...PCK-Transfer@0.10: 51.37% | PCK-Transfer@0.05: 35.59% | PCK-Transfer@0.15: 67.52%
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100%|██████████| 7/7 [00:01<00:00,  3.72it/s][2025-07-13 16:22:47] pottedplant...PCK-Transfer@0.10: 37.14% | PCK-Transfer@0.05: 19.52% | PCK-Transfer@0.15: 63.81%
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100%|██████████| 20/20 [00:05<00:00,  3.73it/s][2025-07-13 16:22:56] train...PCK-Transfer@0.10: 67.00% | PCK-Transfer@0.05: 42.25% | PCK-Transfer@0.15: 81.00%
+
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100%|██████████| 15/15 [00:04<00:00,  3.69it/s][2025-07-13 16:23:00] tvmonitor...PCK-Transfer@0.10: 32.78% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 47.78%
+
100%|██████████| 15/15 [00:04<00:00,  3.67it/s]
+[2025-07-13 16:23:00] Weighted Per image PCK0.10: 65.55%, image PCK0.05: 46.99%, image PCK0.01: 77.17%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.7_layer_12__t_0.7_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.7_layer_12__t_0.7_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..95d515a2b28ab2def88ef4af3971c47c95e4f53b
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.7_layer_12__t_0.7_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 19:21:25] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.7_layer_12__t_0.7_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.7_layer_12', 't_0.7_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.7_layer_12', 't_0.7_layer_20']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:08<00:00,  3.66it/s][2025-07-13 19:21:55] bus...PCK-Transfer@0.10: 82.14% | PCK-Transfer@0.05: 67.29% | PCK-Transfer@0.15: 85.52%
+
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100%|██████████| 19/19 [00:05<00:00,  3.71it/s][2025-07-13 19:22:01] car...PCK-Transfer@0.10: 90.13% | PCK-Transfer@0.05: 80.85% | PCK-Transfer@0.15: 91.89%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.61it/s][2025-07-13 19:22:08] cat...PCK-Transfer@0.10: 84.86% | PCK-Transfer@0.05: 64.13% | PCK-Transfer@0.15: 88.53%
+
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+
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100%|██████████| 13/13 [00:03<00:00,  3.71it/s][2025-07-13 19:22:12] chair...PCK-Transfer@0.10: 49.68% | PCK-Transfer@0.05: 30.30% | PCK-Transfer@0.15: 55.79%
+
100%|██████████| 13/13 [00:03<00:00,  3.58it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.66it/s][2025-07-13 19:22:13] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 70.83% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.66it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.73it/s][2025-07-13 19:22:15] diningtable...PCK-Transfer@0.10: 42.71% | PCK-Transfer@0.05: 21.35% | PCK-Transfer@0.15: 61.98%
+
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+
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100%|██████████| 24/24 [00:06<00:00,  3.65it/s][2025-07-13 19:22:21] dog...PCK-Transfer@0.10: 74.24% | PCK-Transfer@0.05: 53.74% | PCK-Transfer@0.15: 84.14%
+
100%|██████████| 24/24 [00:06<00:00,  3.68it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.65it/s][2025-07-13 19:22:24] horse...PCK-Transfer@0.10: 78.78% | PCK-Transfer@0.05: 54.47% | PCK-Transfer@0.15: 85.53%
+
100%|██████████| 9/9 [00:02<00:00,  3.64it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.74it/s][2025-07-13 19:22:31] motorbike...PCK-Transfer@0.10: 78.05% | PCK-Transfer@0.05: 57.12% | PCK-Transfer@0.15: 87.40%
+
100%|██████████| 27/27 [00:07<00:00,  3.66it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.66it/s][2025-07-13 19:22:35] person...PCK-Transfer@0.10: 57.22% | PCK-Transfer@0.05: 36.91% | PCK-Transfer@0.15: 70.77%
+
100%|██████████| 12/12 [00:03<00:00,  3.71it/s]
+
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100%|██████████| 7/7 [00:01<00:00,  3.61it/s][2025-07-13 19:22:37] pottedplant...PCK-Transfer@0.10: 55.24% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 64.76%
+
100%|██████████| 7/7 [00:01<00:00,  3.52it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.60it/s][2025-07-13 19:22:37] sheep...PCK-Transfer@0.10: 80.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.59it/s]
+
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 62%|██████▏   | 8/13 [00:02<00:01,  3.67it/s]
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100%|██████████| 13/13 [00:03<00:00,  3.73it/s][2025-07-13 19:22:40] sofa...PCK-Transfer@0.10: 54.65% | PCK-Transfer@0.05: 36.21% | PCK-Transfer@0.15: 63.85%
+
100%|██████████| 13/13 [00:03<00:00,  3.69it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.62it/s][2025-07-13 19:22:46] train...PCK-Transfer@0.10: 71.75% | PCK-Transfer@0.05: 43.25% | PCK-Transfer@0.15: 81.75%
+
100%|██████████| 20/20 [00:05<00:00,  3.65it/s]
+
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100%|██████████| 15/15 [00:04<00:00,  3.71it/s][2025-07-13 19:22:50] tvmonitor...PCK-Transfer@0.10: 48.89% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 53.89%
+
100%|██████████| 15/15 [00:04<00:00,  3.71it/s]
+[2025-07-13 19:22:50] Weighted Per image PCK0.10: 72.89%, image PCK0.05: 54.42%, image PCK0.01: 80.36%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.7_layer_13__t_0.8_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.7_layer_13__t_0.8_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..1bb7aacffff80e7abe1ed233e175bdf432565bab
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.7_layer_13__t_0.8_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-13 19:32:22] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.7_layer_13__t_0.8_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.7_layer_13', 't_0.8_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.7_layer_13', 't_0.8_layer_10']
+Number of parameters corr net: 120
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100%|██████████| 12/12 [00:03<00:00,  3.51it/s][2025-07-13 19:33:35] person...PCK-Transfer@0.10: 69.78% | PCK-Transfer@0.05: 49.92% | PCK-Transfer@0.15: 83.01%
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100%|██████████| 7/7 [00:02<00:00,  3.43it/s][2025-07-13 19:33:37] pottedplant...PCK-Transfer@0.10: 68.10% | PCK-Transfer@0.05: 41.90% | PCK-Transfer@0.15: 77.62%
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100%|██████████| 20/20 [00:05<00:00,  3.45it/s][2025-07-13 19:33:47] train...PCK-Transfer@0.10: 80.00% | PCK-Transfer@0.05: 53.50% | PCK-Transfer@0.15: 89.00%
+
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100%|██████████| 15/15 [00:04<00:00,  3.46it/s][2025-07-13 19:33:52] tvmonitor...PCK-Transfer@0.10: 41.11% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 55.56%
+
100%|██████████| 15/15 [00:04<00:00,  3.46it/s]
+[2025-07-13 19:33:52] Weighted Per image PCK0.10: 79.02%, image PCK0.05: 61.24%, image PCK0.01: 85.81%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.7_layer_15__t_0.7_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.7_layer_15__t_0.7_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..4953d3243addbc07f1531d9ea4787d2c2026f5d3
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.7_layer_15__t_0.7_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-13 19:38:39] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.7_layer_15__t_0.7_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.7_layer_15', 't_0.7_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.7_layer_15', 't_0.7_layer_20']
+Number of parameters corr net: 120
+
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 53%|█████▎    | 17/32 [00:05<00:04,  3.45it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.45it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.46it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.46it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.45it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.51it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.50it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.47it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.44it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.48it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.45it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.49it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.51it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.52it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.43it/s]
100%|██████████| 32/32 [00:09<00:00,  3.42it/s][2025-07-13 19:39:11] bus...PCK-Transfer@0.10: 71.72% | PCK-Transfer@0.05: 55.05% | PCK-Transfer@0.15: 75.89%
+
100%|██████████| 32/32 [00:09<00:00,  3.43it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.38it/s]
 11%|█         | 2/19 [00:00<00:05,  3.38it/s]
 16%|█▌        | 3/19 [00:00<00:05,  2.94it/s]
 21%|██        | 4/19 [00:01<00:04,  3.05it/s]
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 32%|███▏      | 6/19 [00:01<00:04,  3.12it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.23it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.26it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.32it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.31it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.36it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.38it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.38it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.38it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.44it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.45it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.49it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.45it/s]
100%|██████████| 19/19 [00:05<00:00,  3.41it/s][2025-07-13 19:39:17] car...PCK-Transfer@0.10: 85.21% | PCK-Transfer@0.05: 74.14% | PCK-Transfer@0.15: 90.03%
+
100%|██████████| 19/19 [00:05<00:00,  3.32it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.30it/s]
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 11%|█         | 3/27 [00:00<00:06,  3.49it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.43it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.46it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.45it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.44it/s]
 41%|████      | 11/27 [00:03<00:04,  3.41it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.38it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.43it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.43it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.48it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.52it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.46it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.43it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.43it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.48it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.49it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.51it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.49it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.48it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.46it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.46it/s]
100%|██████████| 27/27 [00:07<00:00,  3.46it/s][2025-07-13 19:39:25] cat...PCK-Transfer@0.10: 77.43% | PCK-Transfer@0.05: 60.53% | PCK-Transfer@0.15: 83.25%
+
100%|██████████| 27/27 [00:07<00:00,  3.45it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.33it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.30it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.29it/s]
 31%|███       | 4/13 [00:01<00:02,  3.31it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.33it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.35it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.35it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.33it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.32it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.30it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.30it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.34it/s]
100%|██████████| 13/13 [00:03<00:00,  3.33it/s][2025-07-13 19:39:29] chair...PCK-Transfer@0.10: 36.00% | PCK-Transfer@0.05: 22.09% | PCK-Transfer@0.15: 43.29%
+
100%|██████████| 13/13 [00:03<00:00,  3.32it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.33it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.33it/s]
100%|██████████| 3/3 [00:00<00:00,  3.35it/s][2025-07-13 19:39:30] cow...PCK-Transfer@0.10: 85.42% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.34it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.30it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.27it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.30it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.25it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.27it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.27it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.27it/s]
100%|██████████| 8/8 [00:02<00:00,  3.25it/s][2025-07-13 19:39:32] diningtable...PCK-Transfer@0.10: 36.46% | PCK-Transfer@0.05: 15.10% | PCK-Transfer@0.15: 52.60%
+
100%|██████████| 8/8 [00:02<00:00,  3.26it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.18it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.27it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.36it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.33it/s]
 21%|██        | 5/24 [00:01<00:05,  3.34it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.37it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.38it/s]
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 38%|███▊      | 9/24 [00:02<00:04,  3.39it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.38it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.41it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.41it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.43it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.43it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.47it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.47it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.45it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.44it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.49it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.46it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.44it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.38it/s]
100%|██████████| 24/24 [00:07<00:00,  3.38it/s][2025-07-13 19:39:39] dog...PCK-Transfer@0.10: 64.65% | PCK-Transfer@0.05: 49.74% | PCK-Transfer@0.15: 75.76%
+
100%|██████████| 24/24 [00:07<00:00,  3.40it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.07it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.16it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.21it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.26it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.36it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.44it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.53it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.54it/s]
100%|██████████| 9/9 [00:02<00:00,  3.50it/s][2025-07-13 19:39:42] horse...PCK-Transfer@0.10: 78.12% | PCK-Transfer@0.05: 53.41% | PCK-Transfer@0.15: 81.30%
+
100%|██████████| 9/9 [00:02<00:00,  3.41it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.49it/s]
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 30%|██▉       | 8/27 [00:02<00:05,  3.43it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.49it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.51it/s]
 41%|████      | 11/27 [00:03<00:04,  3.52it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.50it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.49it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.48it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.48it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.46it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.45it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.42it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.41it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.43it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.43it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.38it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.40it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.40it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.32it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.33it/s]
100%|██████████| 27/27 [00:08<00:00,  3.15it/s][2025-07-13 19:39:50] motorbike...PCK-Transfer@0.10: 74.89% | PCK-Transfer@0.05: 53.29% | PCK-Transfer@0.15: 83.15%
+
100%|██████████| 27/27 [00:08<00:00,  3.36it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.14it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.24it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.26it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.28it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.37it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.41it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.46it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.45it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.48it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.47it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.49it/s]
100%|██████████| 12/12 [00:03<00:00,  3.47it/s][2025-07-13 19:39:53] person...PCK-Transfer@0.10: 52.68% | PCK-Transfer@0.05: 34.23% | PCK-Transfer@0.15: 61.95%
+
100%|██████████| 12/12 [00:03<00:00,  3.42it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.58it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.63it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.54it/s]
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 71%|███████▏  | 5/7 [00:01<00:00,  3.47it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.35it/s]
100%|██████████| 7/7 [00:02<00:00,  3.41it/s][2025-07-13 19:39:56] pottedplant...PCK-Transfer@0.10: 50.48% | PCK-Transfer@0.05: 29.05% | PCK-Transfer@0.15: 67.14%
+
100%|██████████| 7/7 [00:02<00:00,  3.46it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.56it/s][2025-07-13 19:39:56] sheep...PCK-Transfer@0.10: 80.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.55it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.17it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.36it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.43it/s]
 31%|███       | 4/13 [00:01<00:02,  3.39it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.41it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.41it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.48it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.52it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.49it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.56it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.49it/s]
100%|██████████| 13/13 [00:03<00:00,  3.47it/s][2025-07-13 19:40:00] sofa...PCK-Transfer@0.10: 46.32% | PCK-Transfer@0.05: 25.69% | PCK-Transfer@0.15: 56.98%
+
100%|██████████| 13/13 [00:03<00:00,  3.45it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
  5%|▌         | 1/20 [00:00<00:05,  3.49it/s]
 10%|█         | 2/20 [00:00<00:05,  3.51it/s]
 15%|█▌        | 3/20 [00:00<00:04,  3.52it/s]
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 25%|██▌       | 5/20 [00:01<00:04,  3.58it/s]
 30%|███       | 6/20 [00:01<00:03,  3.54it/s]
 35%|███▌      | 7/20 [00:01<00:03,  3.50it/s]
 40%|████      | 8/20 [00:02<00:03,  3.58it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.59it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.50it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.55it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.53it/s]
 65%|██████▌   | 13/20 [00:03<00:01,  3.55it/s]
 70%|███████   | 14/20 [00:03<00:01,  3.49it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.45it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.53it/s]
 85%|████████▌ | 17/20 [00:04<00:00,  3.46it/s]
 90%|█████████ | 18/20 [00:05<00:00,  3.51it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.50it/s]
100%|██████████| 20/20 [00:05<00:00,  3.58it/s][2025-07-13 19:40:05] train...PCK-Transfer@0.10: 70.75% | PCK-Transfer@0.05: 43.25% | PCK-Transfer@0.15: 81.75%
+
100%|██████████| 20/20 [00:05<00:00,  3.53it/s]
+
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 53%|█████▎    | 8/15 [00:02<00:01,  3.51it/s]
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+[2025-07-13 19:40:10] Weighted Per image PCK0.10: 66.39%, image PCK0.05: 48.94%, image PCK0.01: 74.56%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.7_layer_20__t_0.8_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.7_layer_20__t_0.8_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..2fd60849efb6d0d0eecef89a957f1f6b52dfd117
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.7_layer_20__t_0.8_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 19:57:26] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.7_layer_20__t_0.8_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.7_layer_20', 't_0.8_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.7_layer_20', 't_0.8_layer_11']
+Number of parameters corr net: 120
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100%|██████████| 12/12 [00:03<00:00,  3.68it/s][2025-07-13 19:58:36] person...PCK-Transfer@0.10: 48.80% | PCK-Transfer@0.05: 27.31% | PCK-Transfer@0.15: 60.63%
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100%|██████████| 7/7 [00:01<00:00,  3.57it/s][2025-07-13 19:58:38] pottedplant...PCK-Transfer@0.10: 45.71% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 65.24%
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100%|██████████| 15/15 [00:04<00:00,  3.69it/s][2025-07-13 19:58:51] tvmonitor...PCK-Transfer@0.10: 22.78% | PCK-Transfer@0.05: 15.00% | PCK-Transfer@0.15: 34.44%
+
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+[2025-07-13 19:58:51] Weighted Per image PCK0.10: 60.52%, image PCK0.05: 41.86%, image PCK0.01: 70.43%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.7_layer_20__t_0.8_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.7_layer_20__t_0.8_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..ccd9bba3a324fe640854accaea33c194e71b16c9
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.7_layer_20__t_0.8_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 19:54:23] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.7_layer_20__t_0.8_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.7_layer_20', 't_0.8_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.7_layer_20', 't_0.8_layer_5']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.63it/s][2025-07-13 19:54:30] aeroplane...PCK-Transfer@0.10: 66.53% | PCK-Transfer@0.05: 43.06% | PCK-Transfer@0.15: 77.47%
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100%|██████████| 6/6 [00:01<00:00,  3.71it/s][2025-07-13 19:54:43] boat...PCK-Transfer@0.10: 29.17% | PCK-Transfer@0.05: 12.50% | PCK-Transfer@0.15: 59.72%
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100%|██████████| 8/8 [00:02<00:00,  3.63it/s][2025-07-13 19:54:45] bottle...PCK-Transfer@0.10: 34.38% | PCK-Transfer@0.05: 15.62% | PCK-Transfer@0.15: 43.75%
+
100%|██████████| 8/8 [00:02<00:00,  3.63it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 22%|██▏       | 7/32 [00:01<00:06,  3.60it/s]
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 28%|██▊       | 9/32 [00:02<00:06,  3.62it/s]
 31%|███▏      | 10/32 [00:02<00:05,  3.73it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.77it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.78it/s]
 41%|████      | 13/32 [00:03<00:05,  3.74it/s]
 44%|████▍     | 14/32 [00:03<00:04,  3.72it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.74it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.77it/s]
 53%|█████▎    | 17/32 [00:04<00:03,  3.81it/s]
 56%|█████▋    | 18/32 [00:04<00:03,  3.80it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.77it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.74it/s]
 66%|██████▌   | 21/32 [00:05<00:02,  3.72it/s]
 69%|██████▉   | 22/32 [00:05<00:02,  3.76it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.77it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.73it/s]
 78%|███████▊  | 25/32 [00:06<00:01,  3.67it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.73it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.69it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.73it/s]
 91%|█████████ | 29/32 [00:07<00:00,  3.76it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.77it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.71it/s]
100%|██████████| 32/32 [00:08<00:00,  3.69it/s][2025-07-13 19:54:53] bus...PCK-Transfer@0.10: 63.91% | PCK-Transfer@0.05: 42.29% | PCK-Transfer@0.15: 74.58%
+
100%|██████████| 32/32 [00:08<00:00,  3.71it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.38it/s]
 11%|█         | 2/19 [00:00<00:04,  3.57it/s]
 16%|█▌        | 3/19 [00:00<00:05,  3.18it/s]
 21%|██        | 4/19 [00:01<00:04,  3.35it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.46it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.57it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.54it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.55it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.50it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.51it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.56it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.54it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.51it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.54it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.53it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.58it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.55it/s]
100%|██████████| 19/19 [00:05<00:00,  3.51it/s][2025-07-13 19:54:59] car...PCK-Transfer@0.10: 74.69% | PCK-Transfer@0.05: 63.03% | PCK-Transfer@0.15: 82.15%
+
100%|██████████| 19/19 [00:05<00:00,  3.50it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.52it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.63it/s]
 11%|█         | 3/27 [00:00<00:06,  3.67it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.60it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.58it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.59it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.54it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.52it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.57it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.58it/s]
 41%|████      | 11/27 [00:03<00:04,  3.56it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.54it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.60it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.59it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.62it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.67it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.59it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.56it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.56it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.61it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.62it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.65it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.62it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.62it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.59it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.59it/s]
100%|██████████| 27/27 [00:07<00:00,  3.59it/s][2025-07-13 19:55:06] cat...PCK-Transfer@0.10: 67.99% | PCK-Transfer@0.05: 47.69% | PCK-Transfer@0.15: 77.40%
+
100%|██████████| 27/27 [00:07<00:00,  3.59it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.57it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.51it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.51it/s]
 31%|███       | 4/13 [00:01<00:02,  3.54it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.54it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.58it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.57it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.53it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.54it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.53it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.52it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.57it/s]
100%|██████████| 13/13 [00:03<00:00,  3.55it/s][2025-07-13 19:55:10] chair...PCK-Transfer@0.10: 28.65% | PCK-Transfer@0.05: 20.68% | PCK-Transfer@0.15: 35.51%
+
100%|██████████| 13/13 [00:03<00:00,  3.54it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.51it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.54it/s]
100%|██████████| 3/3 [00:00<00:00,  3.55it/s][2025-07-13 19:55:11] cow...PCK-Transfer@0.10: 77.08% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 87.50%
+
100%|██████████| 3/3 [00:00<00:00,  3.54it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.57it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.52it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.59it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.57it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.64it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.70it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.74it/s]
100%|██████████| 8/8 [00:02<00:00,  3.72it/s][2025-07-13 19:55:13] diningtable...PCK-Transfer@0.10: 29.69% | PCK-Transfer@0.05: 6.77% | PCK-Transfer@0.15: 46.88%
+
100%|██████████| 8/8 [00:02<00:00,  3.67it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.52it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.57it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.61it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.55it/s]
 21%|██        | 5/24 [00:01<00:05,  3.58it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.59it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.57it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.57it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.56it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.53it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.59it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.59it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.58it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.61it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.63it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.64it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.61it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.60it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.63it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.60it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.57it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.56it/s]
100%|██████████| 24/24 [00:06<00:00,  3.54it/s][2025-07-13 19:55:20] dog...PCK-Transfer@0.10: 55.62% | PCK-Transfer@0.05: 42.62% | PCK-Transfer@0.15: 72.01%
+
100%|██████████| 24/24 [00:06<00:00,  3.58it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.54it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.54it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.55it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.62it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.61it/s]
100%|██████████| 9/9 [00:02<00:00,  3.58it/s][2025-07-13 19:55:22] horse...PCK-Transfer@0.10: 69.39% | PCK-Transfer@0.05: 45.08% | PCK-Transfer@0.15: 74.42%
+
100%|██████████| 9/9 [00:02<00:00,  3.56it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.66it/s]
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 30%|██▉       | 8/27 [00:02<00:05,  3.59it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.62it/s]
 41%|████      | 11/27 [00:03<00:04,  3.58it/s]
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 48%|████▊     | 13/27 [00:03<00:03,  3.59it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.61it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.59it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.59it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.61it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.61it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.58it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.58it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.59it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.53it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.56it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.42it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.36it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.40it/s]
100%|██████████| 27/27 [00:07<00:00,  3.45it/s][2025-07-13 19:55:30] motorbike...PCK-Transfer@0.10: 68.46% | PCK-Transfer@0.05: 46.73% | PCK-Transfer@0.15: 77.06%
+
100%|██████████| 27/27 [00:07<00:00,  3.55it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.45it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.48it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.50it/s]
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 42%|████▏     | 5/12 [00:01<00:01,  3.56it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.60it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.65it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.63it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.62it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.50it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.54it/s]
100%|██████████| 12/12 [00:03<00:00,  3.53it/s][2025-07-13 19:55:33] person...PCK-Transfer@0.10: 44.76% | PCK-Transfer@0.05: 24.31% | PCK-Transfer@0.15: 58.43%
+
100%|██████████| 12/12 [00:03<00:00,  3.55it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.54it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.68it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.64it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.66it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.64it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.54it/s]
100%|██████████| 7/7 [00:01<00:00,  3.56it/s][2025-07-13 19:55:35] pottedplant...PCK-Transfer@0.10: 40.95% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 58.10%
+
100%|██████████| 7/7 [00:01<00:00,  3.59it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.65it/s][2025-07-13 19:55:36] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.64it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.62it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.57it/s]
 31%|███       | 4/13 [00:01<00:02,  3.54it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.56it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.55it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.54it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.59it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.63it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.60it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.65it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.59it/s]
100%|██████████| 13/13 [00:03<00:00,  3.55it/s][2025-07-13 19:55:39] sofa...PCK-Transfer@0.10: 42.09% | PCK-Transfer@0.05: 18.11% | PCK-Transfer@0.15: 54.73%
+
100%|██████████| 13/13 [00:03<00:00,  3.58it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 55%|█████▌    | 11/20 [00:02<00:02,  3.75it/s]
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+[2025-07-13 19:55:49] Weighted Per image PCK0.10: 57.90%, image PCK0.05: 39.28%, image PCK0.01: 68.66%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.7_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.7_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..ab3071dc4a1c599ea5a128aca269f0ca95a0ffcc
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.7_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-11 21:52:52] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.7_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.7_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.7_layer_20']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.52it/s][2025-07-11 21:54:23] tvmonitor...PCK-Transfer@0.10: 22.78% | PCK-Transfer@0.05: 13.33% | PCK-Transfer@0.15: 32.78%
+
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+[2025-07-11 21:54:23] Weighted Per image PCK0.10: 56.95%, image PCK0.05: 38.56%, image PCK0.01: 66.40%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.8_layer_10__t_0.8_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.8_layer_10__t_0.8_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..ad7c90294c32e44ff493c2faf5915942f3f51bc9
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.8_layer_10__t_0.8_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-13 20:16:16] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.8_layer_10__t_0.8_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.8_layer_10', 't_0.8_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.8_layer_10', 't_0.8_layer_18']
+Number of parameters corr net: 120
+
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 33%|███▎      | 2/6 [00:00<00:01,  3.37it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.30it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.30it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.27it/s]
100%|██████████| 6/6 [00:01<00:00,  3.24it/s][2025-07-13 20:16:38] boat...PCK-Transfer@0.10: 56.94% | PCK-Transfer@0.05: 44.44% | PCK-Transfer@0.15: 72.22%
+
100%|██████████| 6/6 [00:01<00:00,  3.27it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.28it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.39it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.34it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.33it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.34it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.31it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.40it/s]
100%|██████████| 8/8 [00:02<00:00,  3.37it/s][2025-07-13 20:16:40] bottle...PCK-Transfer@0.10: 67.19% | PCK-Transfer@0.05: 48.44% | PCK-Transfer@0.15: 79.69%
+
100%|██████████| 8/8 [00:02<00:00,  3.36it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.57it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.23it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.27it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.32it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.37it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.32it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.35it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.29it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.33it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.41it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.45it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.45it/s]
 41%|████      | 13/32 [00:03<00:05,  3.41it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.35it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.33it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.35it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.40it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.42it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.39it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.38it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.36it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.41it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.42it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.37it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.33it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.39it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.36it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.39it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.40it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.40it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.35it/s]
100%|██████████| 32/32 [00:09<00:00,  3.33it/s][2025-07-13 20:16:49] bus...PCK-Transfer@0.10: 78.75% | PCK-Transfer@0.05: 65.36% | PCK-Transfer@0.15: 84.22%
+
100%|██████████| 32/32 [00:09<00:00,  3.37it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.27it/s]
 11%|█         | 2/19 [00:00<00:04,  3.43it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.41it/s]
 21%|██        | 4/19 [00:01<00:04,  3.41it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.40it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.47it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.51it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.45it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.44it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.38it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.38it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.41it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.38it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.37it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.42it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.44it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.46it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.42it/s]
100%|██████████| 19/19 [00:05<00:00,  3.38it/s][2025-07-13 20:16:55] car...PCK-Transfer@0.10: 90.85% | PCK-Transfer@0.05: 82.73% | PCK-Transfer@0.15: 94.47%
+
100%|██████████| 19/19 [00:05<00:00,  3.41it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.30it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.41it/s]
 11%|█         | 3/27 [00:00<00:06,  3.49it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.44it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.46it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.45it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.43it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.43it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.46it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.46it/s]
 41%|████      | 11/27 [00:03<00:04,  3.44it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.41it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.47it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.47it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.51it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.54it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.47it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.44it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.44it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.49it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.48it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.53it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.52it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.51it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.51it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.51it/s]
100%|██████████| 27/27 [00:07<00:00,  3.49it/s][2025-07-13 20:17:03] cat...PCK-Transfer@0.10: 74.77% | PCK-Transfer@0.05: 57.80% | PCK-Transfer@0.15: 85.40%
+
100%|██████████| 27/27 [00:07<00:00,  3.47it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.43it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.40it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.40it/s]
 31%|███       | 4/13 [00:01<00:02,  3.42it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.43it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.46it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.44it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.40it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.38it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.33it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.34it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.40it/s]
100%|██████████| 13/13 [00:03<00:00,  3.42it/s][2025-07-13 20:17:07] chair...PCK-Transfer@0.10: 51.37% | PCK-Transfer@0.05: 32.67% | PCK-Transfer@0.15: 63.29%
+
100%|██████████| 13/13 [00:03<00:00,  3.40it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.36it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.40it/s]
100%|██████████| 3/3 [00:00<00:00,  3.40it/s][2025-07-13 20:17:08] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.40it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.34it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.36it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.42it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.40it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.44it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.46it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.46it/s]
100%|██████████| 8/8 [00:02<00:00,  3.43it/s][2025-07-13 20:17:10] diningtable...PCK-Transfer@0.10: 51.04% | PCK-Transfer@0.05: 38.54% | PCK-Transfer@0.15: 71.35%
+
100%|██████████| 8/8 [00:02<00:00,  3.43it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.28it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.37it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.44it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.38it/s]
 21%|██        | 5/24 [00:01<00:05,  3.41it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.42it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.45it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.46it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.44it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.41it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.43it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.42it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.42it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.40it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.43it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.41it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.42it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.43it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.42it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.44it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.43it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.42it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.40it/s]
100%|██████████| 24/24 [00:07<00:00,  3.41it/s][2025-07-13 20:17:17] dog...PCK-Transfer@0.10: 77.47% | PCK-Transfer@0.05: 55.30% | PCK-Transfer@0.15: 84.74%
+
100%|██████████| 24/24 [00:07<00:00,  3.42it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.47it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.49it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.44it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.40it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.45it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.45it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.50it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.48it/s]
100%|██████████| 9/9 [00:02<00:00,  3.44it/s][2025-07-13 20:17:20] horse...PCK-Transfer@0.10: 76.43% | PCK-Transfer@0.05: 55.93% | PCK-Transfer@0.15: 89.60%
+
100%|██████████| 9/9 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.37it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.44it/s]
 11%|█         | 3/27 [00:00<00:06,  3.48it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.45it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.54it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.48it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.46it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.48it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.47it/s]
 41%|████      | 11/27 [00:03<00:04,  3.46it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.44it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.44it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.42it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.43it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.44it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.46it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.45it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.44it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.45it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.44it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.40it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.40it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.40it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.36it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.37it/s]
100%|██████████| 27/27 [00:07<00:00,  3.39it/s][2025-07-13 20:17:27] motorbike...PCK-Transfer@0.10: 79.94% | PCK-Transfer@0.05: 56.06% | PCK-Transfer@0.15: 88.88%
+
100%|██████████| 27/27 [00:07<00:00,  3.43it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.46it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.31it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.32it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.32it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.41it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.44it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.49it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.47it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.50it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.47it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.50it/s]
100%|██████████| 12/12 [00:03<00:00,  3.46it/s][2025-07-13 20:17:31] person...PCK-Transfer@0.10: 59.69% | PCK-Transfer@0.05: 38.80% | PCK-Transfer@0.15: 73.18%
+
100%|██████████| 12/12 [00:03<00:00,  3.44it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.60it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.61it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.53it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.55it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.56it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.47it/s]
100%|██████████| 7/7 [00:01<00:00,  3.48it/s][2025-07-13 20:17:33] pottedplant...PCK-Transfer@0.10: 48.10% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 64.76%
+
100%|██████████| 7/7 [00:01<00:00,  3.51it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.51it/s][2025-07-13 20:17:33] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.50it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.51it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.48it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.47it/s]
 31%|███       | 4/13 [00:01<00:02,  3.45it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.46it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.43it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.43it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.45it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.48it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.46it/s]
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+[2025-07-13 20:17:47] Weighted Per image PCK0.10: 71.43%, image PCK0.05: 53.74%, image PCK0.01: 80.98%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.8_layer_9__t_0.8_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.8_layer_9__t_0.8_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..ae2b9fa215951c67441000829eac1e04f3fb21da
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_10__t_0.8_layer_9__t_0.8_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 20:08:29] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_10__t_0.8_layer_9__t_0.8_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_10', 't_0.8_layer_9', 't_0.8_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_10', 't_0.8_layer_9', 't_0.8_layer_11']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.66it/s][2025-07-13 20:09:56] tvmonitor...PCK-Transfer@0.10: 32.22% | PCK-Transfer@0.05: 16.11% | PCK-Transfer@0.15: 48.89%
+
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+[2025-07-13 20:09:56] Weighted Per image PCK0.10: 68.86%, image PCK0.05: 48.09%, image PCK0.01: 79.80%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..bbe59f2fdb774a15d2f40d20d3851f343fd5c88e
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-11 22:00:06] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.3_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.3_layer_12']
+Number of parameters corr net: 120
+
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100%|██████████| 30/30 [00:09<00:00,  3.30it/s][2025-07-11 22:00:23] bicycle...PCK-Transfer@0.10: 94.42% | PCK-Transfer@0.05: 80.42% | PCK-Transfer@0.15: 95.64%
+
100%|██████████| 30/30 [00:09<00:00,  3.12it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.30it/s]
 20%|██        | 2/10 [00:00<00:02,  3.27it/s]
 30%|███       | 3/10 [00:00<00:02,  3.22it/s]
 40%|████      | 4/10 [00:01<00:01,  3.25it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.30it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.28it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.32it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.33it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.28it/s]
100%|██████████| 10/10 [00:03<00:00,  3.26it/s][2025-07-11 22:00:26] bird...PCK-Transfer@0.10: 88.69% | PCK-Transfer@0.05: 73.42% | PCK-Transfer@0.15: 95.42%
+
100%|██████████| 10/10 [00:03<00:00,  3.28it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.34it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.41it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.39it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.34it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.25it/s]
100%|██████████| 6/6 [00:01<00:00,  3.34it/s][2025-07-11 22:00:28] boat...PCK-Transfer@0.10: 66.67% | PCK-Transfer@0.05: 52.78% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 6/6 [00:01<00:00,  3.34it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.30it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.34it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.32it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.31it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.33it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.32it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.40it/s]
100%|██████████| 8/8 [00:02<00:00,  3.34it/s][2025-07-11 22:00:30] bottle...PCK-Transfer@0.10: 76.56% | PCK-Transfer@0.05: 54.69% | PCK-Transfer@0.15: 79.69%
+
100%|██████████| 8/8 [00:02<00:00,  3.34it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.37it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.32it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.23it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.26it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.29it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.25it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.23it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.20it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.22it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.28it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.31it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.30it/s]
 41%|████      | 13/32 [00:03<00:05,  3.30it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.32it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.33it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.33it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.41it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.41it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.35it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.32it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.32it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.42it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.48it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.49it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.47it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.46it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.37it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.36it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.37it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.36it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.30it/s]
100%|██████████| 32/32 [00:09<00:00,  3.28it/s][2025-07-11 22:00:40] bus...PCK-Transfer@0.10: 82.66% | PCK-Transfer@0.05: 74.32% | PCK-Transfer@0.15: 87.45%
+
100%|██████████| 32/32 [00:09<00:00,  3.33it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.13it/s]
 11%|█         | 2/19 [00:00<00:05,  3.23it/s]
 16%|█▌        | 3/19 [00:00<00:05,  3.16it/s]
 21%|██        | 4/19 [00:01<00:04,  3.20it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.21it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.28it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.32it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.29it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.29it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.25it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.26it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.28it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.28it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.27it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.30it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.25it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.22it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.21it/s]
100%|██████████| 19/19 [00:05<00:00,  3.20it/s][2025-07-11 22:00:46] car...PCK-Transfer@0.10: 89.53% | PCK-Transfer@0.05: 83.15% | PCK-Transfer@0.15: 92.68%
+
100%|██████████| 19/19 [00:05<00:00,  3.24it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.14it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.23it/s]
 11%|█         | 3/27 [00:00<00:07,  3.27it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.23it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.25it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.24it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.22it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.22it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.22it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.21it/s]
 41%|████      | 11/27 [00:03<00:05,  3.18it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.17it/s]
 48%|████▊     | 13/27 [00:04<00:04,  3.22it/s]
 52%|█████▏    | 14/27 [00:04<00:04,  3.22it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.28it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.31it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.25it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.24it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.22it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.27it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.26it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.29it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.28it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.26it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.25it/s]
 96%|█████████▋| 26/27 [00:08<00:00,  3.26it/s]
100%|██████████| 27/27 [00:08<00:00,  3.24it/s][2025-07-11 22:00:54] cat...PCK-Transfer@0.10: 82.63% | PCK-Transfer@0.05: 67.39% | PCK-Transfer@0.15: 86.54%
+
100%|██████████| 27/27 [00:08<00:00,  3.24it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.04it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.08it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.09it/s]
 31%|███       | 4/13 [00:01<00:02,  3.14it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.18it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.22it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.22it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.19it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.15it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.14it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.13it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.19it/s]
100%|██████████| 13/13 [00:04<00:00,  3.19it/s][2025-07-11 22:00:58] chair...PCK-Transfer@0.10: 57.22% | PCK-Transfer@0.05: 37.63% | PCK-Transfer@0.15: 60.58%
+
100%|██████████| 13/13 [00:04<00:00,  3.17it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.14it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.20it/s]
100%|██████████| 3/3 [00:00<00:00,  3.24it/s][2025-07-11 22:00:59] cow...PCK-Transfer@0.10: 95.83% | PCK-Transfer@0.05: 77.08% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.22it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.15it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.15it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.23it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.19it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.21it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.23it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.23it/s]
100%|██████████| 8/8 [00:02<00:00,  3.15it/s][2025-07-11 22:01:02] diningtable...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 34.90% | PCK-Transfer@0.15: 59.38%
+
100%|██████████| 8/8 [00:02<00:00,  3.19it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  2.97it/s]
  8%|▊         | 2/24 [00:00<00:07,  3.11it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.19it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.16it/s]
 21%|██        | 5/24 [00:01<00:05,  3.19it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.22it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.22it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.22it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.19it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.13it/s]
 46%|████▌     | 11/24 [00:03<00:04,  3.20it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.23it/s]
 54%|█████▍    | 13/24 [00:04<00:03,  3.08it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.08it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.17it/s]
 67%|██████▋   | 16/24 [00:05<00:02,  3.18it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.20it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.21it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.24it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.31it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.30it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.26it/s]
 96%|█████████▌| 23/24 [00:07<00:00,  3.28it/s]
100%|██████████| 24/24 [00:07<00:00,  3.29it/s][2025-07-11 22:01:09] dog...PCK-Transfer@0.10: 84.79% | PCK-Transfer@0.05: 69.05% | PCK-Transfer@0.15: 90.43%
+
100%|██████████| 24/24 [00:07<00:00,  3.21it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.34it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.26it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.05it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.07it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.14it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.16it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.23it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.25it/s]
100%|██████████| 9/9 [00:02<00:00,  3.22it/s][2025-07-11 22:01:12] horse...PCK-Transfer@0.10: 83.89% | PCK-Transfer@0.05: 67.28% | PCK-Transfer@0.15: 91.30%
+
100%|██████████| 9/9 [00:02<00:00,  3.19it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:09,  2.81it/s]
  7%|▋         | 2/27 [00:00<00:08,  3.05it/s]
 11%|█         | 3/27 [00:00<00:07,  3.15it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.16it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.21it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.16it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.20it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.25it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.25it/s]
 41%|████      | 11/27 [00:03<00:04,  3.24it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.25it/s]
 48%|████▊     | 13/27 [00:04<00:04,  3.29it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.30it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.30it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.29it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.32it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.30it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.29it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.25it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.26it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.26it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.29it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.31it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.28it/s]
 96%|█████████▋| 26/27 [00:08<00:00,  3.28it/s]
100%|██████████| 27/27 [00:08<00:00,  3.31it/s][2025-07-11 22:01:20] motorbike...PCK-Transfer@0.10: 90.65% | PCK-Transfer@0.05: 71.24% | PCK-Transfer@0.15: 96.49%
+
100%|██████████| 27/27 [00:08<00:00,  3.25it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.34it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.30it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.23it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.24it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.32it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.33it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.34it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.35it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.38it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.38it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.40it/s]
100%|██████████| 12/12 [00:03<00:00,  3.38it/s][2025-07-11 22:01:24] person...PCK-Transfer@0.10: 77.49% | PCK-Transfer@0.05: 57.32% | PCK-Transfer@0.15: 82.85%
+
100%|██████████| 12/12 [00:03<00:00,  3.32it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.37it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.25it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.18it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.24it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.28it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.26it/s]
100%|██████████| 7/7 [00:02<00:00,  3.28it/s][2025-07-11 22:01:26] pottedplant...PCK-Transfer@0.10: 68.57% | PCK-Transfer@0.05: 44.29% | PCK-Transfer@0.15: 80.48%
+
100%|██████████| 7/7 [00:02<00:00,  3.26it/s]
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+[2025-07-11 22:01:40] Weighted Per image PCK0.10: 80.62%, image PCK0.05: 64.66%, image PCK0.01: 85.74%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_12__t_0.7_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_12__t_0.7_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..48ba9c8bdcdecf12c887aeb5bbfa508fd5347fc4
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_12__t_0.7_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 20:50:41] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_12__t_0.7_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.3_layer_12', 't_0.7_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.3_layer_12', 't_0.7_layer_13']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.64it/s][2025-07-13 20:52:08] tvmonitor...PCK-Transfer@0.10: 43.89% | PCK-Transfer@0.05: 27.78% | PCK-Transfer@0.15: 60.00%
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+[2025-07-13 20:52:08] Weighted Per image PCK0.10: 67.42%, image PCK0.05: 49.45%, image PCK0.01: 78.85%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_12__t_0.7_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_12__t_0.7_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..397605c9c2a06b1e83a339c5c1cf43f10f521d8e
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_12__t_0.7_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 20:52:13] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_12__t_0.7_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.3_layer_12', 't_0.7_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.3_layer_12', 't_0.7_layer_15']
+Number of parameters corr net: 120
+
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 43%|████▎     | 13/30 [00:03<00:05,  3.39it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.39it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.42it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.40it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.44it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.41it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.44it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.45it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.42it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.42it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.46it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.43it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.36it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.39it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.42it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.47it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.49it/s]
100%|██████████| 30/30 [00:08<00:00,  3.48it/s][2025-07-13 20:52:29] bicycle...PCK-Transfer@0.10: 79.18% | PCK-Transfer@0.05: 65.55% | PCK-Transfer@0.15: 84.94%
+
100%|██████████| 30/30 [00:08<00:00,  3.40it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.44it/s]
 20%|██        | 2/10 [00:00<00:02,  3.45it/s]
 30%|███       | 3/10 [00:00<00:01,  3.57it/s]
 40%|████      | 4/10 [00:01<00:01,  3.52it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.34it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.43it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.47it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.38it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.42it/s]
100%|██████████| 10/10 [00:02<00:00,  3.49it/s][2025-07-13 20:52:32] bird...PCK-Transfer@0.10: 72.92% | PCK-Transfer@0.05: 48.17% | PCK-Transfer@0.15: 88.33%
+
100%|██████████| 10/10 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.39it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.43it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.43it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.52it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.61it/s]
100%|██████████| 6/6 [00:01<00:00,  3.56it/s][2025-07-13 20:52:34] boat...PCK-Transfer@0.10: 51.39% | PCK-Transfer@0.05: 26.39% | PCK-Transfer@0.15: 72.22%
+
100%|██████████| 6/6 [00:01<00:00,  3.52it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.49it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.42it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.51it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.55it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.58it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.61it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.58it/s]
100%|██████████| 8/8 [00:02<00:00,  3.58it/s][2025-07-13 20:52:36] bottle...PCK-Transfer@0.10: 53.12% | PCK-Transfer@0.05: 42.19% | PCK-Transfer@0.15: 64.06%
+
100%|██████████| 8/8 [00:02<00:00,  3.56it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  2.96it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.19it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.32it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.43it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.34it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.40it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.38it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.46it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.50it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.47it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.46it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.47it/s]
 41%|████      | 13/32 [00:03<00:05,  3.52it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.56it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.54it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.52it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.51it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.44it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.35it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.27it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.39it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.39it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.42it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.21it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.35it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.39it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.45it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.43it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.43it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.45it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.51it/s]
100%|██████████| 32/32 [00:09<00:00,  3.52it/s][2025-07-13 20:52:45] bus...PCK-Transfer@0.10: 71.35% | PCK-Transfer@0.05: 50.78% | PCK-Transfer@0.15: 77.86%
+
100%|██████████| 32/32 [00:09<00:00,  3.43it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.38it/s]
 11%|█         | 2/19 [00:00<00:04,  3.47it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.46it/s]
 21%|██        | 4/19 [00:01<00:04,  3.50it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.29it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.34it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.36it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.45it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.47it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.52it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.56it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.54it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.57it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.55it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.54it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.55it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.54it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.57it/s]
100%|██████████| 19/19 [00:05<00:00,  3.63it/s][2025-07-13 20:52:51] car...PCK-Transfer@0.10: 87.56% | PCK-Transfer@0.05: 74.43% | PCK-Transfer@0.15: 91.55%
+
100%|██████████| 19/19 [00:05<00:00,  3.51it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.05it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.28it/s]
 11%|█         | 3/27 [00:00<00:07,  3.28it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.41it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.31it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.33it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.35it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.41it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.32it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.40it/s]
 41%|████      | 11/27 [00:03<00:04,  3.47it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.54it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.49it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.50it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.49it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.50it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.52it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.47it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.51it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.50it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.51it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.51it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.53it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.54it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.54it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.53it/s]
100%|██████████| 27/27 [00:07<00:00,  3.52it/s][2025-07-13 20:52:59] cat...PCK-Transfer@0.10: 77.32% | PCK-Transfer@0.05: 60.78% | PCK-Transfer@0.15: 84.63%
+
100%|██████████| 27/27 [00:07<00:00,  3.46it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.29it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.52it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.22it/s]
 31%|███       | 4/13 [00:01<00:02,  3.32it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.37it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.33it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.41it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.51it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.57it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.61it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.61it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.61it/s]
100%|██████████| 13/13 [00:03<00:00,  3.61it/s][2025-07-13 20:53:02] chair...PCK-Transfer@0.10: 41.86% | PCK-Transfer@0.05: 26.35% | PCK-Transfer@0.15: 53.61%
+
100%|██████████| 13/13 [00:03<00:00,  3.50it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.87it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.11it/s]
100%|██████████| 3/3 [00:00<00:00,  3.31it/s][2025-07-13 20:53:03] cow...PCK-Transfer@0.10: 83.33% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.22it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.33it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.45it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.51it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.61it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.61it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.59it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.61it/s]
100%|██████████| 8/8 [00:02<00:00,  3.64it/s][2025-07-13 20:53:05] diningtable...PCK-Transfer@0.10: 48.44% | PCK-Transfer@0.05: 22.40% | PCK-Transfer@0.15: 55.21%
+
100%|██████████| 8/8 [00:02<00:00,  3.59it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.31it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.46it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.48it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.34it/s]
 21%|██        | 5/24 [00:01<00:05,  3.41it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.45it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.45it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.49it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.52it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.59it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.62it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.63it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.64it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.62it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.63it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.60it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.63it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.61it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.61it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.57it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.60it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.62it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.63it/s]
100%|██████████| 24/24 [00:06<00:00,  3.63it/s][2025-07-13 20:53:12] dog...PCK-Transfer@0.10: 63.36% | PCK-Transfer@0.05: 45.30% | PCK-Transfer@0.15: 81.12%
+
100%|██████████| 24/24 [00:06<00:00,  3.57it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.22it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.43it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.55it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.65it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.61it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.57it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.53it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.54it/s]
100%|██████████| 9/9 [00:02<00:00,  3.57it/s][2025-07-13 20:53:15] horse...PCK-Transfer@0.10: 71.14% | PCK-Transfer@0.05: 46.53% | PCK-Transfer@0.15: 76.01%
+
100%|██████████| 9/9 [00:02<00:00,  3.55it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.07it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.52it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.60it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.59it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.60it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.60it/s]
 41%|████      | 11/27 [00:03<00:04,  3.62it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.64it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.67it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.67it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.67it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.64it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.62it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.65it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.66it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.64it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.64it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.70it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.67it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.69it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.75it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.73it/s]
100%|██████████| 27/27 [00:07<00:00,  3.71it/s][2025-07-13 20:53:22] motorbike...PCK-Transfer@0.10: 76.08% | PCK-Transfer@0.05: 50.50% | PCK-Transfer@0.15: 85.31%
+
100%|██████████| 27/27 [00:07<00:00,  3.63it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
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 25%|██▌       | 3/12 [00:00<00:02,  3.57it/s]
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 42%|████▏     | 5/12 [00:01<00:01,  3.56it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.57it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.56it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.60it/s][2025-07-13 20:53:37] train...PCK-Transfer@0.10: 64.75% | PCK-Transfer@0.05: 44.25% | PCK-Transfer@0.15: 82.00%
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+[2025-07-13 20:53:41] Weighted Per image PCK0.10: 66.53%, image PCK0.05: 47.72%, image PCK0.01: 77.52%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_12__t_0.8_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_12__t_0.8_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..a68c34aa9a2cefd969880cd053c2d3ad9a342a60
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_12__t_0.8_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-13 20:55:21] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_12__t_0.8_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.3_layer_12', 't_0.8_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.3_layer_12', 't_0.8_layer_10']
+Number of parameters corr net: 120
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+
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+[2025-07-13 20:56:51] Weighted Per image PCK0.10: 76.11%, image PCK0.05: 58.34%, image PCK0.01: 83.63%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_13__t_0.6_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_13__t_0.6_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..1bdbd2ea9ae3648d2ad065d3b2b10ee508195ffa
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_13__t_0.6_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 21:11:04] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_13__t_0.6_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.3_layer_13', 't_0.6_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.3_layer_13', 't_0.6_layer_9']
+Number of parameters corr net: 120
+
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 93%|█████████▎| 14/15 [00:07<00:00,  3.32it/s]
100%|██████████| 15/15 [00:07<00:00,  3.39it/s][2025-07-13 21:11:13] aeroplane...PCK-Transfer@0.10: 76.19% | PCK-Transfer@0.05: 58.63% | PCK-Transfer@0.15: 84.78%
+
100%|██████████| 15/15 [00:07<00:00,  2.00it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:10,  2.74it/s]
  7%|▋         | 2/30 [00:00<00:09,  3.02it/s]
 10%|█         | 3/30 [00:00<00:08,  3.18it/s]
 13%|█▎        | 4/30 [00:01<00:08,  3.13it/s]
 17%|█▋        | 5/30 [00:01<00:08,  3.10it/s]
 20%|██        | 6/30 [00:01<00:07,  3.15it/s]
 23%|██▎       | 7/30 [00:02<00:07,  3.20it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.18it/s]
 30%|███       | 9/30 [00:02<00:06,  3.19it/s]
 33%|███▎      | 10/30 [00:03<00:06,  3.09it/s]
 37%|███▋      | 11/30 [00:03<00:06,  3.12it/s]
 40%|████      | 12/30 [00:03<00:05,  3.17it/s]
 43%|████▎     | 13/30 [00:04<00:05,  3.19it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.27it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.30it/s]
 53%|█████▎    | 16/30 [00:05<00:04,  3.30it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.31it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.35it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.34it/s]
 67%|██████▋   | 20/30 [00:06<00:02,  3.39it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.41it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.40it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.38it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.36it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.38it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.30it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.31it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.22it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.23it/s]
100%|██████████| 30/30 [00:09<00:00,  3.32it/s][2025-07-13 21:11:22] bicycle...PCK-Transfer@0.10: 72.45% | PCK-Transfer@0.05: 56.70% | PCK-Transfer@0.15: 80.64%
+
100%|██████████| 30/30 [00:09<00:00,  3.25it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.51it/s]
 20%|██        | 2/10 [00:00<00:02,  3.42it/s]
 30%|███       | 3/10 [00:00<00:02,  3.44it/s]
 40%|████      | 4/10 [00:01<00:01,  3.48it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.53it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.49it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.52it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.51it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.53it/s]
100%|██████████| 10/10 [00:02<00:00,  3.53it/s][2025-07-13 21:11:25] bird...PCK-Transfer@0.10: 72.92% | PCK-Transfer@0.05: 49.81% | PCK-Transfer@0.15: 84.72%
+
100%|██████████| 10/10 [00:02<00:00,  3.51it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.69it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.63it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.60it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.52it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.52it/s]
100%|██████████| 6/6 [00:01<00:00,  3.58it/s][2025-07-13 21:11:26] boat...PCK-Transfer@0.10: 47.22% | PCK-Transfer@0.05: 23.61% | PCK-Transfer@0.15: 68.06%
+
100%|██████████| 6/6 [00:01<00:00,  3.58it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.53it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.54it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.49it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.52it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.55it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.54it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.62it/s]
100%|██████████| 8/8 [00:02<00:00,  3.60it/s][2025-07-13 21:11:29] bottle...PCK-Transfer@0.10: 57.81% | PCK-Transfer@0.05: 40.62% | PCK-Transfer@0.15: 68.75%
+
100%|██████████| 8/8 [00:02<00:00,  3.57it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.75it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.66it/s]
  9%|▉         | 3/32 [00:00<00:07,  3.63it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.63it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.65it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.56it/s]
 22%|██▏       | 7/32 [00:01<00:06,  3.58it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.52it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.55it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.63it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.66it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.65it/s]
 41%|████      | 13/32 [00:03<00:05,  3.57it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.55it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.59it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.58it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.65it/s]
 56%|█████▋    | 18/32 [00:04<00:03,  3.65it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.64it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.60it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.57it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.62it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.63it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.52it/s]
 78%|███████▊  | 25/32 [00:06<00:02,  3.44it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.40it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.42it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.48it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.51it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.53it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.49it/s]
100%|██████████| 32/32 [00:08<00:00,  3.48it/s][2025-07-13 21:11:38] bus...PCK-Transfer@0.10: 67.81% | PCK-Transfer@0.05: 50.63% | PCK-Transfer@0.15: 76.67%
+
100%|██████████| 32/32 [00:08<00:00,  3.56it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:07,  2.36it/s]
 11%|█         | 2/19 [00:00<00:06,  2.82it/s]
 16%|█▌        | 3/19 [00:01<00:05,  3.08it/s]
 21%|██        | 4/19 [00:01<00:04,  3.22it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.27it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.40it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.48it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.45it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.49it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.44it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.44it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.53it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.49it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.51it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.61it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.63it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.67it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.63it/s]
100%|██████████| 19/19 [00:05<00:00,  3.58it/s][2025-07-13 21:11:43] car...PCK-Transfer@0.10: 86.21% | PCK-Transfer@0.05: 71.70% | PCK-Transfer@0.15: 90.49%
+
100%|██████████| 19/19 [00:05<00:00,  3.44it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.48it/s]
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 11%|█         | 3/27 [00:00<00:06,  3.68it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.59it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.59it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.61it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.58it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.59it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.62it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.63it/s]
 41%|████      | 11/27 [00:03<00:04,  3.60it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.52it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.59it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.59it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.57it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.42it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.31it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.18it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.24it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.27it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.34it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.38it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.43it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.48it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.52it/s]
100%|██████████| 27/27 [00:07<00:00,  3.53it/s][2025-07-13 21:11:51] cat...PCK-Transfer@0.10: 69.72% | PCK-Transfer@0.05: 51.23% | PCK-Transfer@0.15: 79.50%
+
100%|██████████| 27/27 [00:07<00:00,  3.49it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.49it/s]
 15%|█▌        | 2/13 [00:00<00:04,  2.73it/s]
 23%|██▎       | 3/13 [00:01<00:03,  2.97it/s]
 31%|███       | 4/13 [00:01<00:02,  3.14it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.24it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.31it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.33it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.28it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.29it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.31it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.30it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.28it/s]
100%|██████████| 13/13 [00:04<00:00,  3.28it/s][2025-07-13 21:11:55] chair...PCK-Transfer@0.10: 40.92% | PCK-Transfer@0.05: 22.76% | PCK-Transfer@0.15: 56.71%
+
100%|██████████| 13/13 [00:04<00:00,  3.21it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.09it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.25it/s]
100%|██████████| 3/3 [00:00<00:00,  3.34it/s][2025-07-13 21:11:56] cow...PCK-Transfer@0.10: 77.08% | PCK-Transfer@0.05: 41.67% | PCK-Transfer@0.15: 89.58%
+
100%|██████████| 3/3 [00:00<00:00,  3.29it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.85it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.11it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.29it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.30it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.36it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.40it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.43it/s]
100%|██████████| 8/8 [00:02<00:00,  3.43it/s][2025-07-13 21:11:58] diningtable...PCK-Transfer@0.10: 45.31% | PCK-Transfer@0.05: 16.15% | PCK-Transfer@0.15: 55.73%
+
100%|██████████| 8/8 [00:02<00:00,  3.35it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:08,  2.73it/s]
  8%|▊         | 2/24 [00:00<00:07,  3.04it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.26it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.30it/s]
 21%|██        | 5/24 [00:01<00:05,  3.35it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.39it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.46it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.49it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.52it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.46it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.38it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.38it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.44it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.47it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.49it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.46it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.43it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.42it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.41it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.47it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.44it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.46it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.47it/s]
100%|██████████| 24/24 [00:07<00:00,  3.48it/s][2025-07-13 21:12:05] dog...PCK-Transfer@0.10: 61.35% | PCK-Transfer@0.05: 42.10% | PCK-Transfer@0.15: 79.77%
+
100%|██████████| 24/24 [00:07<00:00,  3.42it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.48it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.52it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.46it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.44it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.51it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.55it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.63it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.63it/s]
100%|██████████| 9/9 [00:02<00:00,  3.59it/s][2025-07-13 21:12:08] horse...PCK-Transfer@0.10: 67.96% | PCK-Transfer@0.05: 41.64% | PCK-Transfer@0.15: 76.14%
+
100%|██████████| 9/9 [00:02<00:00,  3.55it/s]
+
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 41%|████      | 11/27 [00:03<00:04,  3.61it/s]
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100%|██████████| 7/7 [00:01<00:00,  3.61it/s][2025-07-13 21:12:21] pottedplant...PCK-Transfer@0.10: 41.90% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 70.95%
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100%|██████████| 20/20 [00:05<00:00,  3.79it/s][2025-07-13 21:12:30] train...PCK-Transfer@0.10: 61.50% | PCK-Transfer@0.05: 44.25% | PCK-Transfer@0.15: 77.75%
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100%|██████████| 15/15 [00:04<00:00,  3.54it/s][2025-07-13 21:12:35] tvmonitor...PCK-Transfer@0.10: 38.89% | PCK-Transfer@0.05: 19.44% | PCK-Transfer@0.15: 51.67%
+
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+[2025-07-13 21:12:35] Weighted Per image PCK0.10: 62.73%, image PCK0.05: 43.75%, image PCK0.01: 75.05%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_15__t_0.5_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_15__t_0.5_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..ebc919c7bdd47a6319f2fdd6d4b35a1bf01ba4ab
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_15__t_0.5_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-13 21:36:00] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_15__t_0.5_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.3_layer_15', 't_0.5_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.3_layer_15', 't_0.5_layer_11']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.11it/s][2025-07-13 21:36:32] bus...PCK-Transfer@0.10: 81.35% | PCK-Transfer@0.05: 71.98% | PCK-Transfer@0.15: 84.74%
+
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100%|██████████| 19/19 [00:05<00:00,  3.42it/s][2025-07-13 21:36:38] car...PCK-Transfer@0.10: 90.27% | PCK-Transfer@0.05: 82.75% | PCK-Transfer@0.15: 93.13%
+
100%|██████████| 19/19 [00:05<00:00,  3.38it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.51it/s][2025-07-13 21:36:45] cat...PCK-Transfer@0.10: 86.25% | PCK-Transfer@0.05: 70.61% | PCK-Transfer@0.15: 90.69%
+
100%|██████████| 27/27 [00:07<00:00,  3.48it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.43it/s][2025-07-13 21:36:49] chair...PCK-Transfer@0.10: 51.73% | PCK-Transfer@0.05: 35.85% | PCK-Transfer@0.15: 59.53%
+
100%|██████████| 13/13 [00:03<00:00,  3.41it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.47it/s][2025-07-13 21:36:50] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.44it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.46it/s][2025-07-13 21:36:52] diningtable...PCK-Transfer@0.10: 44.79% | PCK-Transfer@0.05: 23.96% | PCK-Transfer@0.15: 65.10%
+
100%|██████████| 8/8 [00:02<00:00,  3.43it/s]
+
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100%|██████████| 24/24 [00:07<00:00,  3.41it/s][2025-07-13 21:36:59] dog...PCK-Transfer@0.10: 78.58% | PCK-Transfer@0.05: 62.98% | PCK-Transfer@0.15: 88.90%
+
100%|██████████| 24/24 [00:07<00:00,  3.42it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.50it/s][2025-07-13 21:37:02] horse...PCK-Transfer@0.10: 80.26% | PCK-Transfer@0.05: 65.85% | PCK-Transfer@0.15: 86.88%
+
100%|██████████| 9/9 [00:02<00:00,  3.47it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.40it/s][2025-07-13 21:37:10] motorbike...PCK-Transfer@0.10: 85.46% | PCK-Transfer@0.05: 61.19% | PCK-Transfer@0.15: 91.32%
+
100%|██████████| 27/27 [00:07<00:00,  3.42it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.47it/s][2025-07-13 21:37:13] person...PCK-Transfer@0.10: 62.41% | PCK-Transfer@0.05: 44.82% | PCK-Transfer@0.15: 76.10%
+
100%|██████████| 12/12 [00:03<00:00,  3.47it/s]
+
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100%|██████████| 7/7 [00:01<00:00,  3.54it/s][2025-07-13 21:37:15] pottedplant...PCK-Transfer@0.10: 54.29% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 70.95%
+
100%|██████████| 7/7 [00:01<00:00,  3.55it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.50it/s][2025-07-13 21:37:16] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.49it/s]
+
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 62%|██████▏   | 8/13 [00:02<00:01,  3.39it/s]
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100%|██████████| 13/13 [00:03<00:00,  3.38it/s][2025-07-13 21:37:20] sofa...PCK-Transfer@0.10: 55.99% | PCK-Transfer@0.05: 39.29% | PCK-Transfer@0.15: 70.56%
+
100%|██████████| 13/13 [00:03<00:00,  3.40it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.62it/s][2025-07-13 21:37:25] train...PCK-Transfer@0.10: 72.75% | PCK-Transfer@0.05: 46.25% | PCK-Transfer@0.15: 78.75%
+
100%|██████████| 20/20 [00:05<00:00,  3.59it/s]
+
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 80%|████████  | 12/15 [00:03<00:00,  3.48it/s]
 87%|████████▋ | 13/15 [00:03<00:00,  3.52it/s]
 93%|█████████▎| 14/15 [00:03<00:00,  3.56it/s]
100%|██████████| 15/15 [00:04<00:00,  3.53it/s][2025-07-13 21:37:29] tvmonitor...PCK-Transfer@0.10: 42.22% | PCK-Transfer@0.05: 30.00% | PCK-Transfer@0.15: 57.22%
+
100%|██████████| 15/15 [00:04<00:00,  3.52it/s]
+[2025-07-13 21:37:29] Weighted Per image PCK0.10: 75.02%, image PCK0.05: 58.46%, image PCK0.01: 83.07%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_18__t_0.7_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_18__t_0.7_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..09c335e83b559367cca5c2512b11bbc322b3e5f2
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_18__t_0.7_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 22:22:54] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_18__t_0.7_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.3_layer_18', 't_0.7_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.3_layer_18', 't_0.7_layer_20']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:01<00:00,  3.59it/s][2025-07-13 22:24:08] pottedplant...PCK-Transfer@0.10: 37.14% | PCK-Transfer@0.05: 17.14% | PCK-Transfer@0.15: 49.05%
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100%|██████████| 15/15 [00:04<00:00,  3.65it/s][2025-07-13 22:24:22] tvmonitor...PCK-Transfer@0.10: 27.78% | PCK-Transfer@0.05: 23.33% | PCK-Transfer@0.15: 35.56%
+
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+[2025-07-13 22:24:22] Weighted Per image PCK0.10: 54.41%, image PCK0.05: 36.85%, image PCK0.01: 63.38%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_20__t_0.7_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_20__t_0.7_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..477fc48bf527d5dbee5d8c72e45902b543e5c0ab
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_20__t_0.7_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 22:50:58] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_20__t_0.7_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.3_layer_20', 't_0.7_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.3_layer_20', 't_0.7_layer_20']
+Number of parameters corr net: 120
+
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 53%|█████▎    | 17/32 [00:04<00:04,  3.57it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.59it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.59it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.50it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.52it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.56it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.56it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.55it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.53it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.58it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.56it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.59it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.62it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.64it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.56it/s]
100%|██████████| 32/32 [00:09<00:00,  3.55it/s][2025-07-13 22:51:30] bus...PCK-Transfer@0.10: 40.99% | PCK-Transfer@0.05: 24.84% | PCK-Transfer@0.15: 49.06%
+
100%|██████████| 32/32 [00:09<00:00,  3.52it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.91it/s]
 11%|█         | 2/19 [00:00<00:05,  3.30it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.37it/s]
 21%|██        | 4/19 [00:01<00:04,  3.41it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.50it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.59it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.51it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.53it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.50it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.51it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.53it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.48it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.42it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.50it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.53it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.58it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.57it/s]
100%|██████████| 19/19 [00:05<00:00,  3.53it/s][2025-07-13 22:51:35] car...PCK-Transfer@0.10: 58.37% | PCK-Transfer@0.05: 45.68% | PCK-Transfer@0.15: 64.95%
+
100%|██████████| 19/19 [00:05<00:00,  3.49it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.48it/s]
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 11%|█         | 3/27 [00:00<00:06,  3.63it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.57it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.62it/s]
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 33%|███▎      | 9/27 [00:02<00:04,  3.60it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.60it/s]
 41%|████      | 11/27 [00:03<00:04,  3.57it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.52it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.64it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.69it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.62it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.57it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.57it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.63it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.63it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.65it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.64it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.63it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.62it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.59it/s]
100%|██████████| 27/27 [00:07<00:00,  3.59it/s][2025-07-13 22:51:43] cat...PCK-Transfer@0.10: 62.56% | PCK-Transfer@0.05: 42.36% | PCK-Transfer@0.15: 73.03%
+
100%|██████████| 27/27 [00:07<00:00,  3.60it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.92it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.14it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.21it/s]
 31%|███       | 4/13 [00:01<00:02,  3.34it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.43it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.49it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.51it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.50it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.51it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.49it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.48it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.53it/s]
100%|██████████| 13/13 [00:03<00:00,  3.52it/s][2025-07-13 22:51:47] chair...PCK-Transfer@0.10: 22.22% | PCK-Transfer@0.05: 12.22% | PCK-Transfer@0.15: 32.80%
+
100%|██████████| 13/13 [00:03<00:00,  3.44it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.20it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.34it/s]
100%|██████████| 3/3 [00:00<00:00,  3.44it/s][2025-07-13 22:51:47] cow...PCK-Transfer@0.10: 62.50% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 79.17%
+
100%|██████████| 3/3 [00:00<00:00,  3.39it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.52it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.51it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.54it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.52it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.55it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.57it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.58it/s]
100%|██████████| 8/8 [00:02<00:00,  3.57it/s][2025-07-13 22:51:50] diningtable...PCK-Transfer@0.10: 27.60% | PCK-Transfer@0.05: 9.90% | PCK-Transfer@0.15: 33.85%
+
100%|██████████| 8/8 [00:02<00:00,  3.55it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.51it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.53it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.59it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.51it/s]
 21%|██        | 5/24 [00:01<00:05,  3.55it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.56it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.56it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.51it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.48it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.50it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.50it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.50it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.50it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.52it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.53it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.58it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.58it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.57it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.55it/s]
100%|██████████| 24/24 [00:06<00:00,  3.55it/s][2025-07-13 22:51:57] dog...PCK-Transfer@0.10: 47.90% | PCK-Transfer@0.05: 30.98% | PCK-Transfer@0.15: 61.84%
+
100%|██████████| 24/24 [00:06<00:00,  3.53it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.55it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.57it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.51it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.60it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.66it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.63it/s]
100%|██████████| 9/9 [00:02<00:00,  3.60it/s][2025-07-13 22:51:59] horse...PCK-Transfer@0.10: 51.14% | PCK-Transfer@0.05: 27.49% | PCK-Transfer@0.15: 58.54%
+
100%|██████████| 9/9 [00:02<00:00,  3.59it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.60it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.61it/s]
 41%|████      | 11/27 [00:03<00:04,  3.59it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.61it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.64it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.64it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.63it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.61it/s]
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 78%|███████▊  | 21/27 [00:05<00:01,  3.62it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.58it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.60it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.57it/s][2025-07-13 22:52:07] motorbike...PCK-Transfer@0.10: 51.95% | PCK-Transfer@0.05: 33.62% | PCK-Transfer@0.15: 63.92%
+
100%|██████████| 27/27 [00:07<00:00,  3.58it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.42it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.44it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.48it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.47it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.58it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.61it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.66it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.64it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.66it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.61it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.61it/s]
100%|██████████| 12/12 [00:03<00:00,  3.56it/s][2025-07-13 22:52:10] person...PCK-Transfer@0.10: 39.17% | PCK-Transfer@0.05: 23.42% | PCK-Transfer@0.15: 48.57%
+
100%|██████████| 12/12 [00:03<00:00,  3.57it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.60it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.66it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.61it/s]
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 71%|███████▏  | 5/7 [00:01<00:00,  3.71it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.67it/s]
100%|██████████| 7/7 [00:01<00:00,  3.66it/s][2025-07-13 22:52:12] pottedplant...PCK-Transfer@0.10: 34.29% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 43.81%
+
100%|██████████| 7/7 [00:01<00:00,  3.65it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.55it/s][2025-07-13 22:52:12] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.54it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.62it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.52it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.51it/s]
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 38%|███▊      | 5/13 [00:01<00:02,  3.46it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.44it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.47it/s]
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 77%|███████▋  | 10/13 [00:02<00:00,  3.46it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.51it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.45it/s]
100%|██████████| 13/13 [00:03<00:00,  3.42it/s][2025-07-13 22:52:16] sofa...PCK-Transfer@0.10: 28.11% | PCK-Transfer@0.05: 12.14% | PCK-Transfer@0.15: 38.77%
+
100%|██████████| 13/13 [00:03<00:00,  3.46it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 10%|█         | 2/20 [00:00<00:05,  3.57it/s]
 15%|█▌        | 3/20 [00:00<00:04,  3.57it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.61it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.64it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.61it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.67it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.65it/s]
 65%|██████▌   | 13/20 [00:03<00:01,  3.73it/s]
 70%|███████   | 14/20 [00:03<00:01,  3.75it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.72it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.77it/s]
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 90%|█████████ | 18/20 [00:04<00:00,  3.72it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.68it/s]
100%|██████████| 20/20 [00:05<00:00,  3.74it/s][2025-07-13 22:52:21] train...PCK-Transfer@0.10: 48.50% | PCK-Transfer@0.05: 27.25% | PCK-Transfer@0.15: 56.50%
+
100%|██████████| 20/20 [00:05<00:00,  3.67it/s]
+
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 53%|█████▎    | 8/15 [00:02<00:01,  3.62it/s]
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+[2025-07-13 22:52:26] Weighted Per image PCK0.10: 44.96%, image PCK0.05: 28.82%, image PCK0.01: 54.40%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_20__t_0.8_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_20__t_0.8_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..27451f746306c324e87ee243ff9d1f7a559de463
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_20__t_0.8_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-13 22:57:13] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_20__t_0.8_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.3_layer_20', 't_0.8_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.3_layer_20', 't_0.8_layer_20']
+Number of parameters corr net: 120
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100%|██████████| 12/12 [00:03<00:00,  3.40it/s][2025-07-13 22:58:28] person...PCK-Transfer@0.10: 45.08% | PCK-Transfer@0.05: 27.43% | PCK-Transfer@0.15: 53.57%
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100%|██████████| 7/7 [00:02<00:00,  3.44it/s][2025-07-13 22:58:30] pottedplant...PCK-Transfer@0.10: 49.05% | PCK-Transfer@0.05: 19.05% | PCK-Transfer@0.15: 63.81%
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100%|██████████| 20/20 [00:05<00:00,  3.61it/s][2025-07-13 22:58:40] train...PCK-Transfer@0.10: 55.75% | PCK-Transfer@0.05: 33.50% | PCK-Transfer@0.15: 62.75%
+
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100%|██████████| 15/15 [00:04<00:00,  3.49it/s][2025-07-13 22:58:44] tvmonitor...PCK-Transfer@0.10: 26.67% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 32.78%
+
100%|██████████| 15/15 [00:04<00:00,  3.49it/s]
+[2025-07-13 22:58:44] Weighted Per image PCK0.10: 55.05%, image PCK0.05: 36.91%, image PCK0.01: 64.09%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..336018638b84d3c4ed10c42046d6e615bf57b733
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-11 22:03:52] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.3_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.3_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.3_layer_20']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.49it/s][2025-07-11 22:03:58] aeroplane...PCK-Transfer@0.10: 44.84% | PCK-Transfer@0.05: 26.14% | PCK-Transfer@0.15: 58.51%
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100%|██████████| 30/30 [00:08<00:00,  3.54it/s][2025-07-11 22:04:07] bicycle...PCK-Transfer@0.10: 37.88% | PCK-Transfer@0.05: 25.45% | PCK-Transfer@0.15: 47.91%
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100%|██████████| 6/6 [00:01<00:00,  3.63it/s][2025-07-11 22:04:11] boat...PCK-Transfer@0.10: 31.94% | PCK-Transfer@0.05: 19.44% | PCK-Transfer@0.15: 37.50%
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100%|██████████| 8/8 [00:02<00:00,  3.70it/s][2025-07-11 22:04:14] bottle...PCK-Transfer@0.10: 28.12% | PCK-Transfer@0.05: 17.19% | PCK-Transfer@0.15: 34.38%
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+
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  3%|▎         | 1/32 [00:00<00:09,  3.35it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.51it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.52it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.56it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.57it/s]
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 22%|██▏       | 7/32 [00:01<00:06,  3.59it/s]
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 28%|██▊       | 9/32 [00:02<00:06,  3.65it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.58it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.56it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.55it/s]
 41%|████      | 13/32 [00:03<00:05,  3.60it/s]
 44%|████▍     | 14/32 [00:03<00:04,  3.61it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.59it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.59it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.55it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.58it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.58it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.58it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.59it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.53it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.53it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.56it/s]
 78%|███████▊  | 25/32 [00:06<00:01,  3.64it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.52it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.53it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.47it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.45it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.48it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.54it/s]
100%|██████████| 32/32 [00:08<00:00,  3.56it/s][2025-07-11 22:04:23] bus...PCK-Transfer@0.10: 36.04% | PCK-Transfer@0.05: 24.06% | PCK-Transfer@0.15: 43.85%
+
100%|██████████| 32/32 [00:08<00:00,  3.56it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.54it/s]
 11%|█         | 2/19 [00:00<00:04,  3.59it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.59it/s]
 21%|██        | 4/19 [00:01<00:04,  3.58it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.51it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.49it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.54it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.55it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.62it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.66it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.59it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.63it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.65it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.62it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.61it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.60it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.63it/s]
100%|██████████| 19/19 [00:05<00:00,  3.55it/s][2025-07-11 22:04:28] car...PCK-Transfer@0.10: 50.85% | PCK-Transfer@0.05: 35.24% | PCK-Transfer@0.15: 58.49%
+
100%|██████████| 19/19 [00:05<00:00,  3.58it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.24it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.35it/s]
 11%|█         | 3/27 [00:00<00:07,  3.42it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.49it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.46it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.50it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.54it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.54it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.55it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.58it/s]
 41%|████      | 11/27 [00:03<00:04,  3.62it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.68it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.64it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.65it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.58it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.58it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.62it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.66it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.67it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.63it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.59it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.57it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.56it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.55it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.59it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.58it/s]
100%|██████████| 27/27 [00:07<00:00,  3.56it/s][2025-07-11 22:04:35] cat...PCK-Transfer@0.10: 53.77% | PCK-Transfer@0.05: 36.38% | PCK-Transfer@0.15: 63.46%
+
100%|██████████| 27/27 [00:07<00:00,  3.57it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.47it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.63it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.69it/s]
 31%|███       | 4/13 [00:01<00:02,  3.63it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.65it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.60it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.61it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.70it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.73it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.76it/s]
 85%|████████▍ | 11/13 [00:02<00:00,  3.77it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.71it/s]
100%|██████████| 13/13 [00:03<00:00,  3.70it/s][2025-07-11 22:04:39] chair...PCK-Transfer@0.10: 20.85% | PCK-Transfer@0.05: 11.54% | PCK-Transfer@0.15: 28.85%
+
100%|██████████| 13/13 [00:03<00:00,  3.68it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.68it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.67it/s]
100%|██████████| 3/3 [00:00<00:00,  3.66it/s][2025-07-11 22:04:40] cow...PCK-Transfer@0.10: 52.08% | PCK-Transfer@0.05: 27.08% | PCK-Transfer@0.15: 70.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.66it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.59it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.62it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.61it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.68it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.66it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.65it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.64it/s]
100%|██████████| 8/8 [00:02<00:00,  3.67it/s][2025-07-11 22:04:42] diningtable...PCK-Transfer@0.10: 25.52% | PCK-Transfer@0.05: 7.81% | PCK-Transfer@0.15: 31.77%
+
100%|██████████| 8/8 [00:02<00:00,  3.65it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.58it/s]
  8%|▊         | 2/24 [00:00<00:05,  3.67it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.64it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.72it/s]
 21%|██        | 5/24 [00:01<00:05,  3.69it/s]
 25%|██▌       | 6/24 [00:01<00:04,  3.71it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.72it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.69it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.69it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.72it/s]
 46%|████▌     | 11/24 [00:02<00:03,  3.72it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.74it/s]
 54%|█████▍    | 13/24 [00:03<00:02,  3.74it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.70it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.68it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.67it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.67it/s]
 75%|███████▌  | 18/24 [00:04<00:01,  3.64it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.63it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.60it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.59it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.51it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.46it/s]
100%|██████████| 24/24 [00:06<00:00,  3.33it/s][2025-07-11 22:04:49] dog...PCK-Transfer@0.10: 40.60% | PCK-Transfer@0.05: 26.78% | PCK-Transfer@0.15: 53.83%
+
100%|██████████| 24/24 [00:06<00:00,  3.61it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.66it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.72it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.77it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.84it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.78it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.73it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.68it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.67it/s]
100%|██████████| 9/9 [00:02<00:00,  3.72it/s][2025-07-11 22:04:51] horse...PCK-Transfer@0.10: 38.97% | PCK-Transfer@0.05: 21.40% | PCK-Transfer@0.15: 47.96%
+
100%|██████████| 9/9 [00:02<00:00,  3.73it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.66it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.71it/s]
 41%|████      | 11/27 [00:02<00:04,  3.72it/s]
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 48%|████▊     | 13/27 [00:03<00:03,  3.75it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.76it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.75it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.74it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.75it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.77it/s]
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 78%|███████▊  | 21/27 [00:05<00:01,  3.73it/s]
 81%|████████▏ | 22/27 [00:05<00:01,  3.80it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.75it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.78it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.84it/s]
 96%|█████████▋| 26/27 [00:06<00:00,  3.81it/s]
100%|██████████| 27/27 [00:07<00:00,  3.82it/s][2025-07-11 22:04:58] motorbike...PCK-Transfer@0.10: 40.86% | PCK-Transfer@0.05: 24.48% | PCK-Transfer@0.15: 52.10%
+
100%|██████████| 27/27 [00:07<00:00,  3.75it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.63it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.80it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.90it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.86it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.78it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.81it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.76it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.79it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.74it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.75it/s]
 92%|█████████▏| 11/12 [00:02<00:00,  3.73it/s]
100%|██████████| 12/12 [00:03<00:00,  3.79it/s][2025-07-11 22:05:02] person...PCK-Transfer@0.10: 34.80% | PCK-Transfer@0.05: 19.57% | PCK-Transfer@0.15: 44.76%
+
100%|██████████| 12/12 [00:03<00:00,  3.78it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.31it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.45it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.58it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.60it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.60it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.67it/s]
100%|██████████| 7/7 [00:01<00:00,  3.70it/s][2025-07-11 22:05:03] pottedplant...PCK-Transfer@0.10: 33.81% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 48.10%
+
100%|██████████| 7/7 [00:01<00:00,  3.62it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.60it/s][2025-07-11 22:05:04] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.59it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.67it/s]
 15%|█▌        | 2/13 [00:00<00:02,  3.68it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.71it/s]
 31%|███       | 4/13 [00:01<00:02,  3.73it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.69it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.68it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.67it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.65it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.65it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.71it/s]
 85%|████████▍ | 11/13 [00:02<00:00,  3.65it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.68it/s]
100%|██████████| 13/13 [00:03<00:00,  3.70it/s][2025-07-11 22:05:07] sofa...PCK-Transfer@0.10: 21.68% | PCK-Transfer@0.05: 10.16% | PCK-Transfer@0.15: 33.55%
+
100%|██████████| 13/13 [00:03<00:00,  3.68it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.74it/s]
 45%|████▌     | 9/20 [00:02<00:02,  3.69it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.72it/s]
 55%|█████▌    | 11/20 [00:02<00:02,  3.71it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.76it/s]
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 80%|████████  | 16/20 [00:04<00:01,  3.71it/s]
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+[2025-07-11 22:05:17] Weighted Per image PCK0.10: 37.63%, image PCK0.05: 22.85%, image PCK0.01: 47.60%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..bbe4c19feb135e966c38a1ee839df2acb0c862f6
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-11 22:06:02] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.5_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.5_layer_10']
+Number of parameters corr net: 120
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100%|██████████| 24/24 [00:06<00:00,  3.45it/s][2025-07-11 22:07:01] dog...PCK-Transfer@0.10: 87.82% | PCK-Transfer@0.05: 71.21% | PCK-Transfer@0.15: 92.07%
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100%|██████████| 15/15 [00:04<00:00,  3.53it/s][2025-07-11 22:07:30] tvmonitor...PCK-Transfer@0.10: 53.33% | PCK-Transfer@0.05: 40.56% | PCK-Transfer@0.15: 56.67%
+
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+[2025-07-11 22:07:30] Weighted Per image PCK0.10: 83.80%, image PCK0.05: 68.74%, image PCK0.01: 88.30%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_11__t_0.8_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_11__t_0.8_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..bc207f23b522c0a3f2ff865fa1b2b6a011f5aec1
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_11__t_0.8_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 00:41:38] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_11__t_0.8_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.5_layer_11', 't_0.8_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.5_layer_11', 't_0.8_layer_20']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.40it/s][2025-07-14 00:41:44] aeroplane...PCK-Transfer@0.10: 76.67% | PCK-Transfer@0.05: 58.16% | PCK-Transfer@0.15: 86.86%
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100%|██████████| 6/6 [00:01<00:00,  3.27it/s][2025-07-14 00:41:58] boat...PCK-Transfer@0.10: 52.78% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 79.17%
+
100%|██████████| 6/6 [00:01<00:00,  3.30it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.27it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.42it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.47it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.48it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.52it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.51it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.59it/s]
100%|██████████| 8/8 [00:02<00:00,  3.58it/s][2025-07-14 00:42:01] bottle...PCK-Transfer@0.10: 57.81% | PCK-Transfer@0.05: 42.19% | PCK-Transfer@0.15: 65.62%
+
100%|██████████| 8/8 [00:02<00:00,  3.52it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.19it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.39it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.36it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.38it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.41it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.37it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.33it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.33it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.30it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.30it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.40it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.45it/s]
 41%|████      | 13/32 [00:03<00:05,  3.44it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.37it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.37it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.38it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.44it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.47it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.51it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.50it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.51it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.55it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.49it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.50it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.47it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.51it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.50it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.54it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.57it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.58it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.49it/s]
100%|██████████| 32/32 [00:09<00:00,  3.48it/s][2025-07-14 00:42:10] bus...PCK-Transfer@0.10: 72.66% | PCK-Transfer@0.05: 56.51% | PCK-Transfer@0.15: 76.82%
+
100%|██████████| 32/32 [00:09<00:00,  3.44it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.08it/s]
 11%|█         | 2/19 [00:00<00:05,  3.33it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.44it/s]
 21%|██        | 4/19 [00:01<00:04,  3.22it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.23it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.32it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.39it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.38it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.37it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.32it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.24it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.19it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.24it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.19it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.28it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.35it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.41it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.40it/s]
100%|██████████| 19/19 [00:05<00:00,  3.42it/s][2025-07-14 00:42:16] car...PCK-Transfer@0.10: 86.35% | PCK-Transfer@0.05: 70.33% | PCK-Transfer@0.15: 88.11%
+
100%|██████████| 19/19 [00:05<00:00,  3.32it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.51it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.50it/s]
 11%|█         | 3/27 [00:00<00:06,  3.54it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.51it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.54it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.58it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.56it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.55it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.59it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.56it/s]
 41%|████      | 11/27 [00:03<00:04,  3.49it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.44it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.46it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.46it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.51it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.57it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.52it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.50it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.50it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.58it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.59it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.64it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.61it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.60it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.60it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.59it/s]
100%|██████████| 27/27 [00:07<00:00,  3.58it/s][2025-07-14 00:42:23] cat...PCK-Transfer@0.10: 77.85% | PCK-Transfer@0.05: 60.34% | PCK-Transfer@0.15: 86.60%
+
100%|██████████| 27/27 [00:07<00:00,  3.55it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.02it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.21it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.34it/s]
 31%|███       | 4/13 [00:01<00:02,  3.43it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.49it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.55it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.56it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.54it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.54it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.52it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.51it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.55it/s]
100%|██████████| 13/13 [00:03<00:00,  3.54it/s][2025-07-14 00:42:27] chair...PCK-Transfer@0.10: 39.12% | PCK-Transfer@0.05: 22.26% | PCK-Transfer@0.15: 48.57%
+
100%|██████████| 13/13 [00:03<00:00,  3.49it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.50it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.51it/s]
100%|██████████| 3/3 [00:00<00:00,  3.55it/s][2025-07-14 00:42:28] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 60.42% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.54it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.40it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.40it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.46it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.40it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.43it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.42it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.47it/s]
100%|██████████| 8/8 [00:02<00:00,  3.45it/s][2025-07-14 00:42:30] diningtable...PCK-Transfer@0.10: 51.56% | PCK-Transfer@0.05: 22.40% | PCK-Transfer@0.15: 66.67%
+
100%|██████████| 8/8 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.38it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.43it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.44it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.38it/s]
 21%|██        | 5/24 [00:01<00:05,  3.42it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.44it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.44it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.45it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.48it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.46it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.47it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.49it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.52it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.47it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.50it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.53it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.46it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.51it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.48it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.54it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.57it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.57it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.57it/s]
100%|██████████| 24/24 [00:06<00:00,  3.57it/s][2025-07-14 00:42:37] dog...PCK-Transfer@0.10: 67.75% | PCK-Transfer@0.05: 48.08% | PCK-Transfer@0.15: 80.74%
+
100%|██████████| 24/24 [00:06<00:00,  3.50it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.52it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.54it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.42it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.34it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.43it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.51it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.63it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.57it/s]
100%|██████████| 9/9 [00:02<00:00,  3.50it/s][2025-07-14 00:42:40] horse...PCK-Transfer@0.10: 75.63% | PCK-Transfer@0.05: 53.94% | PCK-Transfer@0.15: 81.46%
+
100%|██████████| 9/9 [00:02<00:00,  3.50it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.28it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.43it/s]
 11%|█         | 3/27 [00:00<00:06,  3.46it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.46it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.45it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.55it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.44it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.46it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.49it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.49it/s]
 41%|████      | 11/27 [00:03<00:04,  3.33it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.39it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.42it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.48it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.52it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.50it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.52it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.52it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.49it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.51it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.47it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.48it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.54it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.55it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.54it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.58it/s]
100%|██████████| 27/27 [00:07<00:00,  3.59it/s][2025-07-14 00:42:47] motorbike...PCK-Transfer@0.10: 74.62% | PCK-Transfer@0.05: 53.91% | PCK-Transfer@0.15: 83.94%
+
100%|██████████| 27/27 [00:07<00:00,  3.49it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.50it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.48it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.49it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.49it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.57it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.59it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.65it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.64it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.68it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.65it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.67it/s]
100%|██████████| 12/12 [00:03<00:00,  3.59it/s][2025-07-14 00:42:51] person...PCK-Transfer@0.10: 55.94% | PCK-Transfer@0.05: 38.51% | PCK-Transfer@0.15: 66.04%
+
100%|██████████| 12/12 [00:03<00:00,  3.60it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.54it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.53it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.54it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.63it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.66it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.61it/s]
100%|██████████| 7/7 [00:01<00:00,  3.57it/s][2025-07-14 00:42:53] pottedplant...PCK-Transfer@0.10: 51.90% | PCK-Transfer@0.05: 19.05% | PCK-Transfer@0.15: 75.71%
+
100%|██████████| 7/7 [00:01<00:00,  3.59it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.16it/s][2025-07-14 00:42:53] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.15it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.95it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.10it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.23it/s]
 31%|███       | 4/13 [00:01<00:02,  3.28it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.38it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.44it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.49it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.58it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.61it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.58it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.62it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.56it/s]
100%|██████████| 13/13 [00:03<00:00,  3.48it/s][2025-07-14 00:42:57] sofa...PCK-Transfer@0.10: 49.21% | PCK-Transfer@0.05: 31.54% | PCK-Transfer@0.15: 61.68%
+
100%|██████████| 13/13 [00:03<00:00,  3.45it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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+[2025-07-14 00:43:07] Weighted Per image PCK0.10: 67.68%, image PCK0.05: 48.64%, image PCK0.01: 77.30%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_11__t_0.8_layer_9.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_11__t_0.8_layer_9.log
new file mode 100644
index 0000000000000000000000000000000000000000..5b1fa97eb1a4e5833a3b4544f88714e0d6d2e196
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_11__t_0.8_layer_9.log
@@ -0,0 +1,44 @@
+[2025-07-14 00:36:54] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_11__t_0.8_layer_9', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.5_layer_11', 't_0.8_layer_9'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.5_layer_11', 't_0.8_layer_9']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.44it/s][2025-07-14 00:38:25] tvmonitor...PCK-Transfer@0.10: 37.22% | PCK-Transfer@0.05: 22.78% | PCK-Transfer@0.15: 55.56%
+
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+[2025-07-14 00:38:25] Weighted Per image PCK0.10: 73.94%, image PCK0.05: 56.70%, image PCK0.01: 83.09%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_12__t_0.8_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_12__t_0.8_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..8745230ce7d6347407a08dd8e5f43d7338813270
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_12__t_0.8_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 01:00:25] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_12__t_0.8_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.5_layer_12', 't_0.8_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.5_layer_12', 't_0.8_layer_9']
+Number of parameters corr net: 120
+
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 30%|███       | 3/10 [00:00<00:01,  3.57it/s]
 40%|████      | 4/10 [00:01<00:01,  3.55it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.57it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.54it/s]
 70%|███████   | 7/10 [00:01<00:00,  3.56it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.59it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.62it/s]
100%|██████████| 10/10 [00:02<00:00,  3.63it/s][2025-07-14 01:00:43] bird...PCK-Transfer@0.10: 75.14% | PCK-Transfer@0.05: 51.56% | PCK-Transfer@0.15: 88.19%
+
100%|██████████| 10/10 [00:02<00:00,  3.59it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.93it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.77it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.68it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.59it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.57it/s]
100%|██████████| 6/6 [00:01<00:00,  3.62it/s][2025-07-14 01:00:45] boat...PCK-Transfer@0.10: 52.78% | PCK-Transfer@0.05: 34.72% | PCK-Transfer@0.15: 80.56%
+
100%|██████████| 6/6 [00:01<00:00,  3.64it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.50it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.71it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.65it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.63it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.63it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.60it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.67it/s]
100%|██████████| 8/8 [00:02<00:00,  3.68it/s][2025-07-14 01:00:47] bottle...PCK-Transfer@0.10: 64.06% | PCK-Transfer@0.05: 51.56% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 8/8 [00:02<00:00,  3.65it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.74it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.70it/s]
  9%|▉         | 3/32 [00:00<00:07,  3.72it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.70it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.57it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.53it/s]
 22%|██▏       | 7/32 [00:01<00:07,  3.43it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.39it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.45it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.57it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.65it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.68it/s]
 41%|████      | 13/32 [00:03<00:05,  3.68it/s]
 44%|████▍     | 14/32 [00:03<00:04,  3.67it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.71it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.73it/s]
 53%|█████▎    | 17/32 [00:04<00:03,  3.80it/s]
 56%|█████▋    | 18/32 [00:04<00:03,  3.81it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.79it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.75it/s]
 66%|██████▌   | 21/32 [00:05<00:02,  3.73it/s]
 69%|██████▉   | 22/32 [00:05<00:02,  3.80it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.79it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.71it/s]
 78%|███████▊  | 25/32 [00:06<00:01,  3.64it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.70it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.68it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.72it/s]
 91%|█████████ | 29/32 [00:07<00:00,  3.75it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.77it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.71it/s]
100%|██████████| 32/32 [00:08<00:00,  3.69it/s][2025-07-14 01:00:56] bus...PCK-Transfer@0.10: 74.06% | PCK-Transfer@0.05: 61.98% | PCK-Transfer@0.15: 80.05%
+
100%|██████████| 32/32 [00:08<00:00,  3.68it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.89it/s]
 11%|█         | 2/19 [00:00<00:05,  3.35it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.44it/s]
 21%|██        | 4/19 [00:01<00:04,  3.55it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.03it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.31it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.42it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.43it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.53it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.48it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.49it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.52it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.49it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.51it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.47it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.56it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.64it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.63it/s]
100%|██████████| 19/19 [00:05<00:00,  3.57it/s][2025-07-14 01:01:02] car...PCK-Transfer@0.10: 89.26% | PCK-Transfer@0.05: 79.63% | PCK-Transfer@0.15: 91.08%
+
100%|██████████| 19/19 [00:05<00:00,  3.47it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.44it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.57it/s]
 11%|█         | 3/27 [00:00<00:06,  3.66it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.60it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.62it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.64it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.63it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.61it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.64it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.63it/s]
 41%|████      | 11/27 [00:03<00:04,  3.63it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.59it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.65it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.65it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.71it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.73it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.65it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.60it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.61it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.69it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.68it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.70it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.67it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.67it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.65it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.64it/s]
100%|██████████| 27/27 [00:07<00:00,  3.64it/s][2025-07-14 01:01:09] cat...PCK-Transfer@0.10: 81.12% | PCK-Transfer@0.05: 64.82% | PCK-Transfer@0.15: 87.67%
+
100%|██████████| 27/27 [00:07<00:00,  3.64it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.51it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.50it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.35it/s]
 31%|███       | 4/13 [00:01<00:02,  3.41it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.49it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.54it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.55it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.53it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.53it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.51it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.51it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.55it/s]
100%|██████████| 13/13 [00:03<00:00,  3.53it/s][2025-07-14 01:01:13] chair...PCK-Transfer@0.10: 47.05% | PCK-Transfer@0.05: 31.30% | PCK-Transfer@0.15: 63.21%
+
100%|██████████| 13/13 [00:03<00:00,  3.51it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.55it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.59it/s]
100%|██████████| 3/3 [00:00<00:00,  3.62it/s][2025-07-14 01:01:14] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 54.17% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.61it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.60it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.58it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.62it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.60it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.64it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.69it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.69it/s]
100%|██████████| 8/8 [00:02<00:00,  3.65it/s][2025-07-14 01:01:16] diningtable...PCK-Transfer@0.10: 55.21% | PCK-Transfer@0.05: 36.46% | PCK-Transfer@0.15: 67.19%
+
100%|██████████| 8/8 [00:02<00:00,  3.65it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.57it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.60it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.65it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.59it/s]
 21%|██        | 5/24 [00:01<00:05,  3.58it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.43it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.44it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.49it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.52it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.53it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.57it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.60it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.62it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.59it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.63it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.65it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.67it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.69it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.69it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.74it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.72it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.66it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.65it/s]
100%|██████████| 24/24 [00:06<00:00,  3.64it/s][2025-07-14 01:01:22] dog...PCK-Transfer@0.10: 73.54% | PCK-Transfer@0.05: 55.06% | PCK-Transfer@0.15: 88.24%
+
100%|██████████| 24/24 [00:06<00:00,  3.61it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.63it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.62it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.55it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.54it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.59it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.63it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.70it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.69it/s]
100%|██████████| 9/9 [00:02<00:00,  3.67it/s][2025-07-14 01:01:25] horse...PCK-Transfer@0.10: 76.43% | PCK-Transfer@0.05: 54.07% | PCK-Transfer@0.15: 79.87%
+
100%|██████████| 9/9 [00:02<00:00,  3.64it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.57it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.64it/s]
 11%|█         | 3/27 [00:00<00:06,  3.69it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.73it/s]
 19%|█▊        | 5/27 [00:01<00:05,  3.72it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.82it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.76it/s]
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 33%|███▎      | 9/27 [00:02<00:04,  3.77it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.77it/s]
 41%|████      | 11/27 [00:02<00:04,  3.70it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.64it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.64it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.62it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.62it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.63it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.65it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.65it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.64it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.66it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.65it/s]
 81%|████████▏ | 22/27 [00:05<00:01,  3.61it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.62it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.61it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.57it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.59it/s]
100%|██████████| 27/27 [00:07<00:00,  3.59it/s][2025-07-14 01:01:32] motorbike...PCK-Transfer@0.10: 77.89% | PCK-Transfer@0.05: 55.16% | PCK-Transfer@0.15: 85.97%
+
100%|██████████| 27/27 [00:07<00:00,  3.66it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:02,  3.73it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.58it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.56it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.53it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.62it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.64it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.68it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.66it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.69it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.68it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.70it/s]
100%|██████████| 12/12 [00:03<00:00,  3.64it/s][2025-07-14 01:01:36] person...PCK-Transfer@0.10: 56.60% | PCK-Transfer@0.05: 36.47% | PCK-Transfer@0.15: 72.76%
+
100%|██████████| 12/12 [00:03<00:00,  3.64it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.74it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.79it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.73it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.75it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.78it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.72it/s]
100%|██████████| 7/7 [00:01<00:00,  3.71it/s][2025-07-14 01:01:37] pottedplant...PCK-Transfer@0.10: 48.57% | PCK-Transfer@0.05: 29.05% | PCK-Transfer@0.15: 68.10%
+
100%|██████████| 7/7 [00:01<00:00,  3.73it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.70it/s][2025-07-14 01:01:38] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.69it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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+[2025-07-14 01:01:51] Weighted Per image PCK0.10: 70.58%, image PCK0.05: 53.04%, image PCK0.01: 80.77%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_13__t_0.7_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_13__t_0.7_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..b26a18c25d98af0489fcc3a036c070511ea76268
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_13__t_0.7_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-14 01:19:04] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_13__t_0.7_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.5_layer_13', 't_0.7_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.5_layer_13', 't_0.7_layer_11']
+Number of parameters corr net: 120
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+
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+[2025-07-14 01:20:34] Weighted Per image PCK0.10: 78.61%, image PCK0.05: 62.90%, image PCK0.01: 86.44%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_13__t_0.7_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_13__t_0.7_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..34c20a8f47c50b6c44e1542d2a0e9d03537fd901
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_13__t_0.7_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 01:22:12] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_13__t_0.7_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.5_layer_13', 't_0.7_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.5_layer_13', 't_0.7_layer_18']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.30it/s][2025-07-14 01:22:19] aeroplane...PCK-Transfer@0.10: 80.30% | PCK-Transfer@0.05: 64.28% | PCK-Transfer@0.15: 88.36%
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 67%|██████▋   | 20/30 [00:05<00:02,  3.43it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.34it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.35it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.44it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.42it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.29it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.29it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.32it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.34it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.40it/s]
100%|██████████| 30/30 [00:08<00:00,  3.40it/s][2025-07-14 01:22:28] bicycle...PCK-Transfer@0.10: 81.58% | PCK-Transfer@0.05: 71.88% | PCK-Transfer@0.15: 86.42%
+
100%|██████████| 30/30 [00:08<00:00,  3.39it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.47it/s]
 20%|██        | 2/10 [00:00<00:02,  3.37it/s]
 30%|███       | 3/10 [00:00<00:01,  3.51it/s]
 40%|████      | 4/10 [00:01<00:01,  3.46it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.47it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.49it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.48it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.42it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.37it/s]
100%|██████████| 10/10 [00:02<00:00,  3.30it/s][2025-07-14 01:22:31] bird...PCK-Transfer@0.10: 75.00% | PCK-Transfer@0.05: 48.44% | PCK-Transfer@0.15: 84.58%
+
100%|██████████| 10/10 [00:02<00:00,  3.40it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  2.98it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.18it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.38it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.51it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.50it/s]
100%|██████████| 6/6 [00:01<00:00,  3.48it/s][2025-07-14 01:22:32] boat...PCK-Transfer@0.10: 44.44% | PCK-Transfer@0.05: 26.39% | PCK-Transfer@0.15: 65.28%
+
100%|██████████| 6/6 [00:01<00:00,  3.42it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.02it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.30it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.43it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.49it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.52it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.58it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.52it/s]
100%|██████████| 8/8 [00:02<00:00,  3.54it/s][2025-07-14 01:22:35] bottle...PCK-Transfer@0.10: 51.56% | PCK-Transfer@0.05: 39.06% | PCK-Transfer@0.15: 56.25%
+
100%|██████████| 8/8 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.35it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.46it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.47it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.50it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.51it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.55it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.34it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.29it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.38it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.33it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.28it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.32it/s]
 41%|████      | 13/32 [00:03<00:05,  3.40it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.47it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.46it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.21it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.01it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.11it/s]
 59%|█████▉    | 19/32 [00:05<00:04,  3.07it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.17it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.27it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.30it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.34it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.43it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.51it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.49it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.51it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.48it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.45it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.43it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.46it/s]
100%|██████████| 32/32 [00:09<00:00,  3.46it/s][2025-07-14 01:22:44] bus...PCK-Transfer@0.10: 76.67% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 80.31%
+
100%|██████████| 32/32 [00:09<00:00,  3.37it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.05it/s]
 11%|█         | 2/19 [00:00<00:05,  3.32it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.37it/s]
 21%|██        | 4/19 [00:01<00:04,  3.43it/s]
 26%|██▋       | 5/19 [00:01<00:03,  3.50it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.49it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.47it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.48it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.32it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.40it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.46it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.42it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.45it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.50it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.50it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.52it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.50it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.51it/s]
100%|██████████| 19/19 [00:05<00:00,  3.45it/s][2025-07-14 01:22:50] car...PCK-Transfer@0.10: 88.80% | PCK-Transfer@0.05: 79.57% | PCK-Transfer@0.15: 92.36%
+
100%|██████████| 19/19 [00:05<00:00,  3.44it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:10,  2.56it/s]
  7%|▋         | 2/27 [00:00<00:08,  3.03it/s]
 11%|█         | 3/27 [00:00<00:07,  3.08it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.19it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.30it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.32it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.42it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.46it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.33it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.29it/s]
 41%|████      | 11/27 [00:03<00:04,  3.35it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.32it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.33it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.42it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.31it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.38it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.27it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.35it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.38it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.40it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.43it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.36it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.43it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.44it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.46it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.42it/s]
100%|██████████| 27/27 [00:08<00:00,  3.44it/s][2025-07-14 01:22:58] cat...PCK-Transfer@0.10: 84.47% | PCK-Transfer@0.05: 67.57% | PCK-Transfer@0.15: 89.78%
+
100%|██████████| 27/27 [00:08<00:00,  3.35it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.93it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.34it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.24it/s]
 31%|███       | 4/13 [00:01<00:02,  3.26it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.34it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.33it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.37it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.46it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.49it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.50it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.46it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.46it/s]
100%|██████████| 13/13 [00:03<00:00,  3.48it/s][2025-07-14 01:23:02] chair...PCK-Transfer@0.10: 42.59% | PCK-Transfer@0.05: 24.98% | PCK-Transfer@0.15: 50.71%
+
100%|██████████| 13/13 [00:03<00:00,  3.40it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.93it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.14it/s]
100%|██████████| 3/3 [00:00<00:00,  3.22it/s][2025-07-14 01:23:03] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.18it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.72it/s]
 25%|██▌       | 2/8 [00:00<00:02,  2.92it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.12it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.11it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.19it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.27it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.31it/s]
100%|██████████| 8/8 [00:02<00:00,  3.37it/s][2025-07-14 01:23:05] diningtable...PCK-Transfer@0.10: 39.06% | PCK-Transfer@0.05: 19.27% | PCK-Transfer@0.15: 60.42%
+
100%|██████████| 8/8 [00:02<00:00,  3.23it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  2.93it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.15it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.29it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.21it/s]
 21%|██        | 5/24 [00:01<00:06,  3.15it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.14it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.27it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.30it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.38it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.42it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.45it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.43it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.40it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.43it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.42it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.46it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.38it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.29it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.38it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.40it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.46it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.52it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.49it/s]
100%|██████████| 24/24 [00:07<00:00,  3.52it/s][2025-07-14 01:23:12] dog...PCK-Transfer@0.10: 69.93% | PCK-Transfer@0.05: 51.27% | PCK-Transfer@0.15: 81.86%
+
100%|██████████| 24/24 [00:07<00:00,  3.38it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  2.89it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.20it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.39it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.47it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.46it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.44it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.42it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.43it/s]
100%|██████████| 9/9 [00:02<00:00,  3.48it/s][2025-07-14 01:23:15] horse...PCK-Transfer@0.10: 73.62% | PCK-Transfer@0.05: 51.56% | PCK-Transfer@0.15: 76.01%
+
100%|██████████| 9/9 [00:02<00:00,  3.41it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.68it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.67it/s]
 11%|█         | 3/27 [00:00<00:06,  3.64it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.62it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.63it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.45it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.53it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.54it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.51it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.51it/s]
 41%|████      | 11/27 [00:03<00:04,  3.54it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.53it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.57it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.58it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.46it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.38it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.43it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.50it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.52it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.55it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.58it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.67it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.67it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.71it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.77it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.75it/s]
100%|██████████| 27/27 [00:07<00:00,  3.73it/s][2025-07-14 01:23:22] motorbike...PCK-Transfer@0.10: 76.56% | PCK-Transfer@0.05: 58.44% | PCK-Transfer@0.15: 85.79%
+
100%|██████████| 27/27 [00:07<00:00,  3.59it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  2.75it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.19it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.45it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.59it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.56it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.63it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.63it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.65it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.63it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.63it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.51it/s]
100%|██████████| 12/12 [00:03<00:00,  3.59it/s][2025-07-14 01:23:26] person...PCK-Transfer@0.10: 51.72% | PCK-Transfer@0.05: 35.93% | PCK-Transfer@0.15: 67.14%
+
100%|██████████| 12/12 [00:03<00:00,  3.54it/s]
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100%|██████████| 7/7 [00:02<00:00,  3.35it/s][2025-07-14 01:23:28] pottedplant...PCK-Transfer@0.10: 46.67% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 68.57%
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100%|██████████| 20/20 [00:05<00:00,  3.63it/s][2025-07-14 01:23:38] train...PCK-Transfer@0.10: 68.75% | PCK-Transfer@0.05: 44.25% | PCK-Transfer@0.15: 82.00%
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100%|██████████| 15/15 [00:04<00:00,  3.64it/s][2025-07-14 01:23:42] tvmonitor...PCK-Transfer@0.10: 43.89% | PCK-Transfer@0.05: 27.78% | PCK-Transfer@0.15: 53.33%
+
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+[2025-07-14 01:23:42] Weighted Per image PCK0.10: 68.90%, image PCK0.05: 52.39%, image PCK0.01: 77.91%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_15__t_0.8_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_15__t_0.8_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..496fb24a611b792ccb6b4990299a447ff6d0d543
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_15__t_0.8_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 01:49:20] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_15__t_0.8_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.5_layer_15', 't_0.8_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.5_layer_15', 't_0.8_layer_12']
+Number of parameters corr net: 120
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+[2025-07-14 01:50:56] Weighted Per image PCK0.10: 69.53%, image PCK0.05: 52.11%, image PCK0.01: 79.72%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_18__t_0.7_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_18__t_0.7_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..ffc8b9d328d848b763be7d7c473323b291644f90
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_18__t_0.7_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 02:05:13] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_18__t_0.7_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.5_layer_18', 't_0.7_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.5_layer_18', 't_0.7_layer_12']
+Number of parameters corr net: 120
+
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 17%|█▋        | 5/30 [00:01<00:07,  3.33it/s]
 20%|██        | 6/30 [00:01<00:07,  3.38it/s]
 23%|██▎       | 7/30 [00:02<00:07,  3.26it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.30it/s]
 30%|███       | 9/30 [00:02<00:06,  3.16it/s]
 33%|███▎      | 10/30 [00:03<00:06,  3.20it/s]
 37%|███▋      | 11/30 [00:03<00:06,  3.01it/s]
 40%|████      | 12/30 [00:03<00:05,  3.14it/s]
 43%|████▎     | 13/30 [00:04<00:05,  2.95it/s]
 47%|████▋     | 14/30 [00:04<00:05,  3.10it/s]
 50%|█████     | 15/30 [00:04<00:05,  2.96it/s]
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 57%|█████▋    | 17/30 [00:05<00:04,  3.18it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.00it/s]
 63%|██████▎   | 19/30 [00:06<00:03,  3.01it/s]
 67%|██████▋   | 20/30 [00:06<00:03,  3.05it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.09it/s]
 73%|███████▎  | 22/30 [00:07<00:02,  2.91it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  2.97it/s]
 80%|████████  | 24/30 [00:07<00:02,  2.88it/s]
 83%|████████▎ | 25/30 [00:08<00:01,  2.80it/s]
 87%|████████▋ | 26/30 [00:08<00:01,  2.96it/s]
 90%|█████████ | 27/30 [00:08<00:01,  2.83it/s]
 93%|█████████▎| 28/30 [00:09<00:00,  2.95it/s]
 97%|█████████▋| 29/30 [00:09<00:00,  3.09it/s]
100%|██████████| 30/30 [00:09<00:00,  2.88it/s][2025-07-14 02:05:31] bicycle...PCK-Transfer@0.10: 80.67% | PCK-Transfer@0.05: 71.88% | PCK-Transfer@0.15: 86.12%
+
100%|██████████| 30/30 [00:09<00:00,  3.04it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:03,  2.99it/s]
 20%|██        | 2/10 [00:00<00:02,  2.84it/s]
 30%|███       | 3/10 [00:01<00:02,  3.00it/s]
 40%|████      | 4/10 [00:01<00:01,  3.04it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.21it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.29it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.38it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.39it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.33it/s]
100%|██████████| 10/10 [00:03<00:00,  3.38it/s][2025-07-14 02:05:34] bird...PCK-Transfer@0.10: 72.17% | PCK-Transfer@0.05: 39.00% | PCK-Transfer@0.15: 84.72%
+
100%|██████████| 10/10 [00:03<00:00,  3.25it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.19it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.45it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.53it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.36it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.37it/s]
100%|██████████| 6/6 [00:01<00:00,  3.41it/s][2025-07-14 02:05:35] boat...PCK-Transfer@0.10: 40.28% | PCK-Transfer@0.05: 29.17% | PCK-Transfer@0.15: 59.72%
+
100%|██████████| 6/6 [00:01<00:00,  3.40it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.56it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.46it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.36it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.33it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.43it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.36it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.50it/s]
100%|██████████| 8/8 [00:02<00:00,  3.42it/s][2025-07-14 02:05:38] bottle...PCK-Transfer@0.10: 43.75% | PCK-Transfer@0.05: 32.81% | PCK-Transfer@0.15: 54.69%
+
100%|██████████| 8/8 [00:02<00:00,  3.41it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 12%|█▎        | 4/32 [00:01<00:08,  3.35it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.23it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.15it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.21it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.32it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.29it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.30it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.39it/s]
 41%|████      | 13/32 [00:03<00:05,  3.31it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.29it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.39it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.44it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.54it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.53it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.46it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.46it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.44it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.50it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.52it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.45it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.43it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.44it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.39it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.43it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.48it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.52it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.48it/s]
100%|██████████| 32/32 [00:09<00:00,  3.44it/s][2025-07-14 02:05:47] bus...PCK-Transfer@0.10: 66.93% | PCK-Transfer@0.05: 53.65% | PCK-Transfer@0.15: 76.67%
+
100%|██████████| 32/32 [00:09<00:00,  3.38it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.38it/s]
 11%|█         | 2/19 [00:00<00:05,  2.97it/s]
 16%|█▌        | 3/19 [00:00<00:05,  3.13it/s]
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 32%|███▏      | 6/19 [00:01<00:04,  3.10it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.18it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.27it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.28it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.27it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.24it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.32it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.38it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.42it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.51it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.43it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.42it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.39it/s]
100%|██████████| 19/19 [00:05<00:00,  3.35it/s][2025-07-14 02:05:53] car...PCK-Transfer@0.10: 83.58% | PCK-Transfer@0.05: 69.35% | PCK-Transfer@0.15: 87.74%
+
100%|██████████| 19/19 [00:05<00:00,  3.28it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.33it/s]
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 37%|███▋      | 10/27 [00:03<00:05,  3.05it/s]
 41%|████      | 11/27 [00:03<00:05,  3.17it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.19it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.34it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.37it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.37it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.37it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.42it/s]
 74%|███████▍  | 20/27 [00:06<00:01,  3.52it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.56it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.49it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.49it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.53it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.54it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.56it/s]
100%|██████████| 27/27 [00:07<00:00,  3.56it/s][2025-07-14 02:06:01] cat...PCK-Transfer@0.10: 80.23% | PCK-Transfer@0.05: 62.21% | PCK-Transfer@0.15: 85.67%
+
100%|██████████| 27/27 [00:07<00:00,  3.38it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.54it/s]
 15%|█▌        | 2/13 [00:00<00:03,  2.85it/s]
 23%|██▎       | 3/13 [00:01<00:03,  3.04it/s]
 31%|███       | 4/13 [00:01<00:02,  3.21it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.34it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.37it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.36it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.28it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.33it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.36it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.39it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.25it/s]
100%|██████████| 13/13 [00:03<00:00,  3.30it/s][2025-07-14 02:06:05] chair...PCK-Transfer@0.10: 33.95% | PCK-Transfer@0.05: 19.74% | PCK-Transfer@0.15: 41.69%
+
100%|██████████| 13/13 [00:03<00:00,  3.25it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.36it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  2.83it/s]
100%|██████████| 3/3 [00:01<00:00,  3.07it/s][2025-07-14 02:06:06] cow...PCK-Transfer@0.10: 81.25% | PCK-Transfer@0.05: 60.42% | PCK-Transfer@0.15: 89.58%
+
100%|██████████| 3/3 [00:01<00:00,  2.94it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.96it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.02it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.12it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.16it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.24it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.36it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.37it/s]
100%|██████████| 8/8 [00:02<00:00,  3.31it/s][2025-07-14 02:06:09] diningtable...PCK-Transfer@0.10: 43.75% | PCK-Transfer@0.05: 20.83% | PCK-Transfer@0.15: 65.10%
+
100%|██████████| 8/8 [00:02<00:00,  3.25it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.32it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.31it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.32it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.27it/s]
 21%|██        | 5/24 [00:01<00:05,  3.29it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.33it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.37it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.36it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.38it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.38it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.37it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.37it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.33it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.35it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.43it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.46it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.49it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.45it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.43it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.45it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.43it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.45it/s]
100%|██████████| 24/24 [00:07<00:00,  3.40it/s][2025-07-14 02:06:16] dog...PCK-Transfer@0.10: 67.29% | PCK-Transfer@0.05: 49.78% | PCK-Transfer@0.15: 81.86%
+
100%|██████████| 24/24 [00:07<00:00,  3.39it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.09it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.27it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.30it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.31it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.32it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.38it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.44it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.49it/s]
100%|██████████| 9/9 [00:02<00:00,  3.40it/s][2025-07-14 02:06:18] horse...PCK-Transfer@0.10: 72.83% | PCK-Transfer@0.05: 49.05% | PCK-Transfer@0.15: 81.16%
+
100%|██████████| 9/9 [00:02<00:00,  3.37it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:09,  2.88it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.36it/s]
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 30%|██▉       | 8/27 [00:02<00:05,  3.29it/s]
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 37%|███▋      | 10/27 [00:03<00:05,  3.35it/s]
 41%|████      | 11/27 [00:03<00:04,  3.33it/s]
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 48%|████▊     | 13/27 [00:03<00:04,  3.32it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.33it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.37it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.38it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.42it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.42it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.39it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.41it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.40it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.38it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.36it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.40it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.41it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.45it/s]
100%|██████████| 27/27 [00:08<00:00,  3.45it/s][2025-07-14 02:06:26] motorbike...PCK-Transfer@0.10: 73.96% | PCK-Transfer@0.05: 53.18% | PCK-Transfer@0.15: 82.46%
+
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+
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100%|██████████| 7/7 [00:02<00:00,  3.37it/s][2025-07-14 02:06:32] pottedplant...PCK-Transfer@0.10: 49.05% | PCK-Transfer@0.05: 27.14% | PCK-Transfer@0.15: 70.48%
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100%|██████████| 20/20 [00:05<00:00,  3.52it/s][2025-07-14 02:06:42] train...PCK-Transfer@0.10: 67.50% | PCK-Transfer@0.05: 40.25% | PCK-Transfer@0.15: 78.75%
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+
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+[2025-07-14 02:06:47] Weighted Per image PCK0.10: 65.48%, image PCK0.05: 47.94%, image PCK0.01: 75.54%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_18__t_0.7_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_18__t_0.7_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..6e8b11350aa1244b0a2e9a011d84565972ec4849
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_18__t_0.7_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-14 02:05:19] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_18__t_0.7_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.5_layer_18', 't_0.7_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.5_layer_18', 't_0.7_layer_13']
+Number of parameters corr net: 120
+
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100%|██████████| 20/20 [00:05<00:00,  3.50it/s][2025-07-14 02:06:48] train...PCK-Transfer@0.10: 78.75% | PCK-Transfer@0.05: 50.25% | PCK-Transfer@0.15: 83.75%
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100%|██████████| 15/15 [00:04<00:00,  3.31it/s][2025-07-14 02:06:52] tvmonitor...PCK-Transfer@0.10: 41.11% | PCK-Transfer@0.05: 31.67% | PCK-Transfer@0.15: 48.89%
+
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+[2025-07-14 02:06:52] Weighted Per image PCK0.10: 74.29%, image PCK0.05: 56.85%, image PCK0.01: 81.15%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_18__t_0.8_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_18__t_0.8_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..24a97f5422bc437b9366b9f4e619121e39a24453
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_18__t_0.8_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 02:08:29] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_18__t_0.8_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.5_layer_18', 't_0.8_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.5_layer_18', 't_0.8_layer_5']
+Number of parameters corr net: 120
+
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 27%|██▋       | 4/15 [00:02<00:06,  1.82it/s]
 33%|███▎      | 5/15 [00:03<00:04,  2.13it/s]
 40%|████      | 6/15 [00:03<00:03,  2.42it/s]
 47%|████▋     | 7/15 [00:03<00:03,  2.59it/s]
 53%|█████▎    | 8/15 [00:04<00:02,  2.74it/s]
 60%|██████    | 9/15 [00:04<00:02,  2.85it/s]
 67%|██████▋   | 10/15 [00:04<00:01,  2.92it/s]
 73%|███████▎  | 11/15 [00:05<00:01,  2.95it/s]
 80%|████████  | 12/15 [00:05<00:01,  2.86it/s]
 87%|████████▋ | 13/15 [00:05<00:00,  2.91it/s]
 93%|█████████▎| 14/15 [00:06<00:00,  2.90it/s]
100%|██████████| 15/15 [00:06<00:00,  2.95it/s][2025-07-14 02:08:37] aeroplane...PCK-Transfer@0.10: 69.73% | PCK-Transfer@0.05: 50.57% | PCK-Transfer@0.15: 85.51%
+
100%|██████████| 15/15 [00:06<00:00,  2.33it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:09,  3.10it/s]
  7%|▋         | 2/30 [00:00<00:10,  2.56it/s]
 10%|█         | 3/30 [00:01<00:09,  2.74it/s]
 13%|█▎        | 4/30 [00:01<00:08,  2.89it/s]
 17%|█▋        | 5/30 [00:01<00:08,  2.98it/s]
 20%|██        | 6/30 [00:02<00:07,  3.03it/s]
 23%|██▎       | 7/30 [00:02<00:07,  3.06it/s]
 27%|██▋       | 8/30 [00:02<00:07,  3.03it/s]
 30%|███       | 9/30 [00:03<00:06,  3.07it/s]
 33%|███▎      | 10/30 [00:03<00:06,  3.20it/s]
 37%|███▋      | 11/30 [00:03<00:06,  3.09it/s]
 40%|████      | 12/30 [00:03<00:05,  3.10it/s]
 43%|████▎     | 13/30 [00:04<00:05,  3.09it/s]
 47%|████▋     | 14/30 [00:04<00:05,  3.02it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.06it/s]
 53%|█████▎    | 16/30 [00:05<00:04,  3.05it/s]
 57%|█████▋    | 17/30 [00:05<00:04,  3.10it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.16it/s]
 63%|██████▎   | 19/30 [00:06<00:03,  3.23it/s]
 67%|██████▋   | 20/30 [00:06<00:03,  3.28it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.34it/s]
 73%|███████▎  | 22/30 [00:07<00:02,  3.40it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.38it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.45it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.32it/s]
 87%|████████▋ | 26/30 [00:08<00:01,  3.32it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.31it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.24it/s]
 97%|█████████▋| 29/30 [00:09<00:00,  3.19it/s]
100%|██████████| 30/30 [00:09<00:00,  3.19it/s][2025-07-14 02:08:46] bicycle...PCK-Transfer@0.10: 69.76% | PCK-Transfer@0.05: 60.36% | PCK-Transfer@0.15: 77.03%
+
100%|██████████| 30/30 [00:09<00:00,  3.15it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.01it/s]
 20%|██        | 2/10 [00:00<00:02,  2.91it/s]
 30%|███       | 3/10 [00:01<00:02,  2.91it/s]
 40%|████      | 4/10 [00:01<00:01,  3.04it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.16it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.22it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.29it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.35it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.36it/s]
100%|██████████| 10/10 [00:03<00:00,  3.28it/s][2025-07-14 02:08:49] bird...PCK-Transfer@0.10: 67.58% | PCK-Transfer@0.05: 38.86% | PCK-Transfer@0.15: 80.14%
+
100%|██████████| 10/10 [00:03<00:00,  3.20it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.04it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.10it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.19it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.13it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.13it/s]
100%|██████████| 6/6 [00:01<00:00,  3.11it/s][2025-07-14 02:08:51] boat...PCK-Transfer@0.10: 33.33% | PCK-Transfer@0.05: 22.22% | PCK-Transfer@0.15: 50.00%
+
100%|██████████| 6/6 [00:01<00:00,  3.12it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.80it/s]
 25%|██▌       | 2/8 [00:00<00:02,  2.99it/s]
 38%|███▊      | 3/8 [00:01<00:01,  2.92it/s]
 50%|█████     | 4/8 [00:01<00:01,  2.95it/s]
 62%|██████▎   | 5/8 [00:01<00:01,  2.99it/s]
 75%|███████▌  | 6/8 [00:02<00:00,  3.00it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.07it/s]
100%|██████████| 8/8 [00:02<00:00,  3.06it/s][2025-07-14 02:08:54] bottle...PCK-Transfer@0.10: 42.19% | PCK-Transfer@0.05: 31.25% | PCK-Transfer@0.15: 53.12%
+
100%|██████████| 8/8 [00:02<00:00,  3.01it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  3.01it/s]
  6%|▋         | 2/32 [00:00<00:10,  2.99it/s]
  9%|▉         | 3/32 [00:01<00:09,  2.94it/s]
 12%|█▎        | 4/32 [00:01<00:09,  2.92it/s]
 16%|█▌        | 5/32 [00:01<00:09,  2.93it/s]
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 22%|██▏       | 7/32 [00:02<00:08,  2.90it/s]
 25%|██▌       | 8/32 [00:02<00:08,  2.87it/s]
 28%|██▊       | 9/32 [00:03<00:07,  2.97it/s]
 31%|███▏      | 10/32 [00:03<00:07,  3.08it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.17it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.27it/s]
 41%|████      | 13/32 [00:04<00:05,  3.37it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.46it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.49it/s]
 50%|█████     | 16/32 [00:05<00:04,  3.52it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.49it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.51it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.52it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.55it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.58it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.49it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.43it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.51it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.55it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.52it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.54it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.49it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.35it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.32it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.43it/s]
100%|██████████| 32/32 [00:09<00:00,  3.49it/s][2025-07-14 02:09:04] bus...PCK-Transfer@0.10: 60.16% | PCK-Transfer@0.05: 44.01% | PCK-Transfer@0.15: 70.94%
+
100%|██████████| 32/32 [00:09<00:00,  3.32it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.06it/s]
 11%|█         | 2/19 [00:00<00:05,  3.28it/s]
 16%|█▌        | 3/19 [00:00<00:05,  3.10it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.29it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.35it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.48it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.53it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.60it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.66it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.60it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.64it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.66it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.62it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.61it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.58it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.62it/s]
100%|██████████| 19/19 [00:05<00:00,  3.67it/s][2025-07-14 02:09:09] car...PCK-Transfer@0.10: 78.59% | PCK-Transfer@0.05: 64.62% | PCK-Transfer@0.15: 83.99%
+
100%|██████████| 19/19 [00:05<00:00,  3.50it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.67it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.62it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.59it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.57it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.63it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.60it/s]
 41%|████      | 11/27 [00:03<00:04,  3.59it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.66it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.57it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.57it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.61it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.66it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.66it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.61it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.61it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.61it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.64it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.60it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.62it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.60it/s]
100%|██████████| 27/27 [00:07<00:00,  3.58it/s][2025-07-14 02:09:17] cat...PCK-Transfer@0.10: 71.02% | PCK-Transfer@0.05: 52.87% | PCK-Transfer@0.15: 79.83%
+
100%|██████████| 27/27 [00:07<00:00,  3.61it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.38it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.59it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.71it/s]
 31%|███       | 4/13 [00:01<00:02,  3.65it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.55it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.57it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.62it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.69it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.72it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.71it/s]
 85%|████████▍ | 11/13 [00:02<00:00,  3.74it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.70it/s]
100%|██████████| 13/13 [00:03<00:00,  3.72it/s][2025-07-14 02:09:20] chair...PCK-Transfer@0.10: 31.15% | PCK-Transfer@0.05: 16.07% | PCK-Transfer@0.15: 37.52%
+
100%|██████████| 13/13 [00:03<00:00,  3.67it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.66it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.67it/s]
100%|██████████| 3/3 [00:00<00:00,  3.68it/s][2025-07-14 02:09:21] cow...PCK-Transfer@0.10: 75.00% | PCK-Transfer@0.05: 52.08% | PCK-Transfer@0.15: 87.50%
+
100%|██████████| 3/3 [00:00<00:00,  3.67it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.74it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.77it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.77it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.81it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.77it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.72it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.69it/s]
100%|██████████| 8/8 [00:02<00:00,  3.71it/s][2025-07-14 02:09:23] diningtable...PCK-Transfer@0.10: 42.19% | PCK-Transfer@0.05: 12.50% | PCK-Transfer@0.15: 57.29%
+
100%|██████████| 8/8 [00:02<00:00,  3.73it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.62it/s]
  8%|▊         | 2/24 [00:00<00:05,  3.72it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.70it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.76it/s]
 21%|██        | 5/24 [00:01<00:05,  3.71it/s]
 25%|██▌       | 6/24 [00:01<00:04,  3.71it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.69it/s]
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 38%|███▊      | 9/24 [00:02<00:04,  3.65it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.69it/s]
 46%|████▌     | 11/24 [00:02<00:03,  3.69it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.67it/s]
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 58%|█████▊    | 14/24 [00:03<00:02,  3.65it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.63it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.64it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.66it/s]
 75%|███████▌  | 18/24 [00:04<00:01,  3.64it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.49it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.49it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.53it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.54it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.58it/s]
100%|██████████| 24/24 [00:06<00:00,  3.60it/s][2025-07-14 02:09:30] dog...PCK-Transfer@0.10: 57.70% | PCK-Transfer@0.05: 42.79% | PCK-Transfer@0.15: 75.01%
+
100%|██████████| 24/24 [00:06<00:00,  3.63it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.55it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.52it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.39it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.47it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.47it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.50it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.46it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.47it/s]
100%|██████████| 9/9 [00:02<00:00,  3.56it/s][2025-07-14 02:09:32] horse...PCK-Transfer@0.10: 68.73% | PCK-Transfer@0.05: 42.30% | PCK-Transfer@0.15: 73.62%
+
100%|██████████| 9/9 [00:02<00:00,  3.50it/s]
+
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 41%|████      | 11/27 [00:03<00:04,  3.57it/s]
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100%|██████████| 7/7 [00:01<00:00,  3.58it/s][2025-07-14 02:09:45] pottedplant...PCK-Transfer@0.10: 39.52% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 60.95%
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100%|██████████| 13/13 [00:03<00:00,  3.67it/s][2025-07-14 02:09:49] sofa...PCK-Transfer@0.10: 38.60% | PCK-Transfer@0.05: 19.84% | PCK-Transfer@0.15: 49.87%
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+
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100%|██████████| 15/15 [00:04<00:00,  3.66it/s][2025-07-14 02:09:59] tvmonitor...PCK-Transfer@0.10: 37.78% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 46.11%
+
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+[2025-07-14 02:09:59] Weighted Per image PCK0.10: 58.95%, image PCK0.05: 41.29%, image PCK0.01: 69.49%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_20__t_0.6_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_20__t_0.6_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..9f05a7593895fac604681cd0b1e494b81b5b5337
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_20__t_0.6_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-14 02:17:46] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_20__t_0.6_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.5_layer_20', 't_0.6_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.5_layer_20', 't_0.6_layer_10']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.57it/s][2025-07-14 02:18:17] bus...PCK-Transfer@0.10: 80.31% | PCK-Transfer@0.05: 65.47% | PCK-Transfer@0.15: 86.04%
+
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100%|██████████| 19/19 [00:05<00:00,  3.46it/s][2025-07-14 02:18:23] car...PCK-Transfer@0.10: 89.05% | PCK-Transfer@0.05: 77.24% | PCK-Transfer@0.15: 91.72%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.49it/s][2025-07-14 02:18:31] cat...PCK-Transfer@0.10: 82.53% | PCK-Transfer@0.05: 65.21% | PCK-Transfer@0.15: 87.76%
+
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+
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100%|██████████| 13/13 [00:04<00:00,  3.41it/s][2025-07-14 02:18:35] chair...PCK-Transfer@0.10: 49.85% | PCK-Transfer@0.05: 32.09% | PCK-Transfer@0.15: 52.44%
+
100%|██████████| 13/13 [00:04<00:00,  3.19it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.33it/s][2025-07-14 02:18:36] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 68.75% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.32it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.53it/s][2025-07-14 02:18:38] diningtable...PCK-Transfer@0.10: 32.29% | PCK-Transfer@0.05: 13.02% | PCK-Transfer@0.15: 52.60%
+
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+
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100%|██████████| 24/24 [00:07<00:00,  3.43it/s][2025-07-14 02:18:45] dog...PCK-Transfer@0.10: 78.12% | PCK-Transfer@0.05: 59.38% | PCK-Transfer@0.15: 87.69%
+
100%|██████████| 24/24 [00:07<00:00,  3.42it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.52it/s][2025-07-14 02:18:48] horse...PCK-Transfer@0.10: 83.68% | PCK-Transfer@0.05: 62.41% | PCK-Transfer@0.15: 89.37%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.46it/s][2025-07-14 02:18:56] motorbike...PCK-Transfer@0.10: 80.22% | PCK-Transfer@0.05: 61.01% | PCK-Transfer@0.15: 88.05%
+
100%|██████████| 27/27 [00:07<00:00,  3.51it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.48it/s][2025-07-14 02:18:59] person...PCK-Transfer@0.10: 63.36% | PCK-Transfer@0.05: 46.66% | PCK-Transfer@0.15: 74.82%
+
100%|██████████| 12/12 [00:03<00:00,  3.48it/s]
+
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100%|██████████| 7/7 [00:01<00:00,  3.56it/s][2025-07-14 02:19:01] pottedplant...PCK-Transfer@0.10: 53.33% | PCK-Transfer@0.05: 34.29% | PCK-Transfer@0.15: 65.24%
+
100%|██████████| 7/7 [00:01<00:00,  3.60it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.55it/s][2025-07-14 02:19:01] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.54it/s]
+
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 62%|██████▏   | 8/13 [00:02<00:01,  3.47it/s]
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100%|██████████| 13/13 [00:03<00:00,  3.42it/s][2025-07-14 02:19:05] sofa...PCK-Transfer@0.10: 58.47% | PCK-Transfer@0.05: 39.70% | PCK-Transfer@0.15: 69.21%
+
100%|██████████| 13/13 [00:03<00:00,  3.44it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.57it/s][2025-07-14 02:19:11] train...PCK-Transfer@0.10: 75.50% | PCK-Transfer@0.05: 50.25% | PCK-Transfer@0.15: 80.50%
+
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+
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100%|██████████| 15/15 [00:04<00:00,  3.52it/s][2025-07-14 02:19:15] tvmonitor...PCK-Transfer@0.10: 46.11% | PCK-Transfer@0.05: 30.00% | PCK-Transfer@0.15: 51.11%
+
100%|██████████| 15/15 [00:04<00:00,  3.50it/s]
+[2025-07-14 02:19:15] Weighted Per image PCK0.10: 73.60%, image PCK0.05: 56.42%, image PCK0.01: 80.61%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_20__t_0.7_layer_9.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_20__t_0.7_layer_9.log
new file mode 100644
index 0000000000000000000000000000000000000000..4c7a4e801d48e6db319494b0a6608a4659e4ad9f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_20__t_0.7_layer_9.log
@@ -0,0 +1,44 @@
+[2025-07-14 02:24:11] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_20__t_0.7_layer_9', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.5_layer_20', 't_0.7_layer_9'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.5_layer_20', 't_0.7_layer_9']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:02<00:00,  3.46it/s][2025-07-14 02:25:27] pottedplant...PCK-Transfer@0.10: 50.48% | PCK-Transfer@0.05: 30.95% | PCK-Transfer@0.15: 70.00%
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100%|██████████| 15/15 [00:04<00:00,  3.48it/s][2025-07-14 02:25:41] tvmonitor...PCK-Transfer@0.10: 41.67% | PCK-Transfer@0.05: 30.00% | PCK-Transfer@0.15: 49.44%
+
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+[2025-07-14 02:25:41] Weighted Per image PCK0.10: 71.19%, image PCK0.05: 53.79%, image PCK0.01: 78.91%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_20__t_0.8_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_20__t_0.8_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..14bc248e475e456ed68a5390d94f58e7485e0065
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_20__t_0.8_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 02:35:56] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_20__t_0.8_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.5_layer_20', 't_0.8_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.5_layer_20', 't_0.8_layer_18']
+Number of parameters corr net: 120
+
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 53%|█████▎    | 17/32 [00:05<00:04,  3.10it/s]
 56%|█████▋    | 18/32 [00:06<00:04,  3.12it/s]
 59%|█████▉    | 19/32 [00:06<00:04,  3.03it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.06it/s]
 66%|██████▌   | 21/32 [00:07<00:03,  3.08it/s]
 69%|██████▉   | 22/32 [00:07<00:03,  3.05it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.10it/s]
 75%|███████▌  | 24/32 [00:08<00:02,  3.10it/s]
 78%|███████▊  | 25/32 [00:08<00:02,  3.06it/s]
 81%|████████▏ | 26/32 [00:08<00:01,  3.10it/s]
 84%|████████▍ | 27/32 [00:09<00:01,  3.09it/s]
 88%|████████▊ | 28/32 [00:09<00:01,  3.15it/s]
 91%|█████████ | 29/32 [00:09<00:00,  3.16it/s]
 94%|█████████▍| 30/32 [00:10<00:00,  3.18it/s]
 97%|█████████▋| 31/32 [00:10<00:00,  3.09it/s]
100%|██████████| 32/32 [00:10<00:00,  3.07it/s][2025-07-14 02:36:33] bus...PCK-Transfer@0.10: 56.25% | PCK-Transfer@0.05: 37.50% | PCK-Transfer@0.15: 68.07%
+
100%|██████████| 32/32 [00:10<00:00,  2.99it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.59it/s]
 11%|█         | 2/19 [00:00<00:05,  2.90it/s]
 16%|█▌        | 3/19 [00:01<00:05,  2.98it/s]
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 32%|███▏      | 6/19 [00:01<00:04,  3.13it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.16it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.17it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.17it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.13it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.16it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.18it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.18it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.19it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.20it/s]
 84%|████████▍ | 16/19 [00:05<00:00,  3.22it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.27it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.22it/s]
100%|██████████| 19/19 [00:06<00:00,  3.18it/s][2025-07-14 02:36:39] car...PCK-Transfer@0.10: 74.11% | PCK-Transfer@0.05: 55.88% | PCK-Transfer@0.15: 78.28%
+
100%|██████████| 19/19 [00:06<00:00,  3.14it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:09,  2.82it/s]
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 37%|███▋      | 10/27 [00:03<00:05,  3.16it/s]
 41%|████      | 11/27 [00:03<00:05,  3.16it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.22it/s]
 59%|█████▉    | 16/27 [00:05<00:03,  3.18it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.15it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.10it/s]
 70%|███████   | 19/27 [00:06<00:02,  3.10it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.16it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.14it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.19it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.18it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.19it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.21it/s]
 96%|█████████▋| 26/27 [00:08<00:00,  3.18it/s]
100%|██████████| 27/27 [00:08<00:00,  3.19it/s][2025-07-14 02:36:48] cat...PCK-Transfer@0.10: 69.10% | PCK-Transfer@0.05: 50.65% | PCK-Transfer@0.15: 73.92%
+
100%|██████████| 27/27 [00:08<00:00,  3.16it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:05,  2.19it/s]
 15%|█▌        | 2/13 [00:00<00:04,  2.51it/s]
 23%|██▎       | 3/13 [00:01<00:03,  2.72it/s]
 31%|███       | 4/13 [00:01<00:03,  2.85it/s]
 38%|███▊      | 5/13 [00:01<00:02,  2.87it/s]
 46%|████▌     | 6/13 [00:02<00:02,  2.89it/s]
 54%|█████▍    | 7/13 [00:02<00:02,  2.97it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.01it/s]
 69%|██████▉   | 9/13 [00:03<00:01,  3.03it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.07it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.11it/s]
 92%|█████████▏| 12/13 [00:04<00:00,  3.15it/s]
100%|██████████| 13/13 [00:04<00:00,  3.16it/s][2025-07-14 02:36:52] chair...PCK-Transfer@0.10: 22.09% | PCK-Transfer@0.05: 14.04% | PCK-Transfer@0.15: 28.23%
+
100%|██████████| 13/13 [00:04<00:00,  2.97it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.51it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  2.73it/s]
100%|██████████| 3/3 [00:01<00:00,  2.92it/s][2025-07-14 02:36:53] cow...PCK-Transfer@0.10: 75.00% | PCK-Transfer@0.05: 47.92% | PCK-Transfer@0.15: 83.33%
+
100%|██████████| 3/3 [00:01<00:00,  2.84it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.06it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.07it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.12it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.09it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.12it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.14it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.17it/s]
100%|██████████| 8/8 [00:02<00:00,  3.18it/s][2025-07-14 02:36:56] diningtable...PCK-Transfer@0.10: 25.00% | PCK-Transfer@0.05: 8.85% | PCK-Transfer@0.15: 43.23%
+
100%|██████████| 8/8 [00:02<00:00,  3.14it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.06it/s]
  8%|▊         | 2/24 [00:00<00:07,  3.11it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.19it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.16it/s]
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 25%|██▌       | 6/24 [00:01<00:05,  3.20it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.23it/s]
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 42%|████▏     | 10/24 [00:03<00:04,  3.18it/s]
 46%|████▌     | 11/24 [00:03<00:04,  3.20it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.21it/s]
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 58%|█████▊    | 14/24 [00:04<00:03,  3.19it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.22it/s]
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 83%|████████▎ | 20/24 [00:06<00:01,  3.24it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.22it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.20it/s]
 96%|█████████▌| 23/24 [00:07<00:00,  3.17it/s]
100%|██████████| 24/24 [00:07<00:00,  3.18it/s][2025-07-14 02:37:03] dog...PCK-Transfer@0.10: 56.25% | PCK-Transfer@0.05: 39.53% | PCK-Transfer@0.15: 69.97%
+
100%|██████████| 24/24 [00:07<00:00,  3.20it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.15it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.19it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.19it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.24it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.26it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.31it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.32it/s]
100%|██████████| 9/9 [00:02<00:00,  3.31it/s][2025-07-14 02:37:06] horse...PCK-Transfer@0.10: 60.66% | PCK-Transfer@0.05: 38.86% | PCK-Transfer@0.15: 66.48%
+
100%|██████████| 9/9 [00:02<00:00,  3.26it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:05,  3.37it/s]
 41%|████      | 11/27 [00:03<00:04,  3.37it/s]
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 59%|█████▉    | 16/27 [00:04<00:03,  3.37it/s]
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 67%|██████▋   | 18/27 [00:05<00:02,  3.37it/s]
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 81%|████████▏ | 22/27 [00:06<00:01,  3.26it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.28it/s]
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100%|██████████| 27/27 [00:08<00:00,  3.28it/s][2025-07-14 02:37:14] motorbike...PCK-Transfer@0.10: 62.65% | PCK-Transfer@0.05: 41.42% | PCK-Transfer@0.15: 71.43%
+
100%|██████████| 27/27 [00:08<00:00,  3.32it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:04,  2.69it/s]
 17%|█▋        | 2/12 [00:00<00:03,  2.86it/s]
 25%|██▌       | 3/12 [00:01<00:03,  3.00it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.17it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.26it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.30it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.25it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.25it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.23it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.19it/s]
100%|██████████| 12/12 [00:03<00:00,  3.15it/s][2025-07-14 02:37:18] person...PCK-Transfer@0.10: 44.95% | PCK-Transfer@0.05: 30.93% | PCK-Transfer@0.15: 59.30%
+
100%|██████████| 12/12 [00:03<00:00,  3.15it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.12it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.09it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.04it/s]
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 86%|████████▌ | 6/7 [00:01<00:00,  3.11it/s]
100%|██████████| 7/7 [00:02<00:00,  3.11it/s][2025-07-14 02:37:20] pottedplant...PCK-Transfer@0.10: 41.43% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 62.86%
+
100%|██████████| 7/7 [00:02<00:00,  3.10it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.00it/s][2025-07-14 02:37:20] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.00it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 85%|████████▍ | 11/13 [00:03<00:00,  3.17it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.17it/s]
100%|██████████| 13/13 [00:04<00:00,  3.18it/s][2025-07-14 02:37:25] sofa...PCK-Transfer@0.10: 32.86% | PCK-Transfer@0.05: 16.43% | PCK-Transfer@0.15: 45.59%
+
100%|██████████| 13/13 [00:04<00:00,  3.11it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.37it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.36it/s]
 50%|█████     | 10/20 [00:03<00:03,  3.33it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.39it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.38it/s]
 65%|██████▌   | 13/20 [00:03<00:02,  3.41it/s]
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 80%|████████  | 16/20 [00:04<00:01,  3.48it/s]
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 95%|█████████▌| 19/20 [00:05<00:00,  3.45it/s]
100%|██████████| 20/20 [00:05<00:00,  3.50it/s][2025-07-14 02:37:30] train...PCK-Transfer@0.10: 58.50% | PCK-Transfer@0.05: 28.25% | PCK-Transfer@0.15: 71.50%
+
100%|██████████| 20/20 [00:05<00:00,  3.40it/s]
+
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+[2025-07-14 02:37:35] Weighted Per image PCK0.10: 54.07%, image PCK0.05: 36.73%, image PCK0.01: 64.27%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_5__t_0.6_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_5__t_0.6_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..a1bd1fc85fe3a29ee55247398ff5a1a978b8f10e
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_5__t_0.6_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-13 23:06:34] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_5__t_0.6_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.5_layer_5', 't_0.6_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.5_layer_5', 't_0.6_layer_11']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:02<00:00,  3.44it/s][2025-07-13 23:07:50] pottedplant...PCK-Transfer@0.10: 44.29% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 66.19%
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+
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100%|██████████| 15/15 [00:04<00:00,  3.49it/s][2025-07-13 23:08:04] tvmonitor...PCK-Transfer@0.10: 38.89% | PCK-Transfer@0.05: 25.56% | PCK-Transfer@0.15: 56.67%
+
100%|██████████| 15/15 [00:04<00:00,  3.42it/s]
+[2025-07-13 23:08:04] Weighted Per image PCK0.10: 70.22%, image PCK0.05: 52.84%, image PCK0.01: 80.63%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_5__t_0.7_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_5__t_0.7_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..e8a0b8de19a236ac10c496030ec99e4d20f61743
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_5__t_0.7_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-13 23:15:52] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_5__t_0.7_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.5_layer_5', 't_0.7_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.5_layer_5', 't_0.7_layer_13']
+Number of parameters corr net: 120
+
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100%|██████████| 6/6 [00:01<00:00,  3.43it/s][2025-07-13 23:16:12] boat...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 37.50% | PCK-Transfer@0.15: 73.61%
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100%|██████████| 8/8 [00:02<00:00,  3.47it/s][2025-07-13 23:16:15] bottle...PCK-Transfer@0.10: 60.94% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 75.00%
+
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+
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 47%|████▋     | 15/32 [00:04<00:04,  3.54it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.49it/s]
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 59%|█████▉    | 19/32 [00:05<00:03,  3.45it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.47it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.47it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.40it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.42it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.49it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.55it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.50it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.49it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.45it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.45it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.45it/s]
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100%|██████████| 32/32 [00:09<00:00,  3.51it/s][2025-07-13 23:16:24] bus...PCK-Transfer@0.10: 70.31% | PCK-Transfer@0.05: 54.43% | PCK-Transfer@0.15: 80.83%
+
100%|██████████| 32/32 [00:09<00:00,  3.48it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.42it/s]
 11%|█         | 2/19 [00:00<00:04,  3.44it/s]
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 37%|███▋      | 7/19 [00:02<00:03,  3.31it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.37it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.37it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.43it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.44it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.41it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.44it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.45it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.43it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.43it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.41it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.44it/s]
100%|██████████| 19/19 [00:05<00:00,  3.50it/s][2025-07-13 23:16:29] car...PCK-Transfer@0.10: 86.53% | PCK-Transfer@0.05: 72.18% | PCK-Transfer@0.15: 89.04%
+
100%|██████████| 19/19 [00:05<00:00,  3.41it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.39it/s]
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 11%|█         | 3/27 [00:00<00:07,  3.33it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.36it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.43it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.43it/s]
 41%|████      | 11/27 [00:03<00:04,  3.47it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.50it/s]
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 59%|█████▉    | 16/27 [00:04<00:03,  3.41it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.44it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.50it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.49it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.46it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.44it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.42it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.43it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.41it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.43it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.41it/s]
100%|██████████| 27/27 [00:07<00:00,  3.41it/s][2025-07-13 23:16:37] cat...PCK-Transfer@0.10: 72.33% | PCK-Transfer@0.05: 56.69% | PCK-Transfer@0.15: 79.56%
+
100%|██████████| 27/27 [00:07<00:00,  3.43it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.37it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.46it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.47it/s]
 31%|███       | 4/13 [00:01<00:02,  3.42it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.42it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.38it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.39it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.45it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.47it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.48it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.49it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.46it/s]
100%|██████████| 13/13 [00:03<00:00,  3.47it/s][2025-07-13 23:16:41] chair...PCK-Transfer@0.10: 48.87% | PCK-Transfer@0.05: 29.59% | PCK-Transfer@0.15: 62.78%
+
100%|██████████| 13/13 [00:03<00:00,  3.45it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.52it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.47it/s]
100%|██████████| 3/3 [00:00<00:00,  3.47it/s][2025-07-13 23:16:42] cow...PCK-Transfer@0.10: 68.75% | PCK-Transfer@0.05: 39.58% | PCK-Transfer@0.15: 89.58%
+
100%|██████████| 3/3 [00:00<00:00,  3.47it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.45it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.47it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.46it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.53it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.51it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.48it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.49it/s]
100%|██████████| 8/8 [00:02<00:00,  3.52it/s][2025-07-13 23:16:44] diningtable...PCK-Transfer@0.10: 49.48% | PCK-Transfer@0.05: 22.40% | PCK-Transfer@0.15: 72.40%
+
100%|██████████| 8/8 [00:02<00:00,  3.50it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.45it/s]
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 12%|█▎        | 3/24 [00:00<00:06,  3.49it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.56it/s]
 21%|██        | 5/24 [00:01<00:05,  3.52it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.50it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.50it/s]
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 42%|████▏     | 10/24 [00:02<00:03,  3.51it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.52it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.53it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.53it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.51it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.50it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.51it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.50it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.47it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.49it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.50it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.52it/s]
100%|██████████| 24/24 [00:06<00:00,  3.52it/s][2025-07-13 23:16:51] dog...PCK-Transfer@0.10: 64.30% | PCK-Transfer@0.05: 42.96% | PCK-Transfer@0.15: 80.87%
+
100%|██████████| 24/24 [00:06<00:00,  3.51it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.53it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.53it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.54it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.48it/s]
100%|██████████| 9/9 [00:02<00:00,  3.52it/s][2025-07-13 23:16:54] horse...PCK-Transfer@0.10: 71.90% | PCK-Transfer@0.05: 38.36% | PCK-Transfer@0.15: 79.71%
+
100%|██████████| 9/9 [00:02<00:00,  3.53it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.48it/s]
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 81%|████████▏ | 22/27 [00:06<00:01,  3.55it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.53it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.57it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.62it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.64it/s][2025-07-13 23:17:01] motorbike...PCK-Transfer@0.10: 72.16% | PCK-Transfer@0.05: 45.83% | PCK-Transfer@0.15: 84.90%
+
100%|██████████| 27/27 [00:07<00:00,  3.52it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.61it/s]
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 42%|████▏     | 5/12 [00:01<00:01,  3.63it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.65it/s]
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 67%|██████▋   | 8/12 [00:02<00:01,  3.57it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.55it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.57it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.53it/s]
100%|██████████| 12/12 [00:03<00:00,  3.60it/s][2025-07-13 23:17:05] person...PCK-Transfer@0.10: 49.73% | PCK-Transfer@0.05: 30.04% | PCK-Transfer@0.15: 65.87%
+
100%|██████████| 12/12 [00:03<00:00,  3.61it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
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 29%|██▊       | 2/7 [00:00<00:01,  3.42it/s]
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 71%|███████▏  | 5/7 [00:01<00:00,  3.44it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.45it/s]
100%|██████████| 7/7 [00:02<00:00,  3.49it/s][2025-07-13 23:17:07] pottedplant...PCK-Transfer@0.10: 33.81% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 58.57%
+
100%|██████████| 7/7 [00:02<00:00,  3.46it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.48it/s][2025-07-13 23:17:07] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.47it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 23%|██▎       | 3/13 [00:00<00:02,  3.61it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.54it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.50it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.56it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.48it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.56it/s]
100%|██████████| 13/13 [00:03<00:00,  3.57it/s][2025-07-13 23:17:11] sofa...PCK-Transfer@0.10: 46.76% | PCK-Transfer@0.05: 25.11% | PCK-Transfer@0.15: 66.62%
+
100%|██████████| 13/13 [00:03<00:00,  3.56it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.52it/s][2025-07-13 23:17:16] train...PCK-Transfer@0.10: 66.75% | PCK-Transfer@0.05: 45.25% | PCK-Transfer@0.15: 81.00%
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100%|██████████| 15/15 [00:04<00:00,  3.58it/s][2025-07-13 23:17:21] tvmonitor...PCK-Transfer@0.10: 30.56% | PCK-Transfer@0.05: 16.11% | PCK-Transfer@0.15: 48.89%
+
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+[2025-07-13 23:17:21] Weighted Per image PCK0.10: 64.87%, image PCK0.05: 46.00%, image PCK0.01: 77.71%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_9__t_0.7_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_9__t_0.7_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..0ec026737dd63275618602c1da0f6cbd01972797
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_9__t_0.7_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-13 23:42:20] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_9__t_0.7_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.5_layer_9', 't_0.7_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.5_layer_9', 't_0.7_layer_13']
+Number of parameters corr net: 120
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100%|██████████| 32/32 [00:09<00:00,  3.30it/s][2025-07-13 23:42:55] bus...PCK-Transfer@0.10: 77.86% | PCK-Transfer@0.05: 64.84% | PCK-Transfer@0.15: 84.74%
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100%|██████████| 15/15 [00:04<00:00,  3.46it/s][2025-07-13 23:43:53] tvmonitor...PCK-Transfer@0.10: 37.78% | PCK-Transfer@0.05: 23.33% | PCK-Transfer@0.15: 56.11%
+
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+[2025-07-13 23:43:53] Weighted Per image PCK0.10: 72.15%, image PCK0.05: 54.23%, image PCK0.01: 81.97%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_9__t_0.7_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_9__t_0.7_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..aa56c390ce8df2961bd49fab892101f3235d4be4
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_9__t_0.7_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 23:43:59] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_9__t_0.7_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.5_layer_9', 't_0.7_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.5_layer_9', 't_0.7_layer_20']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.46it/s][2025-07-13 23:44:05] aeroplane...PCK-Transfer@0.10: 73.15% | PCK-Transfer@0.05: 57.01% | PCK-Transfer@0.15: 84.44%
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 83%|████████▎ | 5/6 [00:01<00:00,  3.59it/s]
100%|██████████| 6/6 [00:01<00:00,  3.73it/s][2025-07-13 23:44:17] boat...PCK-Transfer@0.10: 41.67% | PCK-Transfer@0.05: 19.44% | PCK-Transfer@0.15: 65.28%
+
100%|██████████| 6/6 [00:01<00:00,  3.61it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.75it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.83it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.79it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.77it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.78it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.77it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.86it/s]
100%|██████████| 8/8 [00:02<00:00,  3.83it/s][2025-07-13 23:44:19] bottle...PCK-Transfer@0.10: 54.69% | PCK-Transfer@0.05: 31.25% | PCK-Transfer@0.15: 60.94%
+
100%|██████████| 8/8 [00:02<00:00,  3.81it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:07,  4.10it/s]
  6%|▋         | 2/32 [00:00<00:07,  3.91it/s]
  9%|▉         | 3/32 [00:00<00:07,  3.84it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.81it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.79it/s]
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 22%|██▏       | 7/32 [00:01<00:07,  3.57it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.58it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.65it/s]
 31%|███▏      | 10/32 [00:02<00:05,  3.77it/s]
 34%|███▍      | 11/32 [00:02<00:05,  3.83it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.84it/s]
 41%|████      | 13/32 [00:03<00:05,  3.80it/s]
 44%|████▍     | 14/32 [00:03<00:04,  3.78it/s]
 47%|████▋     | 15/32 [00:03<00:04,  3.80it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.81it/s]
 53%|█████▎    | 17/32 [00:04<00:03,  3.89it/s]
 56%|█████▋    | 18/32 [00:04<00:03,  3.90it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.89it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.85it/s]
 66%|██████▌   | 21/32 [00:05<00:02,  3.83it/s]
 69%|██████▉   | 22/32 [00:05<00:02,  3.90it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.90it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.86it/s]
 78%|███████▊  | 25/32 [00:06<00:01,  3.54it/s]
 81%|████████▏ | 26/32 [00:06<00:01,  3.59it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.55it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.66it/s]
 91%|█████████ | 29/32 [00:07<00:00,  3.74it/s]
 94%|█████████▍| 30/32 [00:07<00:00,  3.75it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.67it/s]
100%|██████████| 32/32 [00:08<00:00,  3.67it/s][2025-07-13 23:44:28] bus...PCK-Transfer@0.10: 68.07% | PCK-Transfer@0.05: 49.84% | PCK-Transfer@0.15: 76.41%
+
100%|██████████| 32/32 [00:08<00:00,  3.75it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:04,  3.68it/s]
 11%|█         | 2/19 [00:00<00:04,  3.84it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.82it/s]
 21%|██        | 4/19 [00:01<00:04,  3.29it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.36it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.52it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.69it/s]
 42%|████▏     | 8/19 [00:02<00:02,  3.69it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.37it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.40it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.50it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.62it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.60it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.33it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.51it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.58it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.48it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.54it/s]
100%|██████████| 19/19 [00:05<00:00,  3.57it/s][2025-07-13 23:44:33] car...PCK-Transfer@0.10: 82.24% | PCK-Transfer@0.05: 70.93% | PCK-Transfer@0.15: 85.54%
+
100%|██████████| 19/19 [00:05<00:00,  3.53it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:06,  3.73it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.49it/s]
 11%|█         | 3/27 [00:00<00:06,  3.58it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.34it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.43it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.54it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.57it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.62it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.72it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.65it/s]
 41%|████      | 11/27 [00:03<00:04,  3.68it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.66it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.72it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.72it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.75it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.72it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.65it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.65it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.68it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.78it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.81it/s]
 81%|████████▏ | 22/27 [00:05<00:01,  3.87it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.86it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.86it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.84it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.84it/s]
100%|██████████| 27/27 [00:07<00:00,  3.84it/s][2025-07-13 23:44:41] cat...PCK-Transfer@0.10: 76.28% | PCK-Transfer@0.05: 56.89% | PCK-Transfer@0.15: 83.19%
+
100%|██████████| 27/27 [00:07<00:00,  3.71it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.77it/s]
 15%|█▌        | 2/13 [00:00<00:02,  3.71it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.71it/s]
 31%|███       | 4/13 [00:01<00:02,  3.70it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.71it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.76it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.77it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.73it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.72it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.70it/s]
 85%|████████▍ | 11/13 [00:02<00:00,  3.64it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.71it/s]
100%|██████████| 13/13 [00:03<00:00,  3.70it/s][2025-07-13 23:44:44] chair...PCK-Transfer@0.10: 38.93% | PCK-Transfer@0.05: 23.53% | PCK-Transfer@0.15: 48.48%
+
100%|██████████| 13/13 [00:03<00:00,  3.71it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.64it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.70it/s]
100%|██████████| 3/3 [00:00<00:00,  3.73it/s][2025-07-13 23:44:45] cow...PCK-Transfer@0.10: 81.25% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 3/3 [00:00<00:00,  3.72it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.64it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.63it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.71it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.68it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.67it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.70it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.68it/s]
100%|██████████| 8/8 [00:02<00:00,  3.68it/s][2025-07-13 23:44:47] diningtable...PCK-Transfer@0.10: 40.63% | PCK-Transfer@0.05: 23.96% | PCK-Transfer@0.15: 61.46%
+
100%|██████████| 8/8 [00:02<00:00,  3.68it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.56it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.60it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.64it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.58it/s]
 21%|██        | 5/24 [00:01<00:05,  3.62it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.60it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.63it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.64it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.61it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.57it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.54it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.56it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.57it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.57it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.60it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.60it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.61it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.62it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.60it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.62it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.58it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.58it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.57it/s]
100%|██████████| 24/24 [00:06<00:00,  3.58it/s][2025-07-13 23:44:54] dog...PCK-Transfer@0.10: 66.56% | PCK-Transfer@0.05: 46.05% | PCK-Transfer@0.15: 78.90%
+
100%|██████████| 24/24 [00:06<00:00,  3.59it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.26it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.43it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.46it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.43it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.52it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.60it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.66it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.68it/s]
100%|██████████| 9/9 [00:02<00:00,  3.67it/s][2025-07-13 23:44:56] horse...PCK-Transfer@0.10: 73.76% | PCK-Transfer@0.05: 50.90% | PCK-Transfer@0.15: 79.71%
+
100%|██████████| 9/9 [00:02<00:00,  3.58it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.05it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.27it/s]
 11%|█         | 3/27 [00:00<00:07,  3.42it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.47it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.47it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.48it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.54it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.54it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.55it/s]
 41%|████      | 11/27 [00:03<00:04,  3.55it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.59it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.61it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.61it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.61it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.63it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.66it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.66it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.64it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.68it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.66it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.62it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.63it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.62it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.59it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.60it/s]
100%|██████████| 27/27 [00:07<00:00,  3.60it/s][2025-07-13 23:45:04] motorbike...PCK-Transfer@0.10: 73.51% | PCK-Transfer@0.05: 51.47% | PCK-Transfer@0.15: 80.94%
+
100%|██████████| 27/27 [00:07<00:00,  3.57it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.65it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.61it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.58it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.57it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.64it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.68it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.73it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.71it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.73it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.71it/s]
 92%|█████████▏| 11/12 [00:02<00:00,  3.74it/s]
100%|██████████| 12/12 [00:03<00:00,  3.70it/s][2025-07-13 23:45:07] person...PCK-Transfer@0.10: 49.25% | PCK-Transfer@0.05: 31.76% | PCK-Transfer@0.15: 62.03%
+
100%|██████████| 12/12 [00:03<00:00,  3.68it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.60it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.72it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.71it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.76it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.82it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.74it/s]
100%|██████████| 7/7 [00:01<00:00,  3.73it/s][2025-07-13 23:45:09] pottedplant...PCK-Transfer@0.10: 46.67% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 59.05%
+
100%|██████████| 7/7 [00:01<00:00,  3.73it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.56it/s][2025-07-13 23:45:09] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.55it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.71it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.66it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.64it/s]
 31%|███       | 4/13 [00:01<00:02,  3.61it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.66it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.66it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.68it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.69it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.70it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.68it/s]
 85%|████████▍ | 11/13 [00:02<00:00,  3.74it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.67it/s]
100%|██████████| 13/13 [00:03<00:00,  3.64it/s][2025-07-13 23:45:13] sofa...PCK-Transfer@0.10: 44.26% | PCK-Transfer@0.05: 28.90% | PCK-Transfer@0.15: 60.01%
+
100%|██████████| 13/13 [00:03<00:00,  3.67it/s]
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+[2025-07-13 23:45:22] Weighted Per image PCK0.10: 65.44%, image PCK0.05: 46.25%, image PCK0.01: 74.68%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_9__t_0.7_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_9__t_0.7_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..80fc6a324f9c08eef9f0a4a482ff5ad264da513a
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_9__t_0.7_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 23:39:14] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_9__t_0.7_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.5_layer_9', 't_0.7_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.5_layer_9', 't_0.7_layer_9']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.64it/s][2025-07-13 23:40:41] tvmonitor...PCK-Transfer@0.10: 36.11% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 52.78%
+
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+[2025-07-13 23:40:41] Weighted Per image PCK0.10: 66.81%, image PCK0.05: 47.18%, image PCK0.01: 78.81%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_9__t_0.8_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_9__t_0.8_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..b8388d66b333add148b5533aa5f86b07a78ee66a
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_9__t_0.8_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 23:51:44] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.5_layer_9__t_0.8_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.5_layer_9', 't_0.8_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.5_layer_9', 't_0.8_layer_20']
+Number of parameters corr net: 120
+
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 20%|██        | 2/10 [00:00<00:02,  3.47it/s]
 30%|███       | 3/10 [00:00<00:02,  3.46it/s]
 40%|████      | 4/10 [00:01<00:01,  3.48it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.50it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.44it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.39it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.41it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.41it/s]
100%|██████████| 10/10 [00:02<00:00,  3.37it/s][2025-07-13 23:52:02] bird...PCK-Transfer@0.10: 70.92% | PCK-Transfer@0.05: 44.69% | PCK-Transfer@0.15: 89.58%
+
100%|██████████| 10/10 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.33it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.50it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.48it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.45it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.47it/s]
100%|██████████| 6/6 [00:01<00:00,  3.52it/s][2025-07-13 23:52:04] boat...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 29.17% | PCK-Transfer@0.15: 69.44%
+
100%|██████████| 6/6 [00:01<00:00,  3.49it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.53it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.64it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.60it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.58it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.57it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.54it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.62it/s]
100%|██████████| 8/8 [00:02<00:00,  3.58it/s][2025-07-13 23:52:06] bottle...PCK-Transfer@0.10: 54.69% | PCK-Transfer@0.05: 39.06% | PCK-Transfer@0.15: 65.62%
+
100%|██████████| 8/8 [00:02<00:00,  3.58it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.43it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.42it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.40it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.44it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.45it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.43it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.38it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.41it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.45it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.49it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.51it/s]
 41%|████      | 13/32 [00:03<00:05,  3.49it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.48it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.44it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.46it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.54it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.56it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.56it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.51it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.49it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.54it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.57it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.55it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.51it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.54it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.48it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.53it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.55it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.51it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.48it/s]
100%|██████████| 32/32 [00:09<00:00,  3.48it/s][2025-07-13 23:52:16] bus...PCK-Transfer@0.10: 74.74% | PCK-Transfer@0.05: 55.99% | PCK-Transfer@0.15: 78.91%
+
100%|██████████| 32/32 [00:09<00:00,  3.49it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.41it/s]
 11%|█         | 2/19 [00:00<00:04,  3.50it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.49it/s]
 21%|██        | 4/19 [00:01<00:04,  3.46it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.49it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.60it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.68it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.62it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.62it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.55it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.55it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.59it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.42it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.34it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.43it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.48it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.53it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.51it/s]
100%|██████████| 19/19 [00:05<00:00,  3.47it/s][2025-07-13 23:52:21] car...PCK-Transfer@0.10: 86.24% | PCK-Transfer@0.05: 68.46% | PCK-Transfer@0.15: 88.52%
+
100%|██████████| 19/19 [00:05<00:00,  3.51it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.14it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.38it/s]
 11%|█         | 3/27 [00:00<00:06,  3.50it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.47it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.47it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.46it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.43it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.44it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.51it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.53it/s]
 41%|████      | 11/27 [00:03<00:04,  3.53it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.50it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.56it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.54it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.55it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.56it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.51it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.50it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.48it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.54it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.54it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.56it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.56it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.54it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.54it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.56it/s]
100%|██████████| 27/27 [00:07<00:00,  3.51it/s][2025-07-13 23:52:29] cat...PCK-Transfer@0.10: 72.12% | PCK-Transfer@0.05: 53.91% | PCK-Transfer@0.15: 82.70%
+
100%|██████████| 27/27 [00:07<00:00,  3.51it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.90it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.03it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.20it/s]
 31%|███       | 4/13 [00:01<00:02,  3.32it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.41it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.36it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.39it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.40it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.41it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.43it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.42it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.45it/s]
100%|██████████| 13/13 [00:03<00:00,  3.42it/s][2025-07-13 23:52:33] chair...PCK-Transfer@0.10: 38.27% | PCK-Transfer@0.05: 22.26% | PCK-Transfer@0.15: 48.65%
+
100%|██████████| 13/13 [00:03<00:00,  3.37it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.42it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.49it/s]
100%|██████████| 3/3 [00:00<00:00,  3.50it/s][2025-07-13 23:52:33] cow...PCK-Transfer@0.10: 83.33% | PCK-Transfer@0.05: 60.42% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.49it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.57it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.51it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.54it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.51it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.53it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.57it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.58it/s]
100%|██████████| 8/8 [00:02<00:00,  3.55it/s][2025-07-13 23:52:36] diningtable...PCK-Transfer@0.10: 45.31% | PCK-Transfer@0.05: 22.40% | PCK-Transfer@0.15: 62.50%
+
100%|██████████| 8/8 [00:02<00:00,  3.54it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.47it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.50it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.55it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.49it/s]
 21%|██        | 5/24 [00:01<00:05,  3.51it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.52it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.53it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.53it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.52it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.50it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.51it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.52it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.50it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.47it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.48it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.47it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.41it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.42it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.45it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.49it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.42it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.42it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.45it/s]
100%|██████████| 24/24 [00:06<00:00,  3.47it/s][2025-07-13 23:52:43] dog...PCK-Transfer@0.10: 67.57% | PCK-Transfer@0.05: 47.94% | PCK-Transfer@0.15: 77.13%
+
100%|██████████| 24/24 [00:06<00:00,  3.48it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.22it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.36it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.39it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.41it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.49it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.53it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.58it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.54it/s]
100%|██████████| 9/9 [00:02<00:00,  3.51it/s][2025-07-13 23:52:45] horse...PCK-Transfer@0.10: 73.92% | PCK-Transfer@0.05: 48.28% | PCK-Transfer@0.15: 80.66%
+
100%|██████████| 9/9 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  2.94it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.24it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.46it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.53it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.52it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.46it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.49it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.51it/s]
 41%|████      | 11/27 [00:03<00:04,  3.54it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.55it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.53it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.50it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.46it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.46it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.48it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.48it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.47it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.49it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.50it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.48it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.51it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.52it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.51it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.53it/s]
100%|██████████| 27/27 [00:07<00:00,  3.54it/s][2025-07-13 23:52:53] motorbike...PCK-Transfer@0.10: 73.00% | PCK-Transfer@0.05: 50.17% | PCK-Transfer@0.15: 83.48%
+
100%|██████████| 27/27 [00:07<00:00,  3.49it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  2.91it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.14it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.30it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.33it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.45it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.49it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.56it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.55it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.58it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.59it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.62it/s]
100%|██████████| 12/12 [00:03<00:00,  3.58it/s][2025-07-13 23:52:56] person...PCK-Transfer@0.10: 54.43% | PCK-Transfer@0.05: 35.63% | PCK-Transfer@0.15: 64.54%
+
100%|██████████| 12/12 [00:03<00:00,  3.49it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.65it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.66it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.62it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.68it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.70it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.64it/s]
100%|██████████| 7/7 [00:01<00:00,  3.59it/s][2025-07-13 23:52:58] pottedplant...PCK-Transfer@0.10: 46.67% | PCK-Transfer@0.05: 14.29% | PCK-Transfer@0.15: 65.71%
+
100%|██████████| 7/7 [00:01<00:00,  3.63it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.64it/s][2025-07-13 23:52:59] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.63it/s]
+
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+[2025-07-13 23:53:12] Weighted Per image PCK0.10: 66.36%, image PCK0.05: 46.31%, image PCK0.01: 76.12%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_10__t_0.6_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_10__t_0.6_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..07cc002cacd923787d54d10e6c5a2534951429f5
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_10__t_0.6_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-14 03:21:19] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_10__t_0.6_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.6_layer_10', 't_0.6_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.6_layer_10', 't_0.6_layer_18']
+Number of parameters corr net: 120
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+
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+[2025-07-14 03:22:56] Weighted Per image PCK0.10: 70.06%, image PCK0.05: 53.21%, image PCK0.01: 79.63%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_10__t_0.6_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_10__t_0.6_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..52944d96aa123f1d01db721a284f06d107b1e7bb
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_10__t_0.6_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 03:21:27] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_10__t_0.6_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.6_layer_10', 't_0.6_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.6_layer_10', 't_0.6_layer_18']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  2.96it/s][2025-07-14 03:21:35] aeroplane...PCK-Transfer@0.10: 80.12% | PCK-Transfer@0.05: 64.61% | PCK-Transfer@0.15: 87.97%
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 67%|██████▋   | 20/30 [00:06<00:03,  2.93it/s]
 70%|███████   | 21/30 [00:07<00:03,  2.99it/s]
 73%|███████▎  | 22/30 [00:07<00:02,  3.06it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.09it/s]
 80%|████████  | 24/30 [00:08<00:01,  3.16it/s]
 83%|████████▎ | 25/30 [00:08<00:01,  3.13it/s]
 87%|████████▋ | 26/30 [00:08<00:01,  3.14it/s]
 90%|█████████ | 27/30 [00:09<00:00,  3.12it/s]
 93%|█████████▎| 28/30 [00:09<00:00,  3.12it/s]
 97%|█████████▋| 29/30 [00:09<00:00,  3.13it/s]
100%|██████████| 30/30 [00:10<00:00,  3.15it/s][2025-07-14 03:21:45] bicycle...PCK-Transfer@0.10: 79.15% | PCK-Transfer@0.05: 67.33% | PCK-Transfer@0.15: 85.82%
+
100%|██████████| 30/30 [00:10<00:00,  2.99it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:04,  2.24it/s]
 20%|██        | 2/10 [00:00<00:02,  2.73it/s]
 30%|███       | 3/10 [00:01<00:02,  2.80it/s]
 40%|████      | 4/10 [00:01<00:02,  2.93it/s]
 50%|█████     | 5/10 [00:01<00:01,  2.99it/s]
 60%|██████    | 6/10 [00:02<00:01,  3.05it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.10it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.11it/s]
 90%|█████████ | 9/10 [00:03<00:00,  3.09it/s]
100%|██████████| 10/10 [00:03<00:00,  3.11it/s][2025-07-14 03:21:48] bird...PCK-Transfer@0.10: 74.67% | PCK-Transfer@0.05: 46.08% | PCK-Transfer@0.15: 88.33%
+
100%|██████████| 10/10 [00:03<00:00,  3.00it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:02,  2.38it/s]
 33%|███▎      | 2/6 [00:00<00:01,  2.82it/s]
 50%|█████     | 3/6 [00:01<00:01,  2.96it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  2.95it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.04it/s]
100%|██████████| 6/6 [00:02<00:00,  3.10it/s][2025-07-14 03:21:50] boat...PCK-Transfer@0.10: 52.78% | PCK-Transfer@0.05: 34.72% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 6/6 [00:02<00:00,  2.98it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.76it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.05it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.11it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.15it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.18it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.21it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.31it/s]
100%|██████████| 8/8 [00:02<00:00,  3.30it/s][2025-07-14 03:21:53] bottle...PCK-Transfer@0.10: 62.50% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 73.44%
+
100%|██████████| 8/8 [00:02<00:00,  3.21it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:12,  2.51it/s]
  6%|▋         | 2/32 [00:00<00:11,  2.53it/s]
  9%|▉         | 3/32 [00:01<00:11,  2.54it/s]
 12%|█▎        | 4/32 [00:01<00:10,  2.67it/s]
 16%|█▌        | 5/32 [00:01<00:09,  2.80it/s]
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 22%|██▏       | 7/32 [00:02<00:08,  2.89it/s]
 25%|██▌       | 8/32 [00:02<00:08,  2.94it/s]
 28%|██▊       | 9/32 [00:03<00:07,  3.03it/s]
 31%|███▏      | 10/32 [00:03<00:07,  3.10it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.18it/s]
 38%|███▊      | 12/32 [00:04<00:06,  3.21it/s]
 41%|████      | 13/32 [00:04<00:05,  3.19it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.17it/s]
 47%|████▋     | 15/32 [00:05<00:05,  3.20it/s]
 50%|█████     | 16/32 [00:05<00:04,  3.24it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.29it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.28it/s]
 59%|█████▉    | 19/32 [00:06<00:03,  3.27it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.24it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.23it/s]
 69%|██████▉   | 22/32 [00:07<00:03,  3.27it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.27it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.23it/s]
 78%|███████▊  | 25/32 [00:08<00:02,  3.17it/s]
 81%|████████▏ | 26/32 [00:08<00:01,  3.21it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.15it/s]
 88%|████████▊ | 28/32 [00:09<00:01,  3.20it/s]
 91%|█████████ | 29/32 [00:09<00:00,  3.25it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.24it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.19it/s]
100%|██████████| 32/32 [00:10<00:00,  3.11it/s][2025-07-14 03:22:03] bus...PCK-Transfer@0.10: 71.35% | PCK-Transfer@0.05: 59.38% | PCK-Transfer@0.15: 77.34%
+
100%|██████████| 32/32 [00:10<00:00,  3.10it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:08,  2.22it/s]
 11%|█         | 2/19 [00:00<00:06,  2.49it/s]
 16%|█▌        | 3/19 [00:01<00:05,  2.73it/s]
 21%|██        | 4/19 [00:01<00:05,  2.89it/s]
 26%|██▋       | 5/19 [00:01<00:04,  2.95it/s]
 32%|███▏      | 6/19 [00:02<00:04,  3.07it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.13it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.13it/s]
 47%|████▋     | 9/19 [00:03<00:03,  3.14it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.14it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.18it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.22it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.22it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.21it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.28it/s]
 84%|████████▍ | 16/19 [00:05<00:00,  3.28it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.30it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.27it/s]
100%|██████████| 19/19 [00:06<00:00,  3.25it/s][2025-07-14 03:22:09] car...PCK-Transfer@0.10: 88.93% | PCK-Transfer@0.05: 75.80% | PCK-Transfer@0.15: 91.50%
+
100%|██████████| 19/19 [00:06<00:00,  3.12it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:10,  2.40it/s]
  7%|▋         | 2/27 [00:00<00:08,  2.87it/s]
 11%|█         | 3/27 [00:01<00:07,  3.08it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.12it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.19it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.21it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.20it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.20it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.25it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.26it/s]
 41%|████      | 11/27 [00:03<00:04,  3.25it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.22it/s]
 48%|████▊     | 13/27 [00:04<00:04,  3.26it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.26it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.29it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.30it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.25it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.22it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.21it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.27it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.29it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.31it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.28it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.28it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.28it/s]
 96%|█████████▋| 26/27 [00:08<00:00,  3.26it/s]
100%|██████████| 27/27 [00:08<00:00,  3.24it/s][2025-07-14 03:22:18] cat...PCK-Transfer@0.10: 78.98% | PCK-Transfer@0.05: 63.74% | PCK-Transfer@0.15: 85.51%
+
100%|██████████| 27/27 [00:08<00:00,  3.22it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.60it/s]
 15%|█▌        | 2/13 [00:00<00:03,  2.92it/s]
 23%|██▎       | 3/13 [00:01<00:03,  2.96it/s]
 31%|███       | 4/13 [00:01<00:02,  3.05it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.12it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.18it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.19it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.18it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.19it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.19it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.19it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.25it/s]
100%|██████████| 13/13 [00:04<00:00,  3.25it/s][2025-07-14 03:22:22] chair...PCK-Transfer@0.10: 42.86% | PCK-Transfer@0.05: 27.88% | PCK-Transfer@0.15: 51.39%
+
100%|██████████| 13/13 [00:04<00:00,  3.15it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.24it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.25it/s]
100%|██████████| 3/3 [00:00<00:00,  3.25it/s][2025-07-14 03:22:23] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 60.42% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.24it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.13it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.20it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.25it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.18it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.22it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.25it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.28it/s]
100%|██████████| 8/8 [00:02<00:00,  3.25it/s][2025-07-14 03:22:25] diningtable...PCK-Transfer@0.10: 44.79% | PCK-Transfer@0.05: 23.96% | PCK-Transfer@0.15: 56.77%
+
100%|██████████| 8/8 [00:02<00:00,  3.24it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.17it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.25it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.23it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.20it/s]
 21%|██        | 5/24 [00:01<00:05,  3.22it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.22it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.26it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.28it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.28it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.25it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.25it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.28it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.29it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.24it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.24it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.21it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.22it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.26it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.26it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.30it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.30it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.30it/s]
 96%|█████████▌| 23/24 [00:07<00:00,  3.30it/s]
100%|██████████| 24/24 [00:07<00:00,  3.32it/s][2025-07-14 03:22:33] dog...PCK-Transfer@0.10: 65.62% | PCK-Transfer@0.05: 50.08% | PCK-Transfer@0.15: 80.15%
+
100%|██████████| 24/24 [00:07<00:00,  3.27it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.21it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.30it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.26it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.26it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.32it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.34it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.42it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.42it/s]
100%|██████████| 9/9 [00:02<00:00,  3.39it/s][2025-07-14 03:22:35] horse...PCK-Transfer@0.10: 77.86% | PCK-Transfer@0.05: 56.85% | PCK-Transfer@0.15: 85.53%
+
100%|██████████| 9/9 [00:02<00:00,  3.35it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.13it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.30it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.34it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.31it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.32it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.35it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.32it/s]
 41%|████      | 11/27 [00:03<00:04,  3.31it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.31it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.32it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.31it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.31it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.32it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.36it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.35it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.35it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.36it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.35it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.32it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.33it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.32it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.30it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.30it/s]
100%|██████████| 27/27 [00:08<00:00,  3.33it/s][2025-07-14 03:22:43] motorbike...PCK-Transfer@0.10: 78.54% | PCK-Transfer@0.05: 55.47% | PCK-Transfer@0.15: 86.34%
+
100%|██████████| 27/27 [00:08<00:00,  3.32it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.25it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.26it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.26it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.24it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.31it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.34it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.36it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.34it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.37it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.36it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.38it/s]
100%|██████████| 12/12 [00:03<00:00,  3.35it/s][2025-07-14 03:22:47] person...PCK-Transfer@0.10: 56.83% | PCK-Transfer@0.05: 38.56% | PCK-Transfer@0.15: 68.77%
+
100%|██████████| 12/12 [00:03<00:00,  3.33it/s]
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100%|██████████| 7/7 [00:02<00:00,  3.46it/s][2025-07-14 03:22:49] pottedplant...PCK-Transfer@0.10: 48.57% | PCK-Transfer@0.05: 19.52% | PCK-Transfer@0.15: 70.48%
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100%|██████████| 15/15 [00:04<00:00,  3.52it/s][2025-07-14 03:23:03] tvmonitor...PCK-Transfer@0.10: 33.33% | PCK-Transfer@0.05: 23.33% | PCK-Transfer@0.15: 46.67%
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+[2025-07-14 03:23:03] Weighted Per image PCK0.10: 68.10%, image PCK0.05: 51.21%, image PCK0.01: 78.02%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_10__t_0.8_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_10__t_0.8_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..721b8a5b84834ac190cf9adbc36b1c75c55f03a9
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_10__t_0.8_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 03:32:41] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_10__t_0.8_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.6_layer_10', 't_0.8_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.6_layer_10', 't_0.8_layer_11']
+Number of parameters corr net: 120
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+[2025-07-14 03:34:17] Weighted Per image PCK0.10: 70.69%, image PCK0.05: 53.42%, image PCK0.01: 80.84%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_10__t_0.8_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_10__t_0.8_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..7658764b3c1756430e6e4870b5d1d8f5623387e4
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_10__t_0.8_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 03:35:53] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_10__t_0.8_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.6_layer_10', 't_0.8_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.6_layer_10', 't_0.8_layer_18']
+Number of parameters corr net: 120
+
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 23%|██▎       | 7/30 [00:02<00:06,  3.37it/s]
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 43%|████▎     | 13/30 [00:03<00:04,  3.49it/s]
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 57%|█████▋    | 17/30 [00:05<00:03,  3.33it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.34it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.35it/s]
 67%|██████▋   | 20/30 [00:06<00:02,  3.35it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.37it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.37it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.36it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.34it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.24it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.28it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.31it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.30it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.33it/s]
100%|██████████| 30/30 [00:09<00:00,  3.33it/s][2025-07-14 03:36:08] bicycle...PCK-Transfer@0.10: 81.24% | PCK-Transfer@0.05: 67.88% | PCK-Transfer@0.15: 86.70%
+
100%|██████████| 30/30 [00:09<00:00,  3.31it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.19it/s]
 20%|██        | 2/10 [00:00<00:02,  3.14it/s]
 30%|███       | 3/10 [00:00<00:02,  3.30it/s]
 40%|████      | 4/10 [00:01<00:01,  3.28it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.33it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.30it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.34it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.34it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.37it/s]
100%|██████████| 10/10 [00:02<00:00,  3.40it/s][2025-07-14 03:36:11] bird...PCK-Transfer@0.10: 77.86% | PCK-Transfer@0.05: 49.19% | PCK-Transfer@0.15: 89.44%
+
100%|██████████| 10/10 [00:02<00:00,  3.33it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.15it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.18it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.37it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.49it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.45it/s]
100%|██████████| 6/6 [00:01<00:00,  3.31it/s][2025-07-14 03:36:13] boat...PCK-Transfer@0.10: 59.72% | PCK-Transfer@0.05: 41.67% | PCK-Transfer@0.15: 72.22%
+
100%|██████████| 6/6 [00:01<00:00,  3.34it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.57it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.56it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.58it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.60it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.61it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.65it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.59it/s]
100%|██████████| 8/8 [00:02<00:00,  3.60it/s][2025-07-14 03:36:15] bottle...PCK-Transfer@0.10: 65.62% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 76.56%
+
100%|██████████| 8/8 [00:02<00:00,  3.60it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 25%|██▌       | 8/32 [00:02<00:06,  3.53it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.49it/s]
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 44%|████▍     | 14/32 [00:04<00:05,  3.54it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.56it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.56it/s]
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 56%|█████▋    | 18/32 [00:05<00:03,  3.54it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.52it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.55it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.57it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.52it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.48it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.52it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.54it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.53it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.53it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.47it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.43it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.40it/s]
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100%|██████████| 32/32 [00:09<00:00,  3.44it/s][2025-07-14 03:36:25] bus...PCK-Transfer@0.10: 74.74% | PCK-Transfer@0.05: 65.89% | PCK-Transfer@0.15: 80.83%
+
100%|██████████| 32/32 [00:09<00:00,  3.48it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
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 37%|███▋      | 7/19 [00:01<00:03,  3.49it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.52it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.46it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.51it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.55it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.52it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.51it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.52it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.47it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.49it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.47it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.49it/s]
100%|██████████| 19/19 [00:05<00:00,  3.49it/s][2025-07-14 03:36:30] car...PCK-Transfer@0.10: 90.49% | PCK-Transfer@0.05: 78.65% | PCK-Transfer@0.15: 92.25%
+
100%|██████████| 19/19 [00:05<00:00,  3.50it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.50it/s]
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 74%|███████▍  | 20/27 [00:05<00:01,  3.55it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.55it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.55it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.56it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.52it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.54it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.52it/s]
100%|██████████| 27/27 [00:07<00:00,  3.51it/s][2025-07-14 03:36:38] cat...PCK-Transfer@0.10: 74.87% | PCK-Transfer@0.05: 60.45% | PCK-Transfer@0.15: 85.51%
+
100%|██████████| 27/27 [00:07<00:00,  3.52it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.91it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.34it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.47it/s]
 31%|███       | 4/13 [00:01<00:02,  3.50it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.54it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.54it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.48it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.55it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.56it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.60it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.65it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.62it/s]
100%|██████████| 13/13 [00:03<00:00,  3.58it/s][2025-07-14 03:36:42] chair...PCK-Transfer@0.10: 48.63% | PCK-Transfer@0.05: 32.59% | PCK-Transfer@0.15: 55.68%
+
100%|██████████| 13/13 [00:03<00:00,  3.53it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.48it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.56it/s]
100%|██████████| 3/3 [00:00<00:00,  3.57it/s][2025-07-14 03:36:42] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.56it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.62it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.64it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.63it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.67it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.64it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.62it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.64it/s]
100%|██████████| 8/8 [00:02<00:00,  3.67it/s][2025-07-14 03:36:45] diningtable...PCK-Transfer@0.10: 53.65% | PCK-Transfer@0.05: 28.65% | PCK-Transfer@0.15: 71.88%
+
100%|██████████| 8/8 [00:02<00:00,  3.65it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
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 25%|██▌       | 6/24 [00:01<00:04,  3.66it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.67it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.65it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.61it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.62it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.63it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.66it/s]
100%|██████████| 24/24 [00:06<00:00,  3.66it/s][2025-07-14 03:36:51] dog...PCK-Transfer@0.10: 71.50% | PCK-Transfer@0.05: 49.19% | PCK-Transfer@0.15: 80.85%
+
100%|██████████| 24/24 [00:06<00:00,  3.65it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.61it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.61it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.54it/s]
100%|██████████| 9/9 [00:02<00:00,  3.60it/s][2025-07-14 03:36:54] horse...PCK-Transfer@0.10: 80.00% | PCK-Transfer@0.05: 57.51% | PCK-Transfer@0.15: 88.04%
+
100%|██████████| 9/9 [00:02<00:00,  3.60it/s]
+
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 37%|███▋      | 10/27 [00:02<00:04,  3.56it/s]
 41%|████      | 11/27 [00:03<00:04,  3.61it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.71it/s]
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 63%|██████▎   | 17/27 [00:04<00:02,  3.65it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.66it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.67it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.65it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.66it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.72it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.70it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.74it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.77it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.78it/s]
100%|██████████| 27/27 [00:07<00:00,  3.76it/s][2025-07-14 03:37:01] motorbike...PCK-Transfer@0.10: 78.87% | PCK-Transfer@0.05: 54.69% | PCK-Transfer@0.15: 86.71%
+
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+
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100%|██████████| 20/20 [00:05<00:00,  3.62it/s][2025-07-14 03:37:16] train...PCK-Transfer@0.10: 70.75% | PCK-Transfer@0.05: 51.25% | PCK-Transfer@0.15: 80.00%
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+
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+[2025-07-14 03:37:20] Weighted Per image PCK0.10: 70.67%, image PCK0.05: 53.50%, image PCK0.01: 79.69%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_11__t_0.8_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_11__t_0.8_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..2b35db6fd2406d90abbbb8161961acab68bbaca8
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_11__t_0.8_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-14 03:53:07] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_11__t_0.8_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.6_layer_11', 't_0.8_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.6_layer_11', 't_0.8_layer_15']
+Number of parameters corr net: 120
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100%|██████████| 20/20 [00:05<00:00,  3.56it/s][2025-07-14 03:54:32] train...PCK-Transfer@0.10: 72.75% | PCK-Transfer@0.05: 52.50% | PCK-Transfer@0.15: 81.75%
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100%|██████████| 15/15 [00:04<00:00,  3.50it/s][2025-07-14 03:54:36] tvmonitor...PCK-Transfer@0.10: 40.56% | PCK-Transfer@0.05: 24.44% | PCK-Transfer@0.15: 56.67%
+
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+[2025-07-14 03:54:36] Weighted Per image PCK0.10: 73.72%, image PCK0.05: 57.13%, image PCK0.01: 82.25%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_12__t_0.8_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_12__t_0.8_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..e0341ed2ec1b870e9925dcca886dc56edd8ca38d
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_12__t_0.8_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-14 04:11:57] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_12__t_0.8_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.6_layer_12', 't_0.8_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.6_layer_12', 't_0.8_layer_20']
+Number of parameters corr net: 120
+
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 33%|███▎      | 5/15 [00:02<00:04,  2.24it/s]
 40%|████      | 6/15 [00:03<00:03,  2.51it/s]
 47%|████▋     | 7/15 [00:03<00:02,  2.76it/s]
 53%|█████▎    | 8/15 [00:03<00:02,  2.96it/s]
 60%|██████    | 9/15 [00:04<00:01,  3.01it/s]
 67%|██████▋   | 10/15 [00:04<00:01,  3.10it/s]
 73%|███████▎  | 11/15 [00:04<00:01,  3.25it/s]
 80%|████████  | 12/15 [00:05<00:00,  3.36it/s]
 87%|████████▋ | 13/15 [00:05<00:00,  3.39it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.38it/s]
100%|██████████| 15/15 [00:05<00:00,  3.38it/s][2025-07-14 04:12:04] aeroplane...PCK-Transfer@0.10: 79.00% | PCK-Transfer@0.05: 61.28% | PCK-Transfer@0.15: 86.36%
+
100%|██████████| 15/15 [00:05<00:00,  2.54it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:09,  3.21it/s]
  7%|▋         | 2/30 [00:00<00:08,  3.28it/s]
 10%|█         | 3/30 [00:00<00:08,  3.14it/s]
 13%|█▎        | 4/30 [00:01<00:08,  3.13it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.27it/s]
 20%|██        | 6/30 [00:01<00:07,  3.34it/s]
 23%|██▎       | 7/30 [00:02<00:07,  3.24it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.25it/s]
 30%|███       | 9/30 [00:02<00:06,  3.27it/s]
 33%|███▎      | 10/30 [00:03<00:06,  3.30it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.37it/s]
 40%|████      | 12/30 [00:03<00:05,  3.37it/s]
 43%|████▎     | 13/30 [00:03<00:04,  3.41it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.38it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.40it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.44it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.48it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.46it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.45it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.43it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.39it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.36it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.44it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.36it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.37it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.40it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.39it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.41it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.43it/s]
100%|██████████| 30/30 [00:08<00:00,  3.41it/s][2025-07-14 04:12:13] bicycle...PCK-Transfer@0.10: 82.48% | PCK-Transfer@0.05: 70.67% | PCK-Transfer@0.15: 87.64%
+
100%|██████████| 30/30 [00:08<00:00,  3.36it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.37it/s]
 20%|██        | 2/10 [00:00<00:02,  3.36it/s]
 30%|███       | 3/10 [00:00<00:02,  3.46it/s]
 40%|████      | 4/10 [00:01<00:01,  3.46it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.46it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.54it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.53it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.56it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.53it/s]
100%|██████████| 10/10 [00:02<00:00,  3.54it/s][2025-07-14 04:12:16] bird...PCK-Transfer@0.10: 70.78% | PCK-Transfer@0.05: 51.28% | PCK-Transfer@0.15: 87.08%
+
100%|██████████| 10/10 [00:02<00:00,  3.51it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.34it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.39it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.48it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.55it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.55it/s]
100%|██████████| 6/6 [00:01<00:00,  3.45it/s][2025-07-14 04:12:18] boat...PCK-Transfer@0.10: 58.33% | PCK-Transfer@0.05: 37.50% | PCK-Transfer@0.15: 73.61%
+
100%|██████████| 6/6 [00:01<00:00,  3.47it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.42it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.42it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.47it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.46it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.46it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.47it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.43it/s]
100%|██████████| 8/8 [00:02<00:00,  3.45it/s][2025-07-14 04:12:20] bottle...PCK-Transfer@0.10: 51.56% | PCK-Transfer@0.05: 37.50% | PCK-Transfer@0.15: 62.50%
+
100%|██████████| 8/8 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.29it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.33it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.34it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.38it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.35it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.42it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.42it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.47it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.46it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.40it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.37it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.37it/s]
 41%|████      | 13/32 [00:03<00:05,  3.44it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.47it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.41it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.41it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.39it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.40it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.40it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.41it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.43it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.37it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.37it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.42it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.46it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.39it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.41it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.37it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.35it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.35it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.40it/s]
100%|██████████| 32/32 [00:09<00:00,  3.42it/s][2025-07-14 04:12:29] bus...PCK-Transfer@0.10: 79.53% | PCK-Transfer@0.05: 64.43% | PCK-Transfer@0.15: 83.96%
+
100%|██████████| 32/32 [00:09<00:00,  3.40it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.44it/s]
 11%|█         | 2/19 [00:00<00:04,  3.41it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.41it/s]
 21%|██        | 4/19 [00:01<00:04,  3.38it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.33it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.32it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.38it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.39it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.45it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.47it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.42it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.45it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.46it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.40it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.41it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.41it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.45it/s]
100%|██████████| 19/19 [00:05<00:00,  3.51it/s][2025-07-14 04:12:35] car...PCK-Transfer@0.10: 86.48% | PCK-Transfer@0.05: 73.70% | PCK-Transfer@0.15: 89.77%
+
100%|██████████| 19/19 [00:05<00:00,  3.43it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.51it/s]
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 11%|█         | 3/27 [00:00<00:07,  3.39it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.44it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.42it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.38it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.42it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.42it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.41it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.42it/s]
 41%|████      | 11/27 [00:03<00:04,  3.42it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.45it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.41it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.40it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.40it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.42it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.47it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.48it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.45it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.43it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.42it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.43it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.42it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.44it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.43it/s]
100%|██████████| 27/27 [00:07<00:00,  3.41it/s][2025-07-14 04:12:43] cat...PCK-Transfer@0.10: 77.82% | PCK-Transfer@0.05: 61.25% | PCK-Transfer@0.15: 85.52%
+
100%|██████████| 27/27 [00:07<00:00,  3.42it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.34it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.48it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.47it/s]
 31%|███       | 4/13 [00:01<00:02,  3.43it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.41it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.37it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.35it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.38it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.37it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.38it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.39it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.35it/s]
100%|██████████| 13/13 [00:03<00:00,  3.35it/s][2025-07-14 04:12:47] chair...PCK-Transfer@0.10: 38.01% | PCK-Transfer@0.05: 24.32% | PCK-Transfer@0.15: 49.08%
+
100%|██████████| 13/13 [00:03<00:00,  3.38it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.34it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.32it/s]
100%|██████████| 3/3 [00:00<00:00,  3.33it/s][2025-07-14 04:12:48] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.33it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.04it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.20it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.26it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.24it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.24it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.27it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.32it/s]
100%|██████████| 8/8 [00:02<00:00,  3.34it/s][2025-07-14 04:12:50] diningtable...PCK-Transfer@0.10: 42.19% | PCK-Transfer@0.05: 18.23% | PCK-Transfer@0.15: 57.29%
+
100%|██████████| 8/8 [00:02<00:00,  3.28it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.29it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.41it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.40it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.48it/s]
 21%|██        | 5/24 [00:01<00:05,  3.46it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.42it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.34it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.35it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.38it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.45it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.47it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.47it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.46it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.44it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.44it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.45it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.46it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.45it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.42it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.36it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.35it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.36it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.39it/s]
100%|██████████| 24/24 [00:07<00:00,  3.42it/s][2025-07-14 04:12:57] dog...PCK-Transfer@0.10: 75.24% | PCK-Transfer@0.05: 53.21% | PCK-Transfer@0.15: 84.32%
+
100%|██████████| 24/24 [00:07<00:00,  3.42it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.39it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.44it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.51it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.57it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.51it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.47it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.43it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.44it/s]
100%|██████████| 9/9 [00:02<00:00,  3.47it/s][2025-07-14 04:13:00] horse...PCK-Transfer@0.10: 78.78% | PCK-Transfer@0.05: 53.15% | PCK-Transfer@0.15: 88.68%
+
100%|██████████| 9/9 [00:02<00:00,  3.47it/s]
+
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 41%|████      | 11/27 [00:03<00:04,  3.37it/s]
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+
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+[2025-07-14 04:13:27] Weighted Per image PCK0.10: 70.37%, image PCK0.05: 52.71%, image PCK0.01: 79.06%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_13__t_0.8_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_13__t_0.8_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..a26c7b13652cd05c524a28be4a87a5c6af7c8e3a
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_13__t_0.8_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-14 04:24:34] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_13__t_0.8_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.6_layer_13', 't_0.8_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.6_layer_13', 't_0.8_layer_11']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.50it/s][2025-07-14 04:25:06] bus...PCK-Transfer@0.10: 85.52% | PCK-Transfer@0.05: 76.93% | PCK-Transfer@0.15: 88.65%
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100%|██████████| 19/19 [00:05<00:00,  3.45it/s][2025-07-14 04:25:12] car...PCK-Transfer@0.10: 92.41% | PCK-Transfer@0.05: 83.27% | PCK-Transfer@0.15: 94.70%
+
100%|██████████| 19/19 [00:05<00:00,  3.43it/s]
+
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100%|██████████| 27/27 [00:08<00:00,  3.34it/s][2025-07-14 04:25:20] cat...PCK-Transfer@0.10: 83.77% | PCK-Transfer@0.05: 68.15% | PCK-Transfer@0.15: 88.62%
+
100%|██████████| 27/27 [00:08<00:00,  3.29it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.53it/s][2025-07-14 04:25:24] chair...PCK-Transfer@0.10: 56.09% | PCK-Transfer@0.05: 37.63% | PCK-Transfer@0.15: 66.22%
+
100%|██████████| 13/13 [00:03<00:00,  3.46it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.47it/s][2025-07-14 04:25:25] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 66.67% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.48it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.52it/s][2025-07-14 04:25:27] diningtable...PCK-Transfer@0.10: 53.12% | PCK-Transfer@0.05: 38.54% | PCK-Transfer@0.15: 66.15%
+
100%|██████████| 8/8 [00:02<00:00,  3.52it/s]
+
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100%|██████████| 24/24 [00:06<00:00,  3.53it/s][2025-07-14 04:25:34] dog...PCK-Transfer@0.10: 82.93% | PCK-Transfer@0.05: 65.20% | PCK-Transfer@0.15: 90.89%
+
100%|██████████| 24/24 [00:06<00:00,  3.52it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.50it/s][2025-07-14 04:25:37] horse...PCK-Transfer@0.10: 85.93% | PCK-Transfer@0.05: 62.96% | PCK-Transfer@0.15: 90.53%
+
100%|██████████| 9/9 [00:02<00:00,  3.52it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-14 04:25:44] motorbike...PCK-Transfer@0.10: 86.11% | PCK-Transfer@0.05: 65.38% | PCK-Transfer@0.15: 92.06%
+
100%|██████████| 27/27 [00:07<00:00,  3.51it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.43it/s][2025-07-14 04:25:48] person...PCK-Transfer@0.10: 67.46% | PCK-Transfer@0.05: 43.31% | PCK-Transfer@0.15: 79.78%
+
100%|██████████| 12/12 [00:03<00:00,  3.47it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
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100%|██████████| 7/7 [00:02<00:00,  3.38it/s][2025-07-14 04:25:50] pottedplant...PCK-Transfer@0.10: 60.95% | PCK-Transfer@0.05: 39.52% | PCK-Transfer@0.15: 77.62%
+
100%|██████████| 7/7 [00:02<00:00,  3.36it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.34it/s][2025-07-14 04:25:50] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.33it/s]
+
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  8%|▊         | 1/13 [00:00<00:03,  3.46it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.49it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.41it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.35it/s]
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 92%|█████████▏| 12/13 [00:03<00:00,  3.45it/s]
100%|██████████| 13/13 [00:03<00:00,  3.46it/s][2025-07-14 04:25:54] sofa...PCK-Transfer@0.10: 61.40% | PCK-Transfer@0.05: 42.20% | PCK-Transfer@0.15: 73.72%
+
100%|██████████| 13/13 [00:03<00:00,  3.44it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.44it/s][2025-07-14 04:26:00] train...PCK-Transfer@0.10: 77.00% | PCK-Transfer@0.05: 54.50% | PCK-Transfer@0.15: 89.00%
+
100%|██████████| 20/20 [00:05<00:00,  3.45it/s]
+
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 60%|██████    | 9/15 [00:02<00:01,  3.52it/s]
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 73%|███████▎  | 11/15 [00:03<00:01,  3.53it/s]
 80%|████████  | 12/15 [00:03<00:00,  3.52it/s]
 87%|████████▋ | 13/15 [00:03<00:00,  3.50it/s]
 93%|█████████▎| 14/15 [00:03<00:00,  3.48it/s]
100%|██████████| 15/15 [00:04<00:00,  3.48it/s][2025-07-14 04:26:04] tvmonitor...PCK-Transfer@0.10: 45.00% | PCK-Transfer@0.05: 28.89% | PCK-Transfer@0.15: 63.33%
+
100%|██████████| 15/15 [00:04<00:00,  3.50it/s]
+[2025-07-14 04:26:04] Weighted Per image PCK0.10: 78.20%, image PCK0.05: 61.72%, image PCK0.01: 86.01%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_13__t_0.8_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_13__t_0.8_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..f4730f354c5b5eddd46e56d1e49756aa141fd4a9
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_13__t_0.8_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 04:24:39] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_13__t_0.8_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.6_layer_13', 't_0.8_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.6_layer_13', 't_0.8_layer_11']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:02<00:00,  3.31it/s][2025-07-14 04:26:01] pottedplant...PCK-Transfer@0.10: 48.57% | PCK-Transfer@0.05: 31.43% | PCK-Transfer@0.15: 68.10%
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+
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+[2025-07-14 04:26:15] Weighted Per image PCK0.10: 72.51%, image PCK0.05: 54.94%, image PCK0.01: 81.72%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_13__t_0.8_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_13__t_0.8_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..c4c4e3404c0730692b9cb7f5409fe25256f5a659
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_13__t_0.8_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 04:26:30] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_13__t_0.8_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.6_layer_13', 't_0.8_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.6_layer_13', 't_0.8_layer_15']
+Number of parameters corr net: 120
+
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 53%|█████▎    | 17/32 [00:04<00:04,  3.51it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.53it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.54it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.55it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.56it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.51it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.47it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.51it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.57it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.54it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.56it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.50it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.49it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.49it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.57it/s]
100%|██████████| 32/32 [00:09<00:00,  3.59it/s][2025-07-14 04:27:02] bus...PCK-Transfer@0.10: 77.34% | PCK-Transfer@0.05: 67.71% | PCK-Transfer@0.15: 83.44%
+
100%|██████████| 32/32 [00:09<00:00,  3.52it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.55it/s]
 11%|█         | 2/19 [00:00<00:04,  3.49it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.54it/s]
 21%|██        | 4/19 [00:01<00:04,  3.54it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.50it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.48it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.52it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.53it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.59it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.60it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.56it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.55it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.57it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.54it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.52it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.52it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.56it/s]
100%|██████████| 19/19 [00:05<00:00,  3.63it/s][2025-07-14 04:27:07] car...PCK-Transfer@0.10: 91.35% | PCK-Transfer@0.05: 81.97% | PCK-Transfer@0.15: 93.69%
+
100%|██████████| 19/19 [00:05<00:00,  3.56it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.58it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.52it/s]
 11%|█         | 3/27 [00:00<00:06,  3.50it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.57it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.55it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.55it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.58it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.57it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.55it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.56it/s]
 41%|████      | 11/27 [00:03<00:04,  3.55it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.60it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.55it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.56it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.54it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.54it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.58it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.63it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.62it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.57it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.55it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.52it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.53it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.52it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.55it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.52it/s]
100%|██████████| 27/27 [00:07<00:00,  3.52it/s][2025-07-14 04:27:15] cat...PCK-Transfer@0.10: 81.87% | PCK-Transfer@0.05: 63.06% | PCK-Transfer@0.15: 89.03%
+
100%|██████████| 27/27 [00:07<00:00,  3.55it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.10it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.40it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.50it/s]
 31%|███       | 4/13 [00:01<00:02,  3.49it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.53it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.54it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.56it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.64it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.67it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.69it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.70it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.67it/s]
100%|██████████| 13/13 [00:03<00:00,  3.67it/s][2025-07-14 04:27:18] chair...PCK-Transfer@0.10: 44.08% | PCK-Transfer@0.05: 27.80% | PCK-Transfer@0.15: 57.91%
+
100%|██████████| 13/13 [00:03<00:00,  3.60it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.62it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.57it/s]
100%|██████████| 3/3 [00:00<00:00,  3.55it/s][2025-07-14 04:27:19] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.56it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.57it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.63it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.64it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.67it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.61it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.59it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.63it/s]
100%|██████████| 8/8 [00:02<00:00,  3.65it/s][2025-07-14 04:27:21] diningtable...PCK-Transfer@0.10: 51.56% | PCK-Transfer@0.05: 25.52% | PCK-Transfer@0.15: 64.58%
+
100%|██████████| 8/8 [00:02<00:00,  3.63it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.56it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.61it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.62it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.66it/s]
 21%|██        | 5/24 [00:01<00:05,  3.63it/s]
 25%|██▌       | 6/24 [00:01<00:04,  3.61it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.62it/s]
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 42%|████▏     | 10/24 [00:02<00:03,  3.66it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.64it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.64it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.62it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.60it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.60it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.63it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.65it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.61it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.56it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.58it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.60it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.61it/s]
100%|██████████| 24/24 [00:06<00:00,  3.63it/s][2025-07-14 04:27:28] dog...PCK-Transfer@0.10: 75.90% | PCK-Transfer@0.05: 56.83% | PCK-Transfer@0.15: 85.88%
+
100%|██████████| 24/24 [00:06<00:00,  3.62it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.61it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.63it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.71it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.75it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.65it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.63it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.59it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.61it/s]
100%|██████████| 9/9 [00:02<00:00,  3.64it/s][2025-07-14 04:27:30] horse...PCK-Transfer@0.10: 77.35% | PCK-Transfer@0.05: 53.28% | PCK-Transfer@0.15: 85.24%
+
100%|██████████| 9/9 [00:02<00:00,  3.65it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.61it/s]
 41%|████      | 11/27 [00:03<00:04,  3.62it/s]
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 48%|████▊     | 13/27 [00:03<00:03,  3.65it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.67it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.64it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.62it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.63it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.64it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.62it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.62it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.67it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.65it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.72it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.76it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.70it/s]
100%|██████████| 27/27 [00:07<00:00,  3.69it/s][2025-07-14 04:27:38] motorbike...PCK-Transfer@0.10: 81.27% | PCK-Transfer@0.05: 60.69% | PCK-Transfer@0.15: 88.27%
+
100%|██████████| 27/27 [00:07<00:00,  3.65it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.35it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.59it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.71it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.75it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.62it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.63it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.61it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.61it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.60it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.62it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.58it/s]
100%|██████████| 12/12 [00:03<00:00,  3.63it/s][2025-07-14 04:27:41] person...PCK-Transfer@0.10: 60.58% | PCK-Transfer@0.05: 40.96% | PCK-Transfer@0.15: 73.91%
+
100%|██████████| 12/12 [00:03<00:00,  3.62it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.44it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.51it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.53it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.54it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.49it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.54it/s]
100%|██████████| 7/7 [00:01<00:00,  3.55it/s][2025-07-14 04:27:43] pottedplant...PCK-Transfer@0.10: 53.33% | PCK-Transfer@0.05: 29.05% | PCK-Transfer@0.15: 72.86%
+
100%|██████████| 7/7 [00:01<00:00,  3.53it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.53it/s][2025-07-14 04:27:43] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.52it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.54it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.59it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.64it/s]
 31%|███       | 4/13 [00:01<00:02,  3.67it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.60it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.61it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.62it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.59it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.61it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.69it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.65it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.72it/s]
100%|██████████| 13/13 [00:03<00:00,  3.71it/s][2025-07-14 04:27:47] sofa...PCK-Transfer@0.10: 56.81% | PCK-Transfer@0.05: 34.73% | PCK-Transfer@0.15: 70.17%
+
100%|██████████| 13/13 [00:03<00:00,  3.65it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
  5%|▌         | 1/20 [00:00<00:05,  3.60it/s]
 10%|█         | 2/20 [00:00<00:04,  3.64it/s]
 15%|█▌        | 3/20 [00:00<00:04,  3.66it/s]
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 30%|███       | 6/20 [00:01<00:03,  3.61it/s]
 35%|███▌      | 7/20 [00:01<00:03,  3.67it/s]
 40%|████      | 8/20 [00:02<00:03,  3.60it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.58it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.58it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.60it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.61it/s]
 65%|██████▌   | 13/20 [00:03<00:01,  3.59it/s]
 70%|███████   | 14/20 [00:03<00:01,  3.55it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.60it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.58it/s]
 85%|████████▌ | 17/20 [00:04<00:00,  3.64it/s]
 90%|█████████ | 18/20 [00:04<00:00,  3.61it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.64it/s]
100%|██████████| 20/20 [00:05<00:00,  3.59it/s][2025-07-14 04:27:53] train...PCK-Transfer@0.10: 71.75% | PCK-Transfer@0.05: 45.25% | PCK-Transfer@0.15: 80.75%
+
100%|██████████| 20/20 [00:05<00:00,  3.61it/s]
+
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 53%|█████▎    | 8/15 [00:02<00:01,  3.65it/s]
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+[2025-07-14 04:27:57] Weighted Per image PCK0.10: 72.06%, image PCK0.05: 54.58%, image PCK0.01: 81.22%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..9646e7ee495c5bb443e407d59a3867de694fafb3
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-11 22:15:34] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.6_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.6_layer_13']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.66it/s][2025-07-11 22:17:02] tvmonitor...PCK-Transfer@0.10: 38.89% | PCK-Transfer@0.05: 27.22% | PCK-Transfer@0.15: 60.00%
+
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+[2025-07-11 22:17:02] Weighted Per image PCK0.10: 71.14%, image PCK0.05: 54.50%, image PCK0.01: 80.51%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_15__t_0.7_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_15__t_0.7_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..c1856ad9a6ffc9a8e2ad46d1b0df8e244d71160f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_15__t_0.7_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 04:31:09] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_15__t_0.7_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.6_layer_15', 't_0.7_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.6_layer_15', 't_0.7_layer_9']
+Number of parameters corr net: 120
+
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+
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 47%|████▋     | 15/32 [00:04<00:04,  3.52it/s]
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 78%|███████▊  | 25/32 [00:07<00:01,  3.56it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.49it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.52it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.40it/s]
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100%|██████████| 32/32 [00:09<00:00,  3.44it/s][2025-07-14 04:31:41] bus...PCK-Transfer@0.10: 75.26% | PCK-Transfer@0.05: 65.10% | PCK-Transfer@0.15: 83.18%
+
100%|██████████| 32/32 [00:09<00:00,  3.48it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
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 42%|████▏     | 8/19 [00:02<00:03,  3.29it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.37it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.43it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.50it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.51it/s]
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 74%|███████▎  | 14/19 [00:04<00:01,  3.60it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.59it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.59it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.59it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.62it/s]
100%|██████████| 19/19 [00:05<00:00,  3.68it/s][2025-07-14 04:31:46] car...PCK-Transfer@0.10: 89.10% | PCK-Transfer@0.05: 78.87% | PCK-Transfer@0.15: 90.85%
+
100%|██████████| 19/19 [00:05<00:00,  3.42it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.59it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.58it/s]
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 67%|██████▋   | 18/27 [00:05<00:02,  3.48it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.52it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.53it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.54it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.52it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.54it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.55it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.50it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.45it/s]
100%|██████████| 27/27 [00:07<00:00,  3.42it/s][2025-07-14 04:31:54] cat...PCK-Transfer@0.10: 77.73% | PCK-Transfer@0.05: 63.69% | PCK-Transfer@0.15: 82.95%
+
100%|██████████| 27/27 [00:07<00:00,  3.49it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.01it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.39it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.46it/s]
 31%|███       | 4/13 [00:01<00:02,  3.50it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.55it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.54it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.56it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.58it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.63it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.62it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.59it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.57it/s]
100%|██████████| 13/13 [00:03<00:00,  3.60it/s][2025-07-14 04:31:58] chair...PCK-Transfer@0.10: 43.40% | PCK-Transfer@0.05: 28.93% | PCK-Transfer@0.15: 50.85%
+
100%|██████████| 13/13 [00:03<00:00,  3.55it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.39it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.48it/s]
100%|██████████| 3/3 [00:00<00:00,  3.57it/s][2025-07-14 04:31:58] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.53it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.50it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.61it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.64it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.69it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.65it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.63it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.64it/s]
100%|██████████| 8/8 [00:02<00:00,  3.68it/s][2025-07-14 04:32:01] diningtable...PCK-Transfer@0.10: 45.83% | PCK-Transfer@0.05: 28.65% | PCK-Transfer@0.15: 61.46%
+
100%|██████████| 8/8 [00:02<00:00,  3.65it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
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 29%|██▉       | 7/24 [00:02<00:04,  3.54it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.65it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.64it/s]
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 83%|████████▎ | 20/24 [00:05<00:01,  3.63it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.65it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.68it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.68it/s]
100%|██████████| 24/24 [00:06<00:00,  3.67it/s][2025-07-14 04:32:07] dog...PCK-Transfer@0.10: 70.94% | PCK-Transfer@0.05: 52.24% | PCK-Transfer@0.15: 83.11%
+
100%|██████████| 24/24 [00:06<00:00,  3.61it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
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 22%|██▏       | 2/9 [00:00<00:01,  3.51it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.55it/s]
100%|██████████| 9/9 [00:02<00:00,  3.60it/s][2025-07-14 04:32:10] horse...PCK-Transfer@0.10: 78.78% | PCK-Transfer@0.05: 53.28% | PCK-Transfer@0.15: 83.81%
+
100%|██████████| 9/9 [00:02<00:00,  3.55it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 81%|████████▏ | 22/27 [00:05<00:01,  3.73it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.71it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.77it/s][2025-07-14 04:32:17] motorbike...PCK-Transfer@0.10: 77.39% | PCK-Transfer@0.05: 56.32% | PCK-Transfer@0.15: 85.64%
+
100%|██████████| 27/27 [00:07<00:00,  3.69it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
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 42%|████▏     | 5/12 [00:01<00:01,  3.69it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.72it/s]
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 67%|██████▋   | 8/12 [00:02<00:01,  3.71it/s]
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 83%|████████▎ | 10/12 [00:02<00:00,  3.68it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.67it/s]
100%|██████████| 12/12 [00:03<00:00,  3.72it/s][2025-07-14 04:32:21] person...PCK-Transfer@0.10: 55.22% | PCK-Transfer@0.05: 37.06% | PCK-Transfer@0.15: 67.86%
+
100%|██████████| 12/12 [00:03<00:00,  3.67it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
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 86%|████████▌ | 6/7 [00:01<00:00,  3.61it/s]
100%|██████████| 7/7 [00:01<00:00,  3.66it/s][2025-07-14 04:32:22] pottedplant...PCK-Transfer@0.10: 48.57% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 65.71%
+
100%|██████████| 7/7 [00:01<00:00,  3.61it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.61it/s][2025-07-14 04:32:23] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.60it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.42it/s]
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 85%|████████▍ | 11/13 [00:03<00:00,  3.53it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.63it/s]
100%|██████████| 13/13 [00:03<00:00,  3.66it/s][2025-07-14 04:32:26] sofa...PCK-Transfer@0.10: 47.72% | PCK-Transfer@0.05: 33.99% | PCK-Transfer@0.15: 65.37%
+
100%|██████████| 13/13 [00:03<00:00,  3.59it/s]
+
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+[2025-07-14 04:32:36] Weighted Per image PCK0.10: 69.29%, image PCK0.05: 53.24%, image PCK0.01: 78.67%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_15__t_0.8_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_15__t_0.8_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..af2d5922487bfa0d8f17665c51f9e3958bd12dc3
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_15__t_0.8_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 04:42:01] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_15__t_0.8_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.6_layer_15', 't_0.8_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.6_layer_15', 't_0.8_layer_13']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.47it/s][2025-07-14 04:43:37] tvmonitor...PCK-Transfer@0.10: 40.56% | PCK-Transfer@0.05: 28.89% | PCK-Transfer@0.15: 53.89%
+
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+[2025-07-14 04:43:37] Weighted Per image PCK0.10: 71.50%, image PCK0.05: 54.17%, image PCK0.01: 80.15%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_18__t_0.7_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_18__t_0.7_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..b34a036c2cc9180ebe073236af067ee0454f6591
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_18__t_0.7_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-14 04:48:15] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_18__t_0.7_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.6_layer_18', 't_0.7_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.6_layer_18', 't_0.7_layer_11']
+Number of parameters corr net: 120
+
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 50%|█████     | 3/6 [00:00<00:00,  3.13it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.04it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.04it/s]
100%|██████████| 6/6 [00:01<00:00,  3.06it/s][2025-07-14 04:48:39] boat...PCK-Transfer@0.10: 72.22% | PCK-Transfer@0.05: 44.44% | PCK-Transfer@0.15: 86.11%
+
100%|██████████| 6/6 [00:01<00:00,  3.07it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.89it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.06it/s]
 38%|███▊      | 3/8 [00:01<00:01,  3.00it/s]
 50%|█████     | 4/8 [00:01<00:01,  2.98it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.01it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.01it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.08it/s]
100%|██████████| 8/8 [00:02<00:00,  3.09it/s][2025-07-14 04:48:42] bottle...PCK-Transfer@0.10: 75.00% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 81.25%
+
100%|██████████| 8/8 [00:02<00:00,  3.04it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.16it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.21it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.08it/s]
 12%|█▎        | 4/32 [00:01<00:09,  3.07it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.08it/s]
 19%|█▉        | 6/32 [00:01<00:08,  3.01it/s]
 22%|██▏       | 7/32 [00:02<00:08,  3.01it/s]
 25%|██▌       | 8/32 [00:02<00:08,  2.96it/s]
 28%|██▊       | 9/32 [00:02<00:07,  2.97it/s]
 31%|███▏      | 10/32 [00:03<00:07,  3.04it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.04it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.02it/s]
 41%|████      | 13/32 [00:04<00:06,  3.00it/s]
 44%|████▍     | 14/32 [00:04<00:06,  2.98it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.00it/s]
 50%|█████     | 16/32 [00:05<00:05,  3.00it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.02it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.07it/s]
 59%|█████▉    | 19/32 [00:06<00:04,  3.13it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.17it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.11it/s]
 69%|██████▉   | 22/32 [00:07<00:03,  3.13it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.20it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.20it/s]
 78%|███████▊  | 25/32 [00:08<00:02,  3.18it/s]
 81%|████████▏ | 26/32 [00:08<00:01,  3.20it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.13it/s]
 88%|████████▊ | 28/32 [00:09<00:01,  3.12it/s]
 91%|█████████ | 29/32 [00:09<00:00,  3.12it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.10it/s]
 97%|█████████▋| 31/32 [00:10<00:00,  3.05it/s]
100%|██████████| 32/32 [00:10<00:00,  3.03it/s][2025-07-14 04:48:52] bus...PCK-Transfer@0.10: 86.30% | PCK-Transfer@0.05: 75.89% | PCK-Transfer@0.15: 89.17%
+
100%|██████████| 32/32 [00:10<00:00,  3.07it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.88it/s]
 11%|█         | 2/19 [00:00<00:05,  3.05it/s]
 16%|█▌        | 3/19 [00:00<00:05,  3.07it/s]
 21%|██        | 4/19 [00:01<00:04,  3.05it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.01it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.08it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.14it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.11it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.09it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.09it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.11it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.17it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.19it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.18it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.26it/s]
 84%|████████▍ | 16/19 [00:05<00:00,  3.25it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.24it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.20it/s]
100%|██████████| 19/19 [00:06<00:00,  3.18it/s][2025-07-14 04:48:58] car...PCK-Transfer@0.10: 93.11% | PCK-Transfer@0.05: 85.11% | PCK-Transfer@0.15: 95.92%
+
100%|██████████| 19/19 [00:06<00:00,  3.14it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.00it/s]
  7%|▋         | 2/27 [00:00<00:08,  2.93it/s]
 11%|█         | 3/27 [00:00<00:07,  3.04it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.02it/s]
 19%|█▊        | 5/27 [00:01<00:07,  3.06it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.09it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.10it/s]
 30%|██▉       | 8/27 [00:02<00:06,  3.12it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.14it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.13it/s]
 41%|████      | 11/27 [00:03<00:05,  3.12it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.12it/s]
 48%|████▊     | 13/27 [00:04<00:04,  3.16it/s]
 52%|█████▏    | 14/27 [00:04<00:04,  3.15it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.19it/s]
 59%|█████▉    | 16/27 [00:05<00:03,  3.23it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.13it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.10it/s]
 70%|███████   | 19/27 [00:06<00:02,  3.11it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.15it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.16it/s]
 81%|████████▏ | 22/27 [00:07<00:01,  3.19it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.18it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.17it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.15it/s]
 96%|█████████▋| 26/27 [00:08<00:00,  3.14it/s]
100%|██████████| 27/27 [00:08<00:00,  3.14it/s][2025-07-14 04:49:07] cat...PCK-Transfer@0.10: 85.83% | PCK-Transfer@0.05: 72.05% | PCK-Transfer@0.15: 89.70%
+
100%|██████████| 27/27 [00:08<00:00,  3.13it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.07it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.07it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.02it/s]
 31%|███       | 4/13 [00:01<00:02,  3.06it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.06it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.08it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.08it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.05it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.03it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.03it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.04it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.11it/s]
100%|██████████| 13/13 [00:04<00:00,  3.10it/s][2025-07-14 04:49:11] chair...PCK-Transfer@0.10: 57.03% | PCK-Transfer@0.05: 36.88% | PCK-Transfer@0.15: 64.89%
+
100%|██████████| 13/13 [00:04<00:00,  3.07it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.92it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.00it/s]
100%|██████████| 3/3 [00:00<00:00,  3.06it/s][2025-07-14 04:49:12] cow...PCK-Transfer@0.10: 95.83% | PCK-Transfer@0.05: 77.08% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.03it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.07it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.01it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.07it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.06it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.09it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.10it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.11it/s]
100%|██████████| 8/8 [00:02<00:00,  3.10it/s][2025-07-14 04:49:15] diningtable...PCK-Transfer@0.10: 42.71% | PCK-Transfer@0.05: 32.29% | PCK-Transfer@0.15: 66.67%
+
100%|██████████| 8/8 [00:02<00:00,  3.09it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.08it/s]
  8%|▊         | 2/24 [00:00<00:07,  3.09it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.14it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.10it/s]
 21%|██        | 5/24 [00:01<00:06,  3.11it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.13it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.15it/s]
 33%|███▎      | 8/24 [00:02<00:05,  3.14it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.09it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.05it/s]
 46%|████▌     | 11/24 [00:03<00:04,  3.09it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.10it/s]
 54%|█████▍    | 13/24 [00:04<00:03,  3.11it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.12it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.19it/s]
 67%|██████▋   | 16/24 [00:05<00:02,  3.18it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.19it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.20it/s]
 79%|███████▉  | 19/24 [00:06<00:01,  3.18it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.22it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.15it/s]
 92%|█████████▏| 22/24 [00:07<00:00,  2.99it/s]
 96%|█████████▌| 23/24 [00:07<00:00,  2.92it/s]
100%|██████████| 24/24 [00:07<00:00,  3.00it/s][2025-07-14 04:49:22] dog...PCK-Transfer@0.10: 84.55% | PCK-Transfer@0.05: 67.39% | PCK-Transfer@0.15: 91.69%
+
100%|██████████| 24/24 [00:07<00:00,  3.10it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.29it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.30it/s]
 33%|███▎      | 3/9 [00:01<00:02,  2.57it/s]
 44%|████▍     | 4/9 [00:01<00:01,  2.51it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  2.75it/s]
 67%|██████▋   | 6/9 [00:02<00:01,  2.96it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.15it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.22it/s]
100%|██████████| 9/9 [00:02<00:00,  3.26it/s][2025-07-14 04:49:25] horse...PCK-Transfer@0.10: 83.15% | PCK-Transfer@0.05: 63.20% | PCK-Transfer@0.15: 90.03%
+
100%|██████████| 9/9 [00:02<00:00,  3.03it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.00it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.24it/s]
 11%|█         | 3/27 [00:00<00:07,  3.33it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.38it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.37it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.44it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.40it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.41it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.43it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.44it/s]
 41%|████      | 11/27 [00:03<00:04,  3.43it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.41it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.41it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.41it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.40it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.41it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.41it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.41it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.40it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.42it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.41it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.37it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.38it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.38it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.35it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.38it/s]
100%|██████████| 27/27 [00:07<00:00,  3.38it/s][2025-07-14 04:49:33] motorbike...PCK-Transfer@0.10: 86.53% | PCK-Transfer@0.05: 67.00% | PCK-Transfer@0.15: 93.21%
+
100%|██████████| 27/27 [00:07<00:00,  3.39it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:04,  2.27it/s]
 17%|█▋        | 2/12 [00:00<00:03,  2.57it/s]
 25%|██▌       | 3/12 [00:01<00:03,  2.85it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.00it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.19it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.28it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.37it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.38it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.41it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.41it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.43it/s]
100%|██████████| 12/12 [00:03<00:00,  3.40it/s][2025-07-14 04:49:37] person...PCK-Transfer@0.10: 65.61% | PCK-Transfer@0.05: 46.55% | PCK-Transfer@0.15: 78.36%
+
100%|██████████| 12/12 [00:03<00:00,  3.23it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.54it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.55it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.49it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.51it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.53it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.47it/s]
100%|██████████| 7/7 [00:02<00:00,  3.46it/s][2025-07-14 04:49:39] pottedplant...PCK-Transfer@0.10: 60.48% | PCK-Transfer@0.05: 39.05% | PCK-Transfer@0.15: 74.76%
+
100%|██████████| 7/7 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.42it/s][2025-07-14 04:49:39] sheep...PCK-Transfer@0.10: 80.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.42it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.46it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.39it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.36it/s]
 31%|███       | 4/13 [00:01<00:02,  3.32it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.33it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.34it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.35it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.38it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.41it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.37it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.43it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.38it/s]
100%|██████████| 13/13 [00:03<00:00,  3.36it/s][2025-07-14 04:49:43] sofa...PCK-Transfer@0.10: 61.21% | PCK-Transfer@0.05: 42.12% | PCK-Transfer@0.15: 73.72%
+
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+[2025-07-14 04:49:53] Weighted Per image PCK0.10: 78.22%, image PCK0.05: 62.93%, image PCK0.01: 85.21%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_18__t_0.7_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_18__t_0.7_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..0d994a185cce43a4522283314a3c37d5696472bf
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_18__t_0.7_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 04:49:58] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_18__t_0.7_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.6_layer_18', 't_0.7_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.6_layer_18', 't_0.7_layer_13']
+Number of parameters corr net: 120
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+
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+[2025-07-14 04:51:33] Weighted Per image PCK0.10: 65.86%, image PCK0.05: 49.26%, image PCK0.01: 74.69%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_18__t_0.8_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_18__t_0.8_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..e71880fe7660cbc06efe0c5d01853ae40782fcc6
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_18__t_0.8_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 04:53:10] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_18__t_0.8_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.6_layer_18', 't_0.8_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.6_layer_18', 't_0.8_layer_5']
+Number of parameters corr net: 120
+
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100%|██████████| 30/30 [00:08<00:00,  3.44it/s][2025-07-14 04:53:26] bicycle...PCK-Transfer@0.10: 75.82% | PCK-Transfer@0.05: 66.12% | PCK-Transfer@0.15: 80.36%
+
100%|██████████| 30/30 [00:08<00:00,  3.45it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.47it/s]
 20%|██        | 2/10 [00:00<00:02,  3.47it/s]
 30%|███       | 3/10 [00:00<00:01,  3.53it/s]
 40%|████      | 4/10 [00:01<00:01,  3.54it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.51it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.57it/s]
 70%|███████   | 7/10 [00:01<00:00,  3.59it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.62it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.54it/s]
100%|██████████| 10/10 [00:02<00:00,  3.58it/s][2025-07-14 04:53:29] bird...PCK-Transfer@0.10: 71.06% | PCK-Transfer@0.05: 39.22% | PCK-Transfer@0.15: 84.72%
+
100%|██████████| 10/10 [00:02<00:00,  3.56it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.08it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.30it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.46it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.53it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.62it/s]
100%|██████████| 6/6 [00:01<00:00,  3.56it/s][2025-07-14 04:53:30] boat...PCK-Transfer@0.10: 51.39% | PCK-Transfer@0.05: 37.50% | PCK-Transfer@0.15: 73.61%
+
100%|██████████| 6/6 [00:01<00:00,  3.50it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.29it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.38it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.50it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.48it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.52it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.59it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.57it/s]
100%|██████████| 8/8 [00:02<00:00,  3.60it/s][2025-07-14 04:53:33] bottle...PCK-Transfer@0.10: 48.44% | PCK-Transfer@0.05: 35.94% | PCK-Transfer@0.15: 57.81%
+
100%|██████████| 8/8 [00:02<00:00,  3.54it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.26it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.44it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.47it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.36it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.40it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.52it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.49it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.57it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.37it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.30it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.34it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.30it/s]
 41%|████      | 13/32 [00:03<00:05,  3.41it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.50it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.47it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.46it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.46it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.43it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.41it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.47it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.49it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.48it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.50it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.55it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.59it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.57it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.59it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.54it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.53it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.53it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.59it/s]
100%|██████████| 32/32 [00:09<00:00,  3.57it/s][2025-07-14 04:53:42] bus...PCK-Transfer@0.10: 66.67% | PCK-Transfer@0.05: 50.26% | PCK-Transfer@0.15: 73.96%
+
100%|██████████| 32/32 [00:09<00:00,  3.48it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.83it/s]
 11%|█         | 2/19 [00:00<00:05,  3.06it/s]
 16%|█▌        | 3/19 [00:00<00:05,  3.18it/s]
 21%|██        | 4/19 [00:01<00:04,  3.31it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.41it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.41it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.40it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.46it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.50it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.58it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.62it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.58it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.60it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.62it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.60it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.58it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.58it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.65it/s]
100%|██████████| 19/19 [00:05<00:00,  3.73it/s][2025-07-14 04:53:47] car...PCK-Transfer@0.10: 79.03% | PCK-Transfer@0.05: 65.83% | PCK-Transfer@0.15: 83.23%
+
100%|██████████| 19/19 [00:05<00:00,  3.52it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.28it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.37it/s]
 11%|█         | 3/27 [00:00<00:07,  3.24it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.40it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.43it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.46it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.51it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.47it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.46it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.50it/s]
 41%|████      | 11/27 [00:03<00:04,  3.53it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.57it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.52it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.55it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.50it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.51it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.56it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.61it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.60it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.57it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.56it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.54it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.56it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.54it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.56it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.54it/s]
100%|██████████| 27/27 [00:07<00:00,  3.54it/s][2025-07-14 04:53:55] cat...PCK-Transfer@0.10: 73.50% | PCK-Transfer@0.05: 54.11% | PCK-Transfer@0.15: 79.39%
+
100%|██████████| 27/27 [00:07<00:00,  3.51it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.78it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.28it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.43it/s]
 31%|███       | 4/13 [00:01<00:02,  3.39it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.46it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.47it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.52it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.60it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.64it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.66it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.68it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.67it/s]
100%|██████████| 13/13 [00:03<00:00,  3.68it/s][2025-07-14 04:53:59] chair...PCK-Transfer@0.10: 37.41% | PCK-Transfer@0.05: 20.11% | PCK-Transfer@0.15: 43.33%
+
100%|██████████| 13/13 [00:03<00:00,  3.55it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.68it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.67it/s]
100%|██████████| 3/3 [00:00<00:00,  3.65it/s][2025-07-14 04:54:00] cow...PCK-Transfer@0.10: 85.42% | PCK-Transfer@0.05: 60.42% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.65it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.63it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.64it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.67it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.72it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.69it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.66it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.68it/s]
100%|██████████| 8/8 [00:02<00:00,  3.70it/s][2025-07-14 04:54:02] diningtable...PCK-Transfer@0.10: 35.94% | PCK-Transfer@0.05: 16.15% | PCK-Transfer@0.15: 58.85%
+
100%|██████████| 8/8 [00:02<00:00,  3.68it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.45it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.37it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.45it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.58it/s]
 21%|██        | 5/24 [00:01<00:05,  3.61it/s]
 25%|██▌       | 6/24 [00:01<00:04,  3.63it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.64it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.64it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.66it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.70it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.70it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.71it/s]
 54%|█████▍    | 13/24 [00:03<00:02,  3.70it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.68it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.66it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.68it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.70it/s]
 75%|███████▌  | 18/24 [00:04<00:01,  3.68it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.65it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.61it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.62it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.63it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.63it/s]
100%|██████████| 24/24 [00:06<00:00,  3.63it/s][2025-07-14 04:54:08] dog...PCK-Transfer@0.10: 61.73% | PCK-Transfer@0.05: 43.59% | PCK-Transfer@0.15: 77.09%
+
100%|██████████| 24/24 [00:06<00:00,  3.64it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.45it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.54it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.61it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.71it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.65it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.60it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.58it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.45it/s]
100%|██████████| 9/9 [00:02<00:00,  3.50it/s][2025-07-14 04:54:11] horse...PCK-Transfer@0.10: 66.90% | PCK-Transfer@0.05: 45.48% | PCK-Transfer@0.15: 80.11%
+
100%|██████████| 9/9 [00:02<00:00,  3.55it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.56it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.60it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.49it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.57it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.58it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.57it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.59it/s]
 41%|████      | 11/27 [00:03<00:04,  3.61it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.64it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.68it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.69it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.69it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.67it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.67it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.69it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.70it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.67it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.69it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.74it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.71it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.73it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.79it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.77it/s]
100%|██████████| 27/27 [00:07<00:00,  3.76it/s][2025-07-14 04:54:18] motorbike...PCK-Transfer@0.10: 71.02% | PCK-Transfer@0.05: 48.70% | PCK-Transfer@0.15: 79.64%
+
100%|██████████| 27/27 [00:07<00:00,  3.66it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.31it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.62it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.76it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.79it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.69it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.70it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.65it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.67it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.64it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.64it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.63it/s]
100%|██████████| 12/12 [00:03<00:00,  3.68it/s][2025-07-14 04:54:22] person...PCK-Transfer@0.10: 48.48% | PCK-Transfer@0.05: 29.03% | PCK-Transfer@0.15: 61.21%
+
100%|██████████| 12/12 [00:03<00:00,  3.67it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.52it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.50it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.57it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.55it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.53it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.56it/s]
100%|██████████| 7/7 [00:01<00:00,  3.60it/s][2025-07-14 04:54:24] pottedplant...PCK-Transfer@0.10: 41.90% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 54.29%
+
100%|██████████| 7/7 [00:01<00:00,  3.57it/s]
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+[2025-07-14 04:54:37] Weighted Per image PCK0.10: 61.92%, image PCK0.05: 44.50%, image PCK0.01: 71.81%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_20__t_0.8_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_20__t_0.8_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..9b0f07274383c6c0df3743a51bd452862f143d13
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_20__t_0.8_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-14 05:12:14] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_20__t_0.8_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.6_layer_20', 't_0.8_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.6_layer_20', 't_0.8_layer_15']
+Number of parameters corr net: 120
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+[2025-07-14 05:13:46] Weighted Per image PCK0.10: 67.45%, image PCK0.05: 50.12%, image PCK0.01: 75.88%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_20__t_0.8_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_20__t_0.8_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..cf22c21172ee8d6296749a04d5ace5fb4f841cbd
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_20__t_0.8_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 05:12:22] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.6_layer_20__t_0.8_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.6_layer_20', 't_0.8_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.6_layer_20', 't_0.8_layer_18']
+Number of parameters corr net: 120
+
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 47%|████▋     | 14/30 [00:04<00:04,  3.34it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.31it/s]
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 57%|█████▋    | 17/30 [00:05<00:03,  3.32it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.34it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.40it/s]
 67%|██████▋   | 20/30 [00:06<00:02,  3.43it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.43it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.43it/s]
 77%|███████▋  | 23/30 [00:06<00:01,  3.53it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.51it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.37it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.36it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.40it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.46it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.49it/s]
100%|██████████| 30/30 [00:09<00:00,  3.49it/s][2025-07-14 05:12:38] bicycle...PCK-Transfer@0.10: 68.24% | PCK-Transfer@0.05: 55.52% | PCK-Transfer@0.15: 72.48%
+
100%|██████████| 30/30 [00:09<00:00,  3.33it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:03,  2.61it/s]
 20%|██        | 2/10 [00:00<00:02,  3.07it/s]
 30%|███       | 3/10 [00:00<00:02,  3.34it/s]
 40%|████      | 4/10 [00:01<00:01,  3.40it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.45it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.56it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.59it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.62it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.59it/s]
100%|██████████| 10/10 [00:02<00:00,  3.64it/s][2025-07-14 05:12:41] bird...PCK-Transfer@0.10: 65.44% | PCK-Transfer@0.05: 38.11% | PCK-Transfer@0.15: 78.50%
+
100%|██████████| 10/10 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  2.96it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.26it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.41it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.54it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.62it/s]
100%|██████████| 6/6 [00:01<00:00,  3.46it/s][2025-07-14 05:12:43] boat...PCK-Transfer@0.10: 44.44% | PCK-Transfer@0.05: 27.78% | PCK-Transfer@0.15: 58.33%
+
100%|██████████| 6/6 [00:01<00:00,  3.44it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.20it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.34it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.45it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.55it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.61it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.65it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.63it/s]
100%|██████████| 8/8 [00:02<00:00,  3.66it/s][2025-07-14 05:12:45] bottle...PCK-Transfer@0.10: 35.94% | PCK-Transfer@0.05: 21.88% | PCK-Transfer@0.15: 40.62%
+
100%|██████████| 8/8 [00:02<00:00,  3.58it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.48it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.53it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.55it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.57it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.58it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.65it/s]
 22%|██▏       | 7/32 [00:01<00:06,  3.66it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.55it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.49it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.45it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.47it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.47it/s]
 41%|████      | 13/32 [00:03<00:05,  3.42it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.51it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.52it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.49it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.46it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.50it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.54it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.58it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.56it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.47it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.48it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.55it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.57it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.56it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.60it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.55it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.49it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.51it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.59it/s]
100%|██████████| 32/32 [00:09<00:00,  3.60it/s][2025-07-14 05:12:54] bus...PCK-Transfer@0.10: 52.34% | PCK-Transfer@0.05: 38.54% | PCK-Transfer@0.15: 63.54%
+
100%|██████████| 32/32 [00:09<00:00,  3.53it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.46it/s]
 11%|█         | 2/19 [00:00<00:04,  3.54it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.50it/s]
 21%|██        | 4/19 [00:01<00:04,  3.46it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.44it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.43it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.51it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.54it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.63it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.64it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.61it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.62it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.65it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.63it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.63it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.62it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.68it/s]
100%|██████████| 19/19 [00:05<00:00,  3.73it/s][2025-07-14 05:12:59] car...PCK-Transfer@0.10: 71.57% | PCK-Transfer@0.05: 56.69% | PCK-Transfer@0.15: 78.41%
+
100%|██████████| 19/19 [00:05<00:00,  3.59it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.65it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.48it/s]
 11%|█         | 3/27 [00:00<00:06,  3.52it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.52it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.55it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.56it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.61it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.54it/s]
 41%|████      | 11/27 [00:03<00:04,  3.57it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.61it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.59it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.61it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.66it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.68it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.69it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.66it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.65it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.63it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.63it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.62it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.61it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.62it/s]
100%|██████████| 27/27 [00:07<00:00,  3.61it/s][2025-07-14 05:13:07] cat...PCK-Transfer@0.10: 69.11% | PCK-Transfer@0.05: 49.15% | PCK-Transfer@0.15: 77.40%
+
100%|██████████| 27/27 [00:07<00:00,  3.60it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.49it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.01it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.31it/s]
 31%|███       | 4/13 [00:01<00:02,  3.39it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.45it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.48it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.53it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.61it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.67it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.71it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.73it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.71it/s]
100%|██████████| 13/13 [00:03<00:00,  3.69it/s][2025-07-14 05:13:11] chair...PCK-Transfer@0.10: 26.20% | PCK-Transfer@0.05: 15.43% | PCK-Transfer@0.15: 32.80%
+
100%|██████████| 13/13 [00:03<00:00,  3.54it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.68it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.68it/s]
100%|██████████| 3/3 [00:00<00:00,  3.68it/s][2025-07-14 05:13:12] cow...PCK-Transfer@0.10: 85.42% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.68it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.60it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.68it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.64it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.72it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.61it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.59it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.55it/s]
100%|██████████| 8/8 [00:02<00:00,  3.57it/s][2025-07-14 05:13:14] diningtable...PCK-Transfer@0.10: 34.38% | PCK-Transfer@0.05: 6.77% | PCK-Transfer@0.15: 47.40%
+
100%|██████████| 8/8 [00:02<00:00,  3.60it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
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  8%|▊         | 2/24 [00:00<00:06,  3.48it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.44it/s]
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 25%|██▌       | 6/24 [00:01<00:05,  3.49it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.50it/s]
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 38%|███▊      | 9/24 [00:02<00:04,  3.51it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.56it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.55it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.57it/s]
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 58%|█████▊    | 14/24 [00:03<00:02,  3.51it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.50it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.49it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.44it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.45it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.47it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.49it/s]
100%|██████████| 24/24 [00:06<00:00,  3.49it/s][2025-07-14 05:13:21] dog...PCK-Transfer@0.10: 57.94% | PCK-Transfer@0.05: 35.77% | PCK-Transfer@0.15: 71.70%
+
100%|██████████| 24/24 [00:06<00:00,  3.50it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  2.88it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.22it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.44it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.58it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.57it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.58it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.58it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.59it/s]
100%|██████████| 9/9 [00:02<00:00,  3.64it/s][2025-07-14 05:13:23] horse...PCK-Transfer@0.10: 67.12% | PCK-Transfer@0.05: 42.96% | PCK-Transfer@0.15: 77.17%
+
100%|██████████| 9/9 [00:02<00:00,  3.54it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.64it/s]
 41%|████      | 11/27 [00:03<00:04,  3.65it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.72it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.70it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.69it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.70it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.71it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.69it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.70it/s]
 81%|████████▏ | 22/27 [00:05<00:01,  3.74it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.72it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.75it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.80it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.79it/s]
100%|██████████| 27/27 [00:07<00:00,  3.77it/s][2025-07-14 05:13:30] motorbike...PCK-Transfer@0.10: 69.16% | PCK-Transfer@0.05: 46.07% | PCK-Transfer@0.15: 78.24%
+
100%|██████████| 27/27 [00:07<00:00,  3.71it/s]
+
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 67%|██████▋   | 8/12 [00:02<00:01,  3.64it/s]
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+[2025-07-14 05:13:49] Weighted Per image PCK0.10: 56.00%, image PCK0.05: 37.95%, image PCK0.01: 65.87%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_10__t_0.8_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_10__t_0.8_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..45cef5ac382a62555ada3cc7406d9650d230ba5d
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_10__t_0.8_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 05:47:35] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_10__t_0.8_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.7_layer_10', 't_0.8_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.7_layer_10', 't_0.8_layer_11']
+Number of parameters corr net: 120
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+
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+[2025-07-14 05:49:15] Weighted Per image PCK0.10: 71.18%, image PCK0.05: 52.30%, image PCK0.01: 81.10%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_10__t_0.8_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_10__t_0.8_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..104ccbf91ad6487822307e8054d1f6246295542b
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_10__t_0.8_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 05:45:56] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_10__t_0.8_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.7_layer_10', 't_0.8_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.7_layer_10', 't_0.8_layer_9']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  2.91it/s][2025-07-14 05:46:03] aeroplane...PCK-Transfer@0.10: 80.15% | PCK-Transfer@0.05: 62.62% | PCK-Transfer@0.15: 91.30%
+
100%|██████████| 15/15 [00:06<00:00,  2.28it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:10,  2.66it/s]
  7%|▋         | 2/30 [00:00<00:09,  2.85it/s]
 10%|█         | 3/30 [00:01<00:09,  3.00it/s]
 13%|█▎        | 4/30 [00:01<00:08,  2.99it/s]
 17%|█▋        | 5/30 [00:01<00:08,  2.98it/s]
 20%|██        | 6/30 [00:02<00:08,  3.00it/s]
 23%|██▎       | 7/30 [00:02<00:07,  2.92it/s]
 27%|██▋       | 8/30 [00:02<00:07,  2.98it/s]
 30%|███       | 9/30 [00:03<00:07,  2.95it/s]
 33%|███▎      | 10/30 [00:03<00:06,  3.02it/s]
 37%|███▋      | 11/30 [00:03<00:06,  3.00it/s]
 40%|████      | 12/30 [00:04<00:06,  2.99it/s]
 43%|████▎     | 13/30 [00:04<00:05,  2.99it/s]
 47%|████▋     | 14/30 [00:04<00:05,  3.04it/s]
 50%|█████     | 15/30 [00:05<00:05,  2.96it/s]
 53%|█████▎    | 16/30 [00:05<00:04,  2.98it/s]
 57%|█████▋    | 17/30 [00:05<00:04,  2.97it/s]
 60%|██████    | 18/30 [00:06<00:04,  2.92it/s]
 63%|██████▎   | 19/30 [00:06<00:03,  2.91it/s]
 67%|██████▋   | 20/30 [00:06<00:03,  2.90it/s]
 70%|███████   | 21/30 [00:07<00:03,  2.94it/s]
 73%|███████▎  | 22/30 [00:07<00:02,  3.01it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.01it/s]
 80%|████████  | 24/30 [00:08<00:01,  3.00it/s]
 83%|████████▎ | 25/30 [00:08<00:01,  2.96it/s]
 87%|████████▋ | 26/30 [00:08<00:01,  3.00it/s]
 90%|█████████ | 27/30 [00:09<00:00,  3.03it/s]
 93%|█████████▎| 28/30 [00:09<00:00,  3.05it/s]
 97%|█████████▋| 29/30 [00:09<00:00,  2.96it/s]
100%|██████████| 30/30 [00:10<00:00,  2.99it/s][2025-07-14 05:46:13] bicycle...PCK-Transfer@0.10: 77.91% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 83.97%
+
100%|██████████| 30/30 [00:10<00:00,  2.97it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.16it/s]
 20%|██        | 2/10 [00:00<00:02,  3.24it/s]
 30%|███       | 3/10 [00:00<00:02,  3.18it/s]
 40%|████      | 4/10 [00:01<00:01,  3.22it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.22it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.20it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.22it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.23it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.25it/s]
100%|██████████| 10/10 [00:03<00:00,  3.23it/s][2025-07-14 05:46:16] bird...PCK-Transfer@0.10: 76.89% | PCK-Transfer@0.05: 50.31% | PCK-Transfer@0.15: 88.19%
+
100%|██████████| 10/10 [00:03<00:00,  3.22it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  2.73it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.10it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.11it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.12it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.13it/s]
100%|██████████| 6/6 [00:01<00:00,  3.19it/s][2025-07-14 05:46:18] boat...PCK-Transfer@0.10: 54.17% | PCK-Transfer@0.05: 38.89% | PCK-Transfer@0.15: 81.94%
+
100%|██████████| 6/6 [00:01<00:00,  3.13it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.80it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.10it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.12it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.16it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.21it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.21it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.30it/s]
100%|██████████| 8/8 [00:02<00:00,  3.29it/s][2025-07-14 05:46:21] bottle...PCK-Transfer@0.10: 67.19% | PCK-Transfer@0.05: 54.69% | PCK-Transfer@0.15: 76.56%
+
100%|██████████| 8/8 [00:02<00:00,  3.22it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.35it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.31it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.28it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.27it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.25it/s]
 19%|█▉        | 6/32 [00:01<00:08,  3.20it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.21it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.21it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.23it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.30it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.34it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.35it/s]
 41%|████      | 13/32 [00:03<00:05,  3.33it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.31it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.31it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.31it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.34it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.32it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.30it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.28it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.25it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.29it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.31it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.27it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.24it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.28it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.27it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.31it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.31it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.29it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.27it/s]
100%|██████████| 32/32 [00:09<00:00,  3.25it/s][2025-07-14 05:46:31] bus...PCK-Transfer@0.10: 72.66% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 81.35%
+
100%|██████████| 32/32 [00:09<00:00,  3.28it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.58it/s]
 11%|█         | 2/19 [00:00<00:06,  2.82it/s]
 16%|█▌        | 3/19 [00:01<00:05,  2.83it/s]
 21%|██        | 4/19 [00:01<00:05,  2.74it/s]
 26%|██▋       | 5/19 [00:01<00:04,  2.83it/s]
 32%|███▏      | 6/19 [00:02<00:04,  2.98it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.11it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.13it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.18it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.17it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.20it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.24it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.25it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.25it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.28it/s]
 84%|████████▍ | 16/19 [00:05<00:00,  3.30it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.32it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.30it/s]
100%|██████████| 19/19 [00:06<00:00,  3.26it/s][2025-07-14 05:46:37] car...PCK-Transfer@0.10: 93.27% | PCK-Transfer@0.05: 81.43% | PCK-Transfer@0.15: 94.51%
+
100%|██████████| 19/19 [00:06<00:00,  3.14it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.07it/s]
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 11%|█         | 3/27 [00:00<00:07,  3.26it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.20it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.21it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.11it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.09it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.18it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.22it/s]
 41%|████      | 11/27 [00:03<00:04,  3.26it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.25it/s]
 48%|████▊     | 13/27 [00:04<00:04,  3.28it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.34it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.38it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.32it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.31it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.31it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.36it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.36it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.37it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.36it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.34it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.29it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.25it/s]
100%|██████████| 27/27 [00:08<00:00,  3.21it/s][2025-07-14 05:46:45] cat...PCK-Transfer@0.10: 75.67% | PCK-Transfer@0.05: 55.56% | PCK-Transfer@0.15: 82.94%
+
100%|██████████| 27/27 [00:08<00:00,  3.26it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.08it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.03it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.01it/s]
 31%|███       | 4/13 [00:01<00:02,  3.04it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.09it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.14it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.14it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.08it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.09it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.11it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.13it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.18it/s]
100%|██████████| 13/13 [00:04<00:00,  3.20it/s][2025-07-14 05:46:49] chair...PCK-Transfer@0.10: 49.12% | PCK-Transfer@0.05: 32.24% | PCK-Transfer@0.15: 62.95%
+
100%|██████████| 13/13 [00:04<00:00,  3.12it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.15it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.26it/s]
100%|██████████| 3/3 [00:00<00:00,  3.32it/s][2025-07-14 05:46:50] cow...PCK-Transfer@0.10: 79.17% | PCK-Transfer@0.05: 54.17% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.29it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.21it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.24it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.28it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.27it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.29it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.32it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.11it/s]
100%|██████████| 8/8 [00:02<00:00,  3.11it/s][2025-07-14 05:46:52] diningtable...PCK-Transfer@0.10: 57.29% | PCK-Transfer@0.05: 28.65% | PCK-Transfer@0.15: 74.48%
+
100%|██████████| 8/8 [00:02<00:00,  3.19it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.21it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.24it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.28it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.22it/s]
 21%|██        | 5/24 [00:01<00:05,  3.25it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.25it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.26it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.29it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.30it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.29it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.27it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.28it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.25it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.22it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.24it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.23it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.24it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.26it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.26it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.27it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.25it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.21it/s]
 96%|█████████▌| 23/24 [00:07<00:00,  3.20it/s]
100%|██████████| 24/24 [00:07<00:00,  3.18it/s][2025-07-14 05:47:00] dog...PCK-Transfer@0.10: 68.82% | PCK-Transfer@0.05: 47.00% | PCK-Transfer@0.15: 82.09%
+
100%|██████████| 24/24 [00:07<00:00,  3.24it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.12it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.25it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.20it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.19it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.24it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.33it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.40it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.40it/s]
100%|██████████| 9/9 [00:02<00:00,  3.37it/s][2025-07-14 05:47:03] horse...PCK-Transfer@0.10: 81.56% | PCK-Transfer@0.05: 48.81% | PCK-Transfer@0.15: 87.51%
+
100%|██████████| 9/9 [00:02<00:00,  3.32it/s]
+
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 41%|████      | 11/27 [00:03<00:04,  3.35it/s]
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100%|██████████| 7/7 [00:02<00:00,  3.33it/s][2025-07-14 05:47:16] pottedplant...PCK-Transfer@0.10: 48.57% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 65.71%
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+[2025-07-14 05:47:30] Weighted Per image PCK0.10: 69.21%, image PCK0.05: 50.05%, image PCK0.01: 79.97%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_13__t_0.8_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_13__t_0.8_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..0cec69a26182bcc2a6478a08a586f6cce4a99b6e
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_13__t_0.8_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 06:16:40] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_13__t_0.8_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.7_layer_13', 't_0.8_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.7_layer_13', 't_0.8_layer_9']
+Number of parameters corr net: 120
+
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100%|██████████| 19/19 [00:05<00:00,  3.26it/s][2025-07-14 06:17:21] car...PCK-Transfer@0.10: 89.68% | PCK-Transfer@0.05: 78.61% | PCK-Transfer@0.15: 91.44%
+
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+
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100%|██████████| 27/27 [00:08<00:00,  3.33it/s][2025-07-14 06:17:29] cat...PCK-Transfer@0.10: 83.32% | PCK-Transfer@0.05: 65.40% | PCK-Transfer@0.15: 88.88%
+
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+
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100%|██████████| 13/13 [00:04<00:00,  3.31it/s][2025-07-14 06:17:33] chair...PCK-Transfer@0.10: 50.45% | PCK-Transfer@0.05: 32.86% | PCK-Transfer@0.15: 62.46%
+
100%|██████████| 13/13 [00:04<00:00,  3.19it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.18it/s][2025-07-14 06:17:34] cow...PCK-Transfer@0.10: 85.42% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.15it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.38it/s][2025-07-14 06:17:37] diningtable...PCK-Transfer@0.10: 51.56% | PCK-Transfer@0.05: 22.40% | PCK-Transfer@0.15: 72.40%
+
100%|██████████| 8/8 [00:02<00:00,  3.28it/s]
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100%|██████████| 24/24 [00:07<00:00,  3.42it/s][2025-07-14 06:17:44] dog...PCK-Transfer@0.10: 73.12% | PCK-Transfer@0.05: 52.42% | PCK-Transfer@0.15: 84.45%
+
100%|██████████| 24/24 [00:07<00:00,  3.37it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.40it/s][2025-07-14 06:17:47] horse...PCK-Transfer@0.10: 78.65% | PCK-Transfer@0.05: 48.41% | PCK-Transfer@0.15: 83.94%
+
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+
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100%|██████████| 27/27 [00:08<00:00,  3.29it/s][2025-07-14 06:17:55] motorbike...PCK-Transfer@0.10: 78.96% | PCK-Transfer@0.05: 56.60% | PCK-Transfer@0.15: 87.94%
+
100%|██████████| 27/27 [00:08<00:00,  3.37it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.41it/s][2025-07-14 06:17:58] person...PCK-Transfer@0.10: 56.74% | PCK-Transfer@0.05: 39.46% | PCK-Transfer@0.15: 69.70%
+
100%|██████████| 12/12 [00:03<00:00,  3.36it/s]
+
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100%|██████████| 7/7 [00:01<00:00,  3.51it/s][2025-07-14 06:18:00] pottedplant...PCK-Transfer@0.10: 50.48% | PCK-Transfer@0.05: 33.81% | PCK-Transfer@0.15: 65.71%
+
100%|██████████| 7/7 [00:01<00:00,  3.52it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.38it/s][2025-07-14 06:18:00] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.37it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.34it/s][2025-07-14 06:18:04] sofa...PCK-Transfer@0.10: 56.76% | PCK-Transfer@0.05: 37.31% | PCK-Transfer@0.15: 72.39%
+
100%|██████████| 13/13 [00:03<00:00,  3.35it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.59it/s][2025-07-14 06:18:10] train...PCK-Transfer@0.10: 72.75% | PCK-Transfer@0.05: 47.25% | PCK-Transfer@0.15: 86.00%
+
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+
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 87%|████████▋ | 13/15 [00:03<00:00,  3.49it/s]
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100%|██████████| 15/15 [00:04<00:00,  3.47it/s][2025-07-14 06:18:14] tvmonitor...PCK-Transfer@0.10: 37.22% | PCK-Transfer@0.05: 24.44% | PCK-Transfer@0.15: 52.22%
+
100%|██████████| 15/15 [00:04<00:00,  3.52it/s]
+[2025-07-14 06:18:14] Weighted Per image PCK0.10: 72.41%, image PCK0.05: 54.58%, image PCK0.01: 81.61%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_20__t_0.8_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_20__t_0.8_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..c869a6ef04e0226b2bd8a41e68a89b37c27abe4a
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_20__t_0.8_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-14 06:41:05] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_20__t_0.8_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.7_layer_20', 't_0.8_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.7_layer_20', 't_0.8_layer_10']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:02<00:00,  3.46it/s][2025-07-14 06:42:21] pottedplant...PCK-Transfer@0.10: 63.33% | PCK-Transfer@0.05: 33.81% | PCK-Transfer@0.15: 77.62%
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100%|██████████| 15/15 [00:04<00:00,  3.54it/s][2025-07-14 06:42:35] tvmonitor...PCK-Transfer@0.10: 35.56% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 47.22%
+
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+[2025-07-14 06:42:35] Weighted Per image PCK0.10: 74.83%, image PCK0.05: 56.01%, image PCK0.01: 81.84%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_5__t_0.7_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_5__t_0.7_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..e619b660a3a5ce325e3595ac005a548683facc86
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_5__t_0.7_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-14 05:17:02] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_5__t_0.7_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.7_layer_5', 't_0.7_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.7_layer_5', 't_0.7_layer_12']
+Number of parameters corr net: 120
+
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 56%|█████▋    | 18/32 [00:05<00:04,  3.17it/s]
 59%|█████▉    | 19/32 [00:06<00:04,  3.20it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.26it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.30it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.40it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.44it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.43it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.40it/s]
 81%|████████▏ | 26/32 [00:08<00:01,  3.43it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.33it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.30it/s]
 91%|█████████ | 29/32 [00:09<00:00,  3.28it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.26it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.16it/s]
100%|██████████| 32/32 [00:10<00:00,  3.12it/s][2025-07-14 05:17:37] bus...PCK-Transfer@0.10: 71.09% | PCK-Transfer@0.05: 54.69% | PCK-Transfer@0.15: 81.61%
+
100%|██████████| 32/32 [00:10<00:00,  3.18it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  3.00it/s]
 11%|█         | 2/19 [00:00<00:05,  3.09it/s]
 16%|█▌        | 3/19 [00:00<00:05,  2.99it/s]
 21%|██        | 4/19 [00:01<00:04,  3.06it/s]
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 32%|███▏      | 6/19 [00:01<00:04,  3.09it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.14it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.11it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.09it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.05it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.07it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.11it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.11it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.11it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.15it/s]
 84%|████████▍ | 16/19 [00:05<00:00,  3.15it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.18it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.15it/s]
100%|██████████| 19/19 [00:06<00:00,  3.14it/s][2025-07-14 05:17:44] car...PCK-Transfer@0.10: 89.62% | PCK-Transfer@0.05: 76.66% | PCK-Transfer@0.15: 90.90%
+
100%|██████████| 19/19 [00:06<00:00,  3.11it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:10,  2.39it/s]
  7%|▋         | 2/27 [00:00<00:09,  2.73it/s]
 11%|█         | 3/27 [00:01<00:08,  2.95it/s]
 15%|█▍        | 4/27 [00:01<00:07,  2.98it/s]
 19%|█▊        | 5/27 [00:01<00:07,  3.02it/s]
 22%|██▏       | 6/27 [00:02<00:06,  3.07it/s]
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 30%|██▉       | 8/27 [00:02<00:06,  3.09it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.13it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.13it/s]
 41%|████      | 11/27 [00:03<00:05,  3.13it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.10it/s]
 48%|████▊     | 13/27 [00:04<00:04,  3.15it/s]
 52%|█████▏    | 14/27 [00:04<00:04,  3.18it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.23it/s]
 59%|█████▉    | 16/27 [00:05<00:03,  3.28it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.18it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.15it/s]
 70%|███████   | 19/27 [00:06<00:02,  3.14it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.16it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.15it/s]
 81%|████████▏ | 22/27 [00:07<00:01,  3.16it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.14it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.14it/s]
 93%|█████████▎| 25/27 [00:08<00:00,  3.15it/s]
 96%|█████████▋| 26/27 [00:08<00:00,  3.15it/s]
100%|██████████| 27/27 [00:08<00:00,  3.14it/s][2025-07-14 05:17:52] cat...PCK-Transfer@0.10: 76.45% | PCK-Transfer@0.05: 57.31% | PCK-Transfer@0.15: 84.74%
+
100%|██████████| 27/27 [00:08<00:00,  3.11it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.13it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.09it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.07it/s]
 31%|███       | 4/13 [00:01<00:02,  3.08it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.15it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.16it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.13it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.12it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.11it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.09it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.08it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.14it/s]
100%|██████████| 13/13 [00:04<00:00,  3.15it/s][2025-07-14 05:17:56] chair...PCK-Transfer@0.10: 49.64% | PCK-Transfer@0.05: 31.65% | PCK-Transfer@0.15: 61.92%
+
100%|██████████| 13/13 [00:04<00:00,  3.12it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.25it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.19it/s]
100%|██████████| 3/3 [00:00<00:00,  3.24it/s][2025-07-14 05:17:57] cow...PCK-Transfer@0.10: 75.00% | PCK-Transfer@0.05: 47.92% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.23it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.16it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.14it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.15it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.14it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.16it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.25it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.26it/s]
100%|██████████| 8/8 [00:02<00:00,  3.23it/s][2025-07-14 05:18:00] diningtable...PCK-Transfer@0.10: 52.60% | PCK-Transfer@0.05: 25.52% | PCK-Transfer@0.15: 67.71%
+
100%|██████████| 8/8 [00:02<00:00,  3.20it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.11it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.14it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.18it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.15it/s]
 21%|██        | 5/24 [00:01<00:05,  3.18it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.19it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.21it/s]
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 38%|███▊      | 9/24 [00:02<00:04,  3.21it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.16it/s]
 46%|████▌     | 11/24 [00:03<00:04,  3.18it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.15it/s]
 54%|█████▍    | 13/24 [00:04<00:03,  3.16it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.14it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.18it/s]
 67%|██████▋   | 16/24 [00:05<00:02,  3.19it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.19it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.21it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.23it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.28it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.27it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.25it/s]
 96%|█████████▌| 23/24 [00:07<00:00,  3.23it/s]
100%|██████████| 24/24 [00:07<00:00,  3.21it/s][2025-07-14 05:18:07] dog...PCK-Transfer@0.10: 67.99% | PCK-Transfer@0.05: 43.73% | PCK-Transfer@0.15: 82.23%
+
100%|██████████| 24/24 [00:07<00:00,  3.20it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.22it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.23it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.18it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.18it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.22it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.22it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.26it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.25it/s]
100%|██████████| 9/9 [00:02<00:00,  3.24it/s][2025-07-14 05:18:10] horse...PCK-Transfer@0.10: 73.76% | PCK-Transfer@0.05: 39.55% | PCK-Transfer@0.15: 81.43%
+
100%|██████████| 9/9 [00:02<00:00,  3.23it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.28it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.31it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.29it/s]
 41%|████      | 11/27 [00:03<00:04,  3.26it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.23it/s]
 48%|████▊     | 13/27 [00:04<00:04,  3.22it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.27it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.27it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.28it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.28it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.27it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.30it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.28it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.26it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.25it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.26it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.26it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.27it/s]
100%|██████████| 27/27 [00:08<00:00,  3.26it/s][2025-07-14 05:18:19] motorbike...PCK-Transfer@0.10: 75.92% | PCK-Transfer@0.05: 50.05% | PCK-Transfer@0.15: 85.97%
+
100%|██████████| 27/27 [00:08<00:00,  3.26it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.22it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.21it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.21it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.21it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.27it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.29it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.33it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.32it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.34it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.32it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.34it/s]
100%|██████████| 12/12 [00:03<00:00,  3.29it/s][2025-07-14 05:18:22] person...PCK-Transfer@0.10: 53.05% | PCK-Transfer@0.05: 34.71% | PCK-Transfer@0.15: 67.72%
+
100%|██████████| 12/12 [00:03<00:00,  3.29it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.32it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.39it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.37it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.38it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.44it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.37it/s]
100%|██████████| 7/7 [00:02<00:00,  3.35it/s][2025-07-14 05:18:24] pottedplant...PCK-Transfer@0.10: 36.19% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 63.81%
+
100%|██████████| 7/7 [00:02<00:00,  3.37it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.28it/s][2025-07-14 05:18:25] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.27it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.21it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.22it/s]
 31%|███       | 4/13 [00:01<00:02,  3.19it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.23it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.25it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.27it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.30it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.27it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.35it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.33it/s]
100%|██████████| 13/13 [00:03<00:00,  3.33it/s][2025-07-14 05:18:29] sofa...PCK-Transfer@0.10: 50.99% | PCK-Transfer@0.05: 28.57% | PCK-Transfer@0.15: 67.01%
+
100%|██████████| 13/13 [00:03<00:00,  3.28it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
  5%|▌         | 1/20 [00:00<00:05,  3.44it/s]
 10%|█         | 2/20 [00:00<00:05,  3.43it/s]
 15%|█▌        | 3/20 [00:00<00:05,  3.39it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.38it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.40it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.37it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.39it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.35it/s]
 65%|██████▌   | 13/20 [00:03<00:02,  3.38it/s]
 70%|███████   | 14/20 [00:04<00:01,  3.40it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.37it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.41it/s]
 85%|████████▌ | 17/20 [00:05<00:00,  3.36it/s]
 90%|█████████ | 18/20 [00:05<00:00,  3.35it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.34it/s]
100%|██████████| 20/20 [00:05<00:00,  3.39it/s][2025-07-14 05:18:34] train...PCK-Transfer@0.10: 68.00% | PCK-Transfer@0.05: 47.50% | PCK-Transfer@0.15: 83.00%
+
100%|██████████| 20/20 [00:05<00:00,  3.39it/s]
+
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 53%|█████▎    | 8/15 [00:02<00:02,  3.35it/s]
 60%|██████    | 9/15 [00:02<00:01,  3.31it/s]
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+[2025-07-14 05:18:39] Weighted Per image PCK0.10: 67.38%, image PCK0.05: 48.02%, image PCK0.01: 79.49%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_5__t_0.7_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_5__t_0.7_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..ca92baf27ed212b487e60b381baab976c19ac197
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_5__t_0.7_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 05:20:17] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_5__t_0.7_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.7_layer_5', 't_0.7_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.7_layer_5', 't_0.7_layer_20']
+Number of parameters corr net: 120
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+
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+[2025-07-14 05:21:45] Weighted Per image PCK0.10: 59.67%, image PCK0.05: 39.60%, image PCK0.01: 71.58%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_5__t_0.8_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_5__t_0.8_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..05dac8ed2af45902cc64798d442592b7e9f1d8aa
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_5__t_0.8_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-14 05:21:54] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_5__t_0.8_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.7_layer_5', 't_0.8_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.7_layer_5', 't_0.8_layer_10']
+Number of parameters corr net: 120
+
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+
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 78%|███████▊  | 25/32 [00:07<00:02,  3.46it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.43it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.44it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.39it/s]
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100%|██████████| 32/32 [00:09<00:00,  3.43it/s][2025-07-14 05:22:26] bus...PCK-Transfer@0.10: 75.36% | PCK-Transfer@0.05: 59.64% | PCK-Transfer@0.15: 82.40%
+
100%|██████████| 32/32 [00:09<00:00,  3.38it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
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 42%|████▏     | 8/19 [00:02<00:03,  3.41it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.42it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.47it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.46it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.42it/s]
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 74%|███████▎  | 14/19 [00:04<00:01,  3.46it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.44it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.43it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.42it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.45it/s]
100%|██████████| 19/19 [00:05<00:00,  3.51it/s][2025-07-14 05:22:32] car...PCK-Transfer@0.10: 90.45% | PCK-Transfer@0.05: 78.61% | PCK-Transfer@0.15: 93.27%
+
100%|██████████| 19/19 [00:05<00:00,  3.44it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.44it/s]
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 63%|██████▎   | 17/27 [00:04<00:02,  3.43it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.48it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.49it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.46it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.44it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.42it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.43it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.42it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.43it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.42it/s]
100%|██████████| 27/27 [00:07<00:00,  3.41it/s][2025-07-14 05:22:40] cat...PCK-Transfer@0.10: 75.95% | PCK-Transfer@0.05: 56.83% | PCK-Transfer@0.15: 82.23%
+
100%|██████████| 27/27 [00:07<00:00,  3.42it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.36it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.46it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.50it/s]
 31%|███       | 4/13 [00:01<00:02,  3.47it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.47it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.44it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.45it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.51it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.52it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.54it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.54it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.51it/s]
100%|██████████| 13/13 [00:03<00:00,  3.51it/s][2025-07-14 05:22:43] chair...PCK-Transfer@0.10: 53.31% | PCK-Transfer@0.05: 35.00% | PCK-Transfer@0.15: 64.25%
+
100%|██████████| 13/13 [00:03<00:00,  3.50it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.51it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.49it/s]
100%|██████████| 3/3 [00:00<00:00,  3.50it/s][2025-07-14 05:22:44] cow...PCK-Transfer@0.10: 79.17% | PCK-Transfer@0.05: 52.08% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.49it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.50it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.49it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.47it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.52it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.49it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.47it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.47it/s]
100%|██████████| 8/8 [00:02<00:00,  3.51it/s][2025-07-14 05:22:47] diningtable...PCK-Transfer@0.10: 52.60% | PCK-Transfer@0.05: 28.65% | PCK-Transfer@0.15: 65.62%
+
100%|██████████| 8/8 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
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 17%|█▋        | 4/24 [00:01<00:05,  3.53it/s]
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 29%|██▉       | 7/24 [00:02<00:04,  3.49it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.54it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.53it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.48it/s]
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 88%|████████▊ | 21/24 [00:06<00:00,  3.44it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.45it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.45it/s]
100%|██████████| 24/24 [00:06<00:00,  3.47it/s][2025-07-14 05:22:53] dog...PCK-Transfer@0.10: 72.19% | PCK-Transfer@0.05: 53.49% | PCK-Transfer@0.15: 85.67%
+
100%|██████████| 24/24 [00:06<00:00,  3.49it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
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 22%|██▏       | 2/9 [00:00<00:01,  3.51it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.45it/s]
100%|██████████| 9/9 [00:02<00:00,  3.49it/s][2025-07-14 05:22:56] horse...PCK-Transfer@0.10: 79.21% | PCK-Transfer@0.05: 50.40% | PCK-Transfer@0.15: 85.29%
+
100%|██████████| 9/9 [00:02<00:00,  3.50it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 81%|████████▏ | 22/27 [00:06<00:01,  3.52it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.51it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.55it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.56it/s][2025-07-14 05:23:04] motorbike...PCK-Transfer@0.10: 80.40% | PCK-Transfer@0.05: 53.34% | PCK-Transfer@0.15: 89.01%
+
100%|██████████| 27/27 [00:07<00:00,  3.50it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
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 42%|████▏     | 5/12 [00:01<00:01,  3.54it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.57it/s]
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 67%|██████▋   | 8/12 [00:02<00:01,  3.54it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.50it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.50it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.49it/s]
100%|██████████| 12/12 [00:03<00:00,  3.52it/s][2025-07-14 05:23:07] person...PCK-Transfer@0.10: 57.48% | PCK-Transfer@0.05: 37.78% | PCK-Transfer@0.15: 71.58%
+
100%|██████████| 12/12 [00:03<00:00,  3.54it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
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 71%|███████▏  | 5/7 [00:01<00:00,  3.35it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.39it/s]
100%|██████████| 7/7 [00:02<00:00,  3.44it/s][2025-07-14 05:23:09] pottedplant...PCK-Transfer@0.10: 40.95% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 58.57%
+
100%|██████████| 7/7 [00:02<00:00,  3.40it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.39it/s][2025-07-14 05:23:10] sheep...PCK-Transfer@0.10: 20.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.39it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.45it/s]
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 85%|████████▍ | 11/13 [00:03<00:00,  3.43it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.51it/s]
100%|██████████| 13/13 [00:03<00:00,  3.52it/s][2025-07-14 05:23:13] sofa...PCK-Transfer@0.10: 50.55% | PCK-Transfer@0.05: 33.74% | PCK-Transfer@0.15: 66.24%
+
100%|██████████| 13/13 [00:03<00:00,  3.48it/s]
+
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+[2025-07-14 05:23:23] Weighted Per image PCK0.10: 69.87%, image PCK0.05: 51.09%, image PCK0.01: 80.29%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_9__t_0.7_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_9__t_0.7_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..e3f17ecf101929196591fcb4474e4c049a05d60f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_9__t_0.7_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 05:32:56] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_9__t_0.7_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.7_layer_9', 't_0.7_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.7_layer_9', 't_0.7_layer_20']
+Number of parameters corr net: 120
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+[2025-07-14 05:34:20] Weighted Per image PCK0.10: 66.05%, image PCK0.05: 46.71%, image PCK0.01: 76.18%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_9__t_0.8_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_9__t_0.8_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..2466be19fbdc7b44ea0a3b34d252de8539befaa3
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_9__t_0.8_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-14 05:37:26] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.7_layer_9__t_0.8_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.7_layer_9', 't_0.8_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.7_layer_9', 't_0.8_layer_13']
+Number of parameters corr net: 120
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 50%|█████     | 3/6 [00:00<00:00,  3.48it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.43it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.41it/s]
100%|██████████| 6/6 [00:01<00:00,  3.45it/s][2025-07-14 05:37:46] boat...PCK-Transfer@0.10: 52.78% | PCK-Transfer@0.05: 37.50% | PCK-Transfer@0.15: 73.61%
+
100%|██████████| 6/6 [00:01<00:00,  3.45it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.35it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.52it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.47it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.45it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.45it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.43it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.49it/s]
100%|██████████| 8/8 [00:02<00:00,  3.47it/s][2025-07-14 05:37:49] bottle...PCK-Transfer@0.10: 67.19% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 79.69%
+
100%|██████████| 8/8 [00:02<00:00,  3.46it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.76it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.61it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.60it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.57it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.60it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.46it/s]
 22%|██▏       | 7/32 [00:01<00:07,  3.45it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.43it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.48it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.59it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.56it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.53it/s]
 41%|████      | 13/32 [00:03<00:05,  3.49it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.47it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.55it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.59it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.67it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.69it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.59it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.59it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.55it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.58it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.57it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.53it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.49it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.53it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.50it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.52it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.54it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.55it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.48it/s]
100%|██████████| 32/32 [00:09<00:00,  3.44it/s][2025-07-14 05:37:58] bus...PCK-Transfer@0.10: 79.43% | PCK-Transfer@0.05: 63.80% | PCK-Transfer@0.15: 84.74%
+
100%|██████████| 32/32 [00:09<00:00,  3.53it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.27it/s]
 11%|█         | 2/19 [00:00<00:04,  3.48it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.45it/s]
 21%|██        | 4/19 [00:01<00:04,  3.10it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.16it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.38it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.53it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.49it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.51it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.46it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.40it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.42it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.41it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.45it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.56it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.60it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.65it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.60it/s]
100%|██████████| 19/19 [00:05<00:00,  3.55it/s][2025-07-14 05:38:03] car...PCK-Transfer@0.10: 91.08% | PCK-Transfer@0.05: 81.10% | PCK-Transfer@0.15: 93.36%
+
100%|██████████| 19/19 [00:05<00:00,  3.47it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.40it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.55it/s]
 11%|█         | 3/27 [00:00<00:06,  3.65it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.58it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.61it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.60it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.57it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.57it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.59it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.57it/s]
 41%|████      | 11/27 [00:03<00:04,  3.56it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.52it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.59it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.58it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.64it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.69it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.61it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.56it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.54it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.61it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.60it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.65it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.60it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.59it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.58it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.59it/s]
100%|██████████| 27/27 [00:07<00:00,  3.59it/s][2025-07-14 05:38:11] cat...PCK-Transfer@0.10: 77.22% | PCK-Transfer@0.05: 64.57% | PCK-Transfer@0.15: 84.79%
+
100%|██████████| 27/27 [00:07<00:00,  3.59it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.59it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.50it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.53it/s]
 31%|███       | 4/13 [00:01<00:02,  3.56it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.59it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.60it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.58it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.54it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.53it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.50it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.48it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.53it/s]
100%|██████████| 13/13 [00:03<00:00,  3.53it/s][2025-07-14 05:38:14] chair...PCK-Transfer@0.10: 51.79% | PCK-Transfer@0.05: 32.76% | PCK-Transfer@0.15: 64.59%
+
100%|██████████| 13/13 [00:03<00:00,  3.54it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.53it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.54it/s]
100%|██████████| 3/3 [00:00<00:00,  3.56it/s][2025-07-14 05:38:15] cow...PCK-Transfer@0.10: 85.42% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.55it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.52it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.49it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.52it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.48it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.51it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.55it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.58it/s]
100%|██████████| 8/8 [00:02<00:00,  3.57it/s][2025-07-14 05:38:18] diningtable...PCK-Transfer@0.10: 54.69% | PCK-Transfer@0.05: 28.65% | PCK-Transfer@0.15: 64.58%
+
100%|██████████| 8/8 [00:02<00:00,  3.54it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.50it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.46it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.53it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.49it/s]
 21%|██        | 5/24 [00:01<00:05,  3.54it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.56it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.58it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.59it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.57it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.52it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.53it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.52it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.53it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.50it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.54it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.55it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.55it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.56it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.56it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.60it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.57it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.55it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.55it/s]
100%|██████████| 24/24 [00:06<00:00,  3.54it/s][2025-07-14 05:38:24] dog...PCK-Transfer@0.10: 74.55% | PCK-Transfer@0.05: 52.32% | PCK-Transfer@0.15: 85.85%
+
100%|██████████| 24/24 [00:06<00:00,  3.54it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.44it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.53it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.51it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.48it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.54it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.60it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.68it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.67it/s]
100%|██████████| 9/9 [00:02<00:00,  3.64it/s][2025-07-14 05:38:27] horse...PCK-Transfer@0.10: 84.21% | PCK-Transfer@0.05: 57.28% | PCK-Transfer@0.15: 85.00%
+
100%|██████████| 9/9 [00:02<00:00,  3.59it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.53it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.60it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.67it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.73it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.66it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.65it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.67it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.64it/s]
 41%|████      | 11/27 [00:03<00:04,  3.61it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.59it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.58it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.60it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.61it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.61it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.61it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.62it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.60it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.61it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.59it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.53it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.55it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.54it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.50it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.52it/s]
100%|██████████| 27/27 [00:07<00:00,  3.53it/s][2025-07-14 05:38:34] motorbike...PCK-Transfer@0.10: 80.71% | PCK-Transfer@0.05: 56.84% | PCK-Transfer@0.15: 89.42%
+
100%|██████████| 27/27 [00:07<00:00,  3.59it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.63it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.51it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.44it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.44it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.56it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.58it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.63it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.62it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.65it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.64it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.65it/s]
100%|██████████| 12/12 [00:03<00:00,  3.61it/s][2025-07-14 05:38:38] person...PCK-Transfer@0.10: 57.79% | PCK-Transfer@0.05: 39.63% | PCK-Transfer@0.15: 71.52%
+
100%|██████████| 12/12 [00:03<00:00,  3.59it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.76it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.76it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.71it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.74it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.78it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.70it/s]
100%|██████████| 7/7 [00:01<00:00,  3.68it/s][2025-07-14 05:38:40] pottedplant...PCK-Transfer@0.10: 46.19% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 70.48%
+
100%|██████████| 7/7 [00:01<00:00,  3.71it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.69it/s][2025-07-14 05:38:40] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.68it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.69it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.65it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.63it/s]
 31%|███       | 4/13 [00:01<00:02,  3.60it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.62it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.61it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.59it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.62it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.64it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.61it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.65it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.58it/s]
100%|██████████| 13/13 [00:03<00:00,  3.56it/s][2025-07-14 05:38:44] sofa...PCK-Transfer@0.10: 56.32% | PCK-Transfer@0.05: 35.33% | PCK-Transfer@0.15: 68.25%
+
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+[2025-07-14 05:38:53] Weighted Per image PCK0.10: 72.45%, image PCK0.05: 53.91%, image PCK0.01: 81.87%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.8_layer_10__t_0.8_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.8_layer_10__t_0.8_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..27a1e5108d16da71fa0c82806adbf93964e808ea
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.8_layer_10__t_0.8_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 06:59:34] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.8_layer_10__t_0.8_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.8_layer_10', 't_0.8_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.8_layer_10', 't_0.8_layer_12']
+Number of parameters corr net: 120
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+[2025-07-14 07:01:03] Weighted Per image PCK0.10: 71.50%, image PCK0.05: 51.12%, image PCK0.01: 81.70%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.8_layer_12__t_0.8_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.8_layer_12__t_0.8_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..a025fffe8166092c34a6ce07eae2328702c81868
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.8_layer_12__t_0.8_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-14 07:09:25] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.8_layer_12__t_0.8_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.8_layer_12', 't_0.8_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.8_layer_12', 't_0.8_layer_20']
+Number of parameters corr net: 120
+
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100%|██████████| 30/30 [00:08<00:00,  3.51it/s][2025-07-14 07:09:40] bicycle...PCK-Transfer@0.10: 81.24% | PCK-Transfer@0.05: 68.21% | PCK-Transfer@0.15: 87.00%
+
100%|██████████| 30/30 [00:08<00:00,  3.45it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.15it/s]
 20%|██        | 2/10 [00:00<00:02,  3.37it/s]
 30%|███       | 3/10 [00:00<00:02,  3.39it/s]
 40%|████      | 4/10 [00:01<00:01,  3.42it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.48it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.45it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.49it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.51it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.52it/s]
100%|██████████| 10/10 [00:02<00:00,  3.49it/s][2025-07-14 07:09:43] bird...PCK-Transfer@0.10: 68.08% | PCK-Transfer@0.05: 47.19% | PCK-Transfer@0.15: 89.81%
+
100%|██████████| 10/10 [00:02<00:00,  3.46it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.53it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.58it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.54it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.46it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.47it/s]
100%|██████████| 6/6 [00:01<00:00,  3.48it/s][2025-07-14 07:09:45] boat...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 38.89% | PCK-Transfer@0.15: 76.39%
+
100%|██████████| 6/6 [00:01<00:00,  3.49it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.33it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.55it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.47it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.46it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.47it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.45it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.53it/s]
100%|██████████| 8/8 [00:02<00:00,  3.51it/s][2025-07-14 07:09:47] bottle...PCK-Transfer@0.10: 60.94% | PCK-Transfer@0.05: 45.31% | PCK-Transfer@0.15: 67.19%
+
100%|██████████| 8/8 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.69it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.57it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.51it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.46it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.47it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.39it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.41it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.38it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.42it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.51it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.54it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.55it/s]
 41%|████      | 13/32 [00:03<00:05,  3.47it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.45it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.41it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.44it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.50it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.51it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.52it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.49it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.23it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.36it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.42it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.42it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.41it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.48it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.47it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.51it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.54it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.56it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.51it/s]
100%|██████████| 32/32 [00:09<00:00,  3.50it/s][2025-07-14 07:09:56] bus...PCK-Transfer@0.10: 78.23% | PCK-Transfer@0.05: 65.73% | PCK-Transfer@0.15: 87.34%
+
100%|██████████| 32/32 [00:09<00:00,  3.47it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.40it/s]
 11%|█         | 2/19 [00:00<00:04,  3.52it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.51it/s]
 21%|██        | 4/19 [00:01<00:04,  3.48it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.48it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.55it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.55it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.50it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.51it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.46it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.46it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.49it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.49it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.47it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.53it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.54it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.56it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.52it/s]
100%|██████████| 19/19 [00:05<00:00,  3.48it/s][2025-07-14 07:10:02] car...PCK-Transfer@0.10: 86.90% | PCK-Transfer@0.05: 72.86% | PCK-Transfer@0.15: 90.52%
+
100%|██████████| 19/19 [00:05<00:00,  3.50it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.39it/s]
  7%|▋         | 2/27 [00:00<00:08,  2.95it/s]
 11%|█         | 3/27 [00:00<00:07,  3.20it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.25it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.34it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.41it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.43it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.43it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.50it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.49it/s]
 41%|████      | 11/27 [00:03<00:04,  3.48it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.44it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.51it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.50it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.53it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.59it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.53it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.48it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.55it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.56it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.60it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.59it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.59it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.59it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.57it/s]
100%|██████████| 27/27 [00:07<00:00,  3.57it/s][2025-07-14 07:10:10] cat...PCK-Transfer@0.10: 73.99% | PCK-Transfer@0.05: 57.58% | PCK-Transfer@0.15: 82.67%
+
100%|██████████| 27/27 [00:07<00:00,  3.49it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.45it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.42it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.43it/s]
 31%|███       | 4/13 [00:01<00:02,  3.46it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.49it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.52it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.50it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.46it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.45it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.44it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.43it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.48it/s]
100%|██████████| 13/13 [00:03<00:00,  3.45it/s][2025-07-14 07:10:13] chair...PCK-Transfer@0.10: 39.04% | PCK-Transfer@0.05: 24.15% | PCK-Transfer@0.15: 50.71%
+
100%|██████████| 13/13 [00:03<00:00,  3.46it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.46it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.49it/s]
100%|██████████| 3/3 [00:00<00:00,  3.46it/s][2025-07-14 07:10:14] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.47it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.48it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.44it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.48it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.44it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.49it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.52it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.53it/s]
100%|██████████| 8/8 [00:02<00:00,  3.52it/s][2025-07-14 07:10:17] diningtable...PCK-Transfer@0.10: 50.52% | PCK-Transfer@0.05: 24.48% | PCK-Transfer@0.15: 59.38%
+
100%|██████████| 8/8 [00:02<00:00,  3.50it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.46it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.47it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.50it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.44it/s]
 21%|██        | 5/24 [00:01<00:05,  3.48it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.49it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.49it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.49it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.48it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.45it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.45it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.47it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.44it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.44it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.48it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.48it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.49it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.50it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.49it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.53it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.50it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.46it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.44it/s]
100%|██████████| 24/24 [00:06<00:00,  3.44it/s][2025-07-14 07:10:23] dog...PCK-Transfer@0.10: 77.11% | PCK-Transfer@0.05: 53.91% | PCK-Transfer@0.15: 84.00%
+
100%|██████████| 24/24 [00:06<00:00,  3.47it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.36it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.43it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.39it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.36it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.42it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.43it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.49it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.49it/s]
100%|██████████| 9/9 [00:02<00:00,  3.44it/s][2025-07-14 07:10:26] horse...PCK-Transfer@0.10: 71.14% | PCK-Transfer@0.05: 49.58% | PCK-Transfer@0.15: 84.74%
+
100%|██████████| 9/9 [00:02<00:00,  3.43it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.36it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.40it/s]
 11%|█         | 3/27 [00:00<00:06,  3.43it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.43it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.50it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.46it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.47it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.47it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.48it/s]
 41%|████      | 11/27 [00:03<00:04,  3.48it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.48it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.49it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.48it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.45it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.46it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.48it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.48it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.45it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.46it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.44it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.40it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.41it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.42it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.38it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.38it/s]
100%|██████████| 27/27 [00:07<00:00,  3.40it/s][2025-07-14 07:10:34] motorbike...PCK-Transfer@0.10: 76.88% | PCK-Transfer@0.05: 53.33% | PCK-Transfer@0.15: 86.06%
+
100%|██████████| 27/27 [00:07<00:00,  3.44it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.46it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.40it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.38it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.34it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.43it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.42it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.41it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.44it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.48it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.48it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.48it/s]
100%|██████████| 12/12 [00:03<00:00,  3.32it/s][2025-07-14 07:10:37] person...PCK-Transfer@0.10: 61.50% | PCK-Transfer@0.05: 39.37% | PCK-Transfer@0.15: 76.20%
+
100%|██████████| 12/12 [00:03<00:00,  3.40it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.08it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.38it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.43it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.51it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.55it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.51it/s]
100%|██████████| 7/7 [00:02<00:00,  3.51it/s][2025-07-14 07:10:40] pottedplant...PCK-Transfer@0.10: 53.33% | PCK-Transfer@0.05: 26.19% | PCK-Transfer@0.15: 65.24%
+
100%|██████████| 7/7 [00:02<00:00,  3.48it/s]
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+[2025-07-14 07:10:54] Weighted Per image PCK0.10: 70.23%, image PCK0.05: 51.63%, image PCK0.01: 79.84%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.8_layer_5__t_0.8_layer_9.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.8_layer_5__t_0.8_layer_9.log
new file mode 100644
index 0000000000000000000000000000000000000000..00a0b094125242db3960130aa3cda6948ec1dc0b
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_11__t_0.8_layer_5__t_0.8_layer_9.log
@@ -0,0 +1,44 @@
+[2025-07-14 06:46:45] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_11__t_0.8_layer_5__t_0.8_layer_9', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_11', 't_0.8_layer_5', 't_0.8_layer_9'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_11', 't_0.8_layer_5', 't_0.8_layer_9']
+Number of parameters corr net: 120
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+[2025-07-14 06:48:12] Weighted Per image PCK0.10: 67.81%, image PCK0.05: 48.29%, image PCK0.01: 79.36%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_13__t_0.6_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_13__t_0.6_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..7afb6d6b841a4a58d139758146ae2c44e6355d51
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_13__t_0.6_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 07:26:47] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_13__t_0.6_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.3_layer_13', 't_0.6_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.3_layer_13', 't_0.6_layer_11']
+Number of parameters corr net: 120
+
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 47%|████▋     | 14/30 [00:04<00:04,  3.40it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.41it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.43it/s]
 57%|█████▋    | 17/30 [00:04<00:03,  3.45it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.44it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.42it/s]
 67%|██████▋   | 20/30 [00:05<00:03,  3.33it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.32it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.29it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.36it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.29it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.34it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.34it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.35it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.39it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.42it/s]
100%|██████████| 30/30 [00:08<00:00,  3.38it/s][2025-07-14 07:27:02] bicycle...PCK-Transfer@0.10: 76.15% | PCK-Transfer@0.05: 61.58% | PCK-Transfer@0.15: 82.85%
+
100%|██████████| 30/30 [00:08<00:00,  3.40it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.13it/s]
 20%|██        | 2/10 [00:00<00:02,  3.28it/s]
 30%|███       | 3/10 [00:00<00:02,  3.43it/s]
 40%|████      | 4/10 [00:01<00:01,  3.45it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.44it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.49it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.44it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.43it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.41it/s]
100%|██████████| 10/10 [00:02<00:00,  3.46it/s][2025-07-14 07:27:05] bird...PCK-Transfer@0.10: 75.56% | PCK-Transfer@0.05: 51.19% | PCK-Transfer@0.15: 84.86%
+
100%|██████████| 10/10 [00:02<00:00,  3.43it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.30it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.38it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.44it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.52it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.59it/s]
100%|██████████| 6/6 [00:01<00:00,  3.49it/s][2025-07-14 07:27:07] boat...PCK-Transfer@0.10: 45.83% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 6/6 [00:01<00:00,  3.48it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.74it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.09it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.26it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.36it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.38it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.47it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.48it/s]
100%|██████████| 8/8 [00:02<00:00,  3.50it/s][2025-07-14 07:27:10] bottle...PCK-Transfer@0.10: 54.69% | PCK-Transfer@0.05: 43.75% | PCK-Transfer@0.15: 62.50%
+
100%|██████████| 8/8 [00:02<00:00,  3.38it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:11,  2.69it/s]
  6%|▋         | 2/32 [00:00<00:10,  2.86it/s]
  9%|▉         | 3/32 [00:01<00:09,  3.08it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.22it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.27it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.40it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.43it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.51it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.50it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.44it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.37it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.38it/s]
 41%|████      | 13/32 [00:03<00:05,  3.41it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.47it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.47it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.39it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.30it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.36it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.37it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.37it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.39it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.36it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.37it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.44it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.47it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.43it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.46it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.42it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.41it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.36it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.43it/s]
100%|██████████| 32/32 [00:09<00:00,  3.41it/s][2025-07-14 07:27:19] bus...PCK-Transfer@0.10: 70.94% | PCK-Transfer@0.05: 54.53% | PCK-Transfer@0.15: 78.75%
+
100%|██████████| 32/32 [00:09<00:00,  3.37it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.76it/s]
 11%|█         | 2/19 [00:00<00:05,  3.07it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.21it/s]
 21%|██        | 4/19 [00:01<00:04,  3.27it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.32it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.30it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.30it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.32it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.31it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.33it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.34it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.35it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.39it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.41it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.39it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.41it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.40it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.43it/s]
100%|██████████| 19/19 [00:05<00:00,  3.49it/s][2025-07-14 07:27:25] car...PCK-Transfer@0.10: 85.10% | PCK-Transfer@0.05: 72.92% | PCK-Transfer@0.15: 90.49%
+
100%|██████████| 19/19 [00:05<00:00,  3.35it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:09,  2.84it/s]
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 11%|█         | 3/27 [00:00<00:07,  3.07it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.14it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.22it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.27it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.28it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.25it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.30it/s]
 41%|████      | 11/27 [00:03<00:04,  3.35it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.43it/s]
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 52%|█████▏    | 14/27 [00:04<00:03,  3.48it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.48it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.46it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.47it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.56it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.58it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.56it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.43it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.42it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.43it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.41it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.42it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.42it/s]
100%|██████████| 27/27 [00:08<00:00,  3.31it/s][2025-07-14 07:27:33] cat...PCK-Transfer@0.10: 76.60% | PCK-Transfer@0.05: 56.35% | PCK-Transfer@0.15: 83.43%
+
100%|██████████| 27/27 [00:08<00:00,  3.36it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:05,  2.23it/s]
 15%|█▌        | 2/13 [00:00<00:04,  2.62it/s]
 23%|██▎       | 3/13 [00:01<00:03,  2.84it/s]
 31%|███       | 4/13 [00:01<00:03,  2.89it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.03it/s]
 46%|████▌     | 6/13 [00:02<00:02,  3.02it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.07it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.24it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.32it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.37it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.41it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.42it/s]
100%|██████████| 13/13 [00:04<00:00,  3.46it/s][2025-07-14 07:27:37] chair...PCK-Transfer@0.10: 35.88% | PCK-Transfer@0.05: 18.74% | PCK-Transfer@0.15: 54.57%
+
100%|██████████| 13/13 [00:04<00:00,  3.18it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.61it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.00it/s]
100%|██████████| 3/3 [00:00<00:00,  3.14it/s][2025-07-14 07:27:38] cow...PCK-Transfer@0.10: 81.25% | PCK-Transfer@0.05: 54.17% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 3/3 [00:00<00:00,  3.05it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.61it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.04it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.22it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.24it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.32it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.31it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.37it/s]
100%|██████████| 8/8 [00:02<00:00,  3.45it/s][2025-07-14 07:27:40] diningtable...PCK-Transfer@0.10: 45.31% | PCK-Transfer@0.05: 21.35% | PCK-Transfer@0.15: 58.33%
+
100%|██████████| 8/8 [00:02<00:00,  3.31it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:08,  2.82it/s]
  8%|▊         | 2/24 [00:00<00:07,  3.03it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.21it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.33it/s]
 21%|██        | 5/24 [00:01<00:05,  3.36it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.38it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.44it/s]
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 38%|███▊      | 9/24 [00:02<00:04,  3.44it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.52it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.53it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.54it/s]
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 58%|█████▊    | 14/24 [00:04<00:02,  3.54it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.54it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.55it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.57it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.52it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.52it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.53it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.52it/s]
100%|██████████| 24/24 [00:06<00:00,  3.51it/s][2025-07-14 07:27:47] dog...PCK-Transfer@0.10: 65.31% | PCK-Transfer@0.05: 45.44% | PCK-Transfer@0.15: 82.51%
+
100%|██████████| 24/24 [00:06<00:00,  3.47it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  2.67it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.02it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.26it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.42it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.43it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.42it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.43it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.45it/s]
100%|██████████| 9/9 [00:02<00:00,  3.50it/s][2025-07-14 07:27:50] horse...PCK-Transfer@0.10: 72.46% | PCK-Transfer@0.05: 49.71% | PCK-Transfer@0.15: 81.16%
+
100%|██████████| 9/9 [00:02<00:00,  3.38it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.47it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.46it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.50it/s]
 41%|████      | 11/27 [00:03<00:04,  3.51it/s]
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 48%|████▊     | 13/27 [00:03<00:03,  3.55it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.54it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.53it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.53it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.53it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.57it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.54it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.55it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.61it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.60it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.63it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.71it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.70it/s]
100%|██████████| 27/27 [00:07<00:00,  3.72it/s][2025-07-14 07:27:57] motorbike...PCK-Transfer@0.10: 73.59% | PCK-Transfer@0.05: 49.66% | PCK-Transfer@0.15: 82.87%
+
100%|██████████| 27/27 [00:07<00:00,  3.57it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
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 25%|██▌       | 3/12 [00:00<00:02,  3.71it/s]
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 67%|██████▋   | 8/12 [00:02<00:01,  3.69it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.67it/s][2025-07-14 07:28:12] train...PCK-Transfer@0.10: 63.75% | PCK-Transfer@0.05: 39.25% | PCK-Transfer@0.15: 80.00%
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+
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+[2025-07-14 07:28:16] Weighted Per image PCK0.10: 65.04%, image PCK0.05: 46.34%, image PCK0.01: 76.53%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_13__t_0.7_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_13__t_0.7_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..1e0dbcaff7b25e8c5fc373274aa297b95e2ffe9e
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_13__t_0.7_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-14 07:37:31] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_13__t_0.7_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.3_layer_13', 't_0.7_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.3_layer_13', 't_0.7_layer_20']
+Number of parameters corr net: 120
+
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100%|██████████| 20/20 [00:05<00:00,  3.57it/s][2025-07-14 07:38:56] train...PCK-Transfer@0.10: 62.50% | PCK-Transfer@0.05: 38.25% | PCK-Transfer@0.15: 76.75%
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100%|██████████| 15/15 [00:04<00:00,  3.58it/s][2025-07-14 07:39:00] tvmonitor...PCK-Transfer@0.10: 28.33% | PCK-Transfer@0.05: 18.33% | PCK-Transfer@0.15: 39.44%
+
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+[2025-07-14 07:39:00] Weighted Per image PCK0.10: 62.53%, image PCK0.05: 44.47%, image PCK0.01: 72.13%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_15__t_0.7_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_15__t_0.7_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..85a1d5701ded1bbd7d26a45e9da0b7dbd519c410
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_15__t_0.7_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 08:03:09] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_15__t_0.7_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.3_layer_15', 't_0.7_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.3_layer_15', 't_0.7_layer_11']
+Number of parameters corr net: 120
+
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 93%|█████████▎| 14/15 [00:05<00:00,  3.27it/s]
100%|██████████| 15/15 [00:05<00:00,  3.33it/s][2025-07-14 08:03:16] aeroplane...PCK-Transfer@0.10: 76.80% | PCK-Transfer@0.05: 56.46% | PCK-Transfer@0.15: 86.29%
+
100%|██████████| 15/15 [00:05<00:00,  2.57it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:08,  3.40it/s]
  7%|▋         | 2/30 [00:00<00:08,  3.41it/s]
 10%|█         | 3/30 [00:00<00:07,  3.50it/s]
 13%|█▎        | 4/30 [00:01<00:07,  3.45it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.43it/s]
 20%|██        | 6/30 [00:01<00:07,  3.41it/s]
 23%|██▎       | 7/30 [00:02<00:06,  3.47it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.49it/s]
 30%|███       | 9/30 [00:02<00:06,  3.47it/s]
 33%|███▎      | 10/30 [00:02<00:05,  3.52it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.49it/s]
 40%|████      | 12/30 [00:03<00:05,  3.49it/s]
 43%|████▎     | 13/30 [00:03<00:04,  3.48it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.56it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.55it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.46it/s]
 57%|█████▋    | 17/30 [00:04<00:03,  3.42it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.43it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.42it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.43it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.46it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.50it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.45it/s]
 80%|████████  | 24/30 [00:06<00:01,  3.47it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.48it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.50it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.52it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.51it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.53it/s]
100%|██████████| 30/30 [00:08<00:00,  3.52it/s][2025-07-14 08:03:25] bicycle...PCK-Transfer@0.10: 75.24% | PCK-Transfer@0.05: 59.76% | PCK-Transfer@0.15: 81.94%
+
100%|██████████| 30/30 [00:08<00:00,  3.48it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.03it/s]
 20%|██        | 2/10 [00:00<00:02,  3.28it/s]
 30%|███       | 3/10 [00:00<00:02,  3.11it/s]
 40%|████      | 4/10 [00:01<00:01,  3.24it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.34it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.35it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.38it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.42it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.46it/s]
100%|██████████| 10/10 [00:02<00:00,  3.46it/s][2025-07-14 08:03:28] bird...PCK-Transfer@0.10: 74.53% | PCK-Transfer@0.05: 54.53% | PCK-Transfer@0.15: 84.72%
+
100%|██████████| 10/10 [00:02<00:00,  3.36it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.69it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.66it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.61it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.48it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.41it/s]
100%|██████████| 6/6 [00:01<00:00,  3.46it/s][2025-07-14 08:03:29] boat...PCK-Transfer@0.10: 47.22% | PCK-Transfer@0.05: 26.39% | PCK-Transfer@0.15: 68.06%
+
100%|██████████| 6/6 [00:01<00:00,  3.49it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.03it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.38it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.43it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.48it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.53it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.53it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.64it/s]
100%|██████████| 8/8 [00:02<00:00,  3.63it/s][2025-07-14 08:03:32] bottle...PCK-Transfer@0.10: 53.12% | PCK-Transfer@0.05: 34.38% | PCK-Transfer@0.15: 59.38%
+
100%|██████████| 8/8 [00:02<00:00,  3.53it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.75it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.44it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.30it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.40it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.47it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.47it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.53it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.52it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.55it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.58it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.59it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.58it/s]
 41%|████      | 13/32 [00:03<00:05,  3.57it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.58it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.62it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.63it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.66it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.64it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.64it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.51it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.44it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.52it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.55it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.55it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.55it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.57it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.55it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.59it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.61it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.63it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.58it/s]
100%|██████████| 32/32 [00:08<00:00,  3.57it/s][2025-07-14 08:03:41] bus...PCK-Transfer@0.10: 66.25% | PCK-Transfer@0.05: 48.54% | PCK-Transfer@0.15: 75.62%
+
100%|██████████| 32/32 [00:08<00:00,  3.56it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.51it/s]
 11%|█         | 2/19 [00:00<00:05,  3.32it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.42it/s]
 21%|██        | 4/19 [00:01<00:04,  3.16it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.28it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.42it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.54it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.54it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.58it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.50it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.32it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.39it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.45it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.50it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.62it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.50it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.58it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.59it/s]
100%|██████████| 19/19 [00:05<00:00,  3.57it/s][2025-07-14 08:03:46] car...PCK-Transfer@0.10: 84.63% | PCK-Transfer@0.05: 73.80% | PCK-Transfer@0.15: 89.66%
+
100%|██████████| 19/19 [00:05<00:00,  3.48it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:09,  2.86it/s]
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 11%|█         | 3/27 [00:00<00:06,  3.52it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.55it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.57it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.62it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.54it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.49it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.57it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.53it/s]
 41%|████      | 11/27 [00:03<00:04,  3.56it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.53it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.67it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.73it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.69it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.66it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.64it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.70it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.71it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.74it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.72it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.71it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.70it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.70it/s]
100%|██████████| 27/27 [00:07<00:00,  3.70it/s][2025-07-14 08:03:54] cat...PCK-Transfer@0.10: 75.24% | PCK-Transfer@0.05: 56.44% | PCK-Transfer@0.15: 82.91%
+
100%|██████████| 27/27 [00:07<00:00,  3.62it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:05,  2.40it/s]
 15%|█▌        | 2/13 [00:00<00:03,  2.98it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.13it/s]
 31%|███       | 4/13 [00:01<00:02,  3.31it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.23it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.39it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.50it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.30it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.32it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.24it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.34it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.47it/s]
100%|██████████| 13/13 [00:03<00:00,  3.48it/s][2025-07-14 08:03:58] chair...PCK-Transfer@0.10: 38.97% | PCK-Transfer@0.05: 18.06% | PCK-Transfer@0.15: 50.53%
+
100%|██████████| 13/13 [00:03<00:00,  3.32it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.65it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.10it/s]
100%|██████████| 3/3 [00:00<00:00,  3.24it/s][2025-07-14 08:03:59] cow...PCK-Transfer@0.10: 83.33% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 3/3 [00:00<00:00,  3.25it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.53it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.36it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.50it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.52it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.58it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.63it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.32it/s]
100%|██████████| 8/8 [00:02<00:00,  3.36it/s][2025-07-14 08:04:01] diningtable...PCK-Transfer@0.10: 51.04% | PCK-Transfer@0.05: 21.88% | PCK-Transfer@0.15: 59.38%
+
100%|██████████| 8/8 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.53it/s]
  8%|▊         | 2/24 [00:00<00:07,  3.05it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.01it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.14it/s]
 21%|██        | 5/24 [00:01<00:05,  3.32it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.44it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.50it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.43it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.38it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.39it/s]
 46%|████▌     | 11/24 [00:03<00:04,  3.24it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.34it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.43it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.45it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.39it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.46it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.49it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.53it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.55it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.62it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.60it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.42it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.47it/s]
100%|██████████| 24/24 [00:07<00:00,  3.51it/s][2025-07-14 08:04:08] dog...PCK-Transfer@0.10: 64.51% | PCK-Transfer@0.05: 43.53% | PCK-Transfer@0.15: 81.54%
+
100%|██████████| 24/24 [00:07<00:00,  3.42it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.57it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.24it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.34it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.37it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.46it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.40it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.54it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.56it/s]
100%|██████████| 9/9 [00:02<00:00,  3.55it/s][2025-07-14 08:04:11] horse...PCK-Transfer@0.10: 70.74% | PCK-Transfer@0.05: 45.21% | PCK-Transfer@0.15: 77.86%
+
100%|██████████| 9/9 [00:02<00:00,  3.47it/s]
+
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 41%|████      | 11/27 [00:03<00:04,  3.52it/s]
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100%|██████████| 7/7 [00:02<00:00,  3.43it/s][2025-07-14 08:04:24] pottedplant...PCK-Transfer@0.10: 38.57% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 68.10%
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+
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+[2025-07-14 08:04:37] Weighted Per image PCK0.10: 63.59%, image PCK0.05: 44.92%, image PCK0.01: 74.72%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_15__t_0.8_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_15__t_0.8_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..e10cd660560af0383f7f1575431d4acee99b6166
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_15__t_0.8_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 08:09:58] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_15__t_0.8_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.3_layer_15', 't_0.8_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.3_layer_15', 't_0.8_layer_11']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.34it/s][2025-07-14 08:10:30] bus...PCK-Transfer@0.10: 67.55% | PCK-Transfer@0.05: 49.06% | PCK-Transfer@0.15: 78.07%
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100%|██████████| 19/19 [00:05<00:00,  3.40it/s][2025-07-14 08:10:36] car...PCK-Transfer@0.10: 84.36% | PCK-Transfer@0.05: 73.04% | PCK-Transfer@0.15: 89.33%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-14 08:10:44] cat...PCK-Transfer@0.10: 73.81% | PCK-Transfer@0.05: 54.51% | PCK-Transfer@0.15: 81.38%
+
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+
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100%|██████████| 13/13 [00:03<00:00,  3.49it/s][2025-07-14 08:10:48] chair...PCK-Transfer@0.10: 38.01% | PCK-Transfer@0.05: 20.45% | PCK-Transfer@0.15: 51.30%
+
100%|██████████| 13/13 [00:03<00:00,  3.34it/s]
+
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100%|██████████| 3/3 [00:01<00:00,  3.06it/s][2025-07-14 08:10:49] cow...PCK-Transfer@0.10: 83.33% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:01<00:00,  2.94it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.59it/s][2025-07-14 08:10:51] diningtable...PCK-Transfer@0.10: 47.92% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 53.12%
+
100%|██████████| 8/8 [00:02<00:00,  3.52it/s]
+
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100%|██████████| 24/24 [00:07<00:00,  3.53it/s][2025-07-14 08:10:58] dog...PCK-Transfer@0.10: 63.72% | PCK-Transfer@0.05: 42.00% | PCK-Transfer@0.15: 81.02%
+
100%|██████████| 24/24 [00:07<00:00,  3.41it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.20it/s][2025-07-14 08:11:01] horse...PCK-Transfer@0.10: 70.74% | PCK-Transfer@0.05: 44.71% | PCK-Transfer@0.15: 74.84%
+
100%|██████████| 9/9 [00:02<00:00,  3.23it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.41it/s][2025-07-14 08:11:09] motorbike...PCK-Transfer@0.10: 73.23% | PCK-Transfer@0.05: 50.03% | PCK-Transfer@0.15: 82.13%
+
100%|██████████| 27/27 [00:07<00:00,  3.40it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.50it/s][2025-07-14 08:11:12] person...PCK-Transfer@0.10: 48.60% | PCK-Transfer@0.05: 32.66% | PCK-Transfer@0.15: 61.38%
+
100%|██████████| 12/12 [00:03<00:00,  3.36it/s]
+
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100%|██████████| 7/7 [00:02<00:00,  3.53it/s][2025-07-14 08:11:14] pottedplant...PCK-Transfer@0.10: 38.57% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 68.10%
+
100%|██████████| 7/7 [00:02<00:00,  3.48it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  2.89it/s][2025-07-14 08:11:15] sheep...PCK-Transfer@0.10: 20.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 20.00%
+
100%|██████████| 1/1 [00:00<00:00,  2.88it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.37it/s][2025-07-14 08:11:19] sofa...PCK-Transfer@0.10: 38.82% | PCK-Transfer@0.05: 22.36% | PCK-Transfer@0.15: 59.13%
+
100%|██████████| 13/13 [00:03<00:00,  3.32it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.69it/s][2025-07-14 08:11:24] train...PCK-Transfer@0.10: 57.50% | PCK-Transfer@0.05: 36.25% | PCK-Transfer@0.15: 73.50%
+
100%|██████████| 20/20 [00:05<00:00,  3.61it/s]
+
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 93%|█████████▎| 14/15 [00:03<00:00,  3.53it/s]
100%|██████████| 15/15 [00:04<00:00,  3.53it/s][2025-07-14 08:11:28] tvmonitor...PCK-Transfer@0.10: 38.89% | PCK-Transfer@0.05: 27.22% | PCK-Transfer@0.15: 48.89%
+
100%|██████████| 15/15 [00:04<00:00,  3.51it/s]
+[2025-07-14 08:11:28] Weighted Per image PCK0.10: 63.54%, image PCK0.05: 44.85%, image PCK0.01: 74.70%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_18__t_0.5_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_18__t_0.5_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..311d2e7c0c6a0b434765b27c45c27c1a373c8702
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_18__t_0.5_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 08:20:11] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_18__t_0.5_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.3_layer_18', 't_0.5_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.3_layer_18', 't_0.5_layer_15']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:01<00:00,  3.65it/s][2025-07-14 08:21:26] pottedplant...PCK-Transfer@0.10: 39.52% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 59.05%
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100%|██████████| 20/20 [00:05<00:00,  3.72it/s][2025-07-14 08:21:35] train...PCK-Transfer@0.10: 54.50% | PCK-Transfer@0.05: 30.25% | PCK-Transfer@0.15: 68.50%
+
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100%|██████████| 15/15 [00:04<00:00,  3.62it/s][2025-07-14 08:21:39] tvmonitor...PCK-Transfer@0.10: 23.33% | PCK-Transfer@0.05: 18.33% | PCK-Transfer@0.15: 33.33%
+
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+[2025-07-14 08:21:39] Weighted Per image PCK0.10: 53.38%, image PCK0.05: 35.43%, image PCK0.01: 64.79%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_18__t_0.5_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_18__t_0.5_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..8748805fbfd3d1f7d77bd0dfac0ebb7b3fd64055
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_18__t_0.5_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-14 08:21:43] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_18__t_0.5_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.3_layer_18', 't_0.5_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.3_layer_18', 't_0.5_layer_20']
+Number of parameters corr net: 120
+
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 53%|█████▎    | 17/32 [00:04<00:04,  3.43it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.42it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.42it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.42it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.44it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.40it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.42it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.44it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.48it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.43it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.44it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.42it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.40it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.38it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.43it/s]
100%|██████████| 32/32 [00:09<00:00,  3.48it/s][2025-07-14 08:22:16] bus...PCK-Transfer@0.10: 56.35% | PCK-Transfer@0.05: 36.82% | PCK-Transfer@0.15: 65.99%
+
100%|██████████| 32/32 [00:09<00:00,  3.43it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.44it/s]
 11%|█         | 2/19 [00:00<00:04,  3.41it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.42it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.42it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.40it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.42it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.42it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.50it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.49it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.46it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.50it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.51it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.48it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.49it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.48it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.52it/s]
100%|██████████| 19/19 [00:05<00:00,  3.60it/s][2025-07-14 08:22:22] car...PCK-Transfer@0.10: 68.99% | PCK-Transfer@0.05: 52.56% | PCK-Transfer@0.15: 72.40%
+
100%|██████████| 19/19 [00:05<00:00,  3.48it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.44it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.38it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.49it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.44it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.46it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.49it/s]
 41%|████      | 11/27 [00:03<00:04,  3.42it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.50it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.45it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.45it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.49it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.53it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.55it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.51it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.46it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.45it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.47it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.47it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.46it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.45it/s]
100%|██████████| 27/27 [00:07<00:00,  3.44it/s][2025-07-14 08:22:29] cat...PCK-Transfer@0.10: 69.33% | PCK-Transfer@0.05: 55.11% | PCK-Transfer@0.15: 76.82%
+
100%|██████████| 27/27 [00:07<00:00,  3.46it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.36it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.49it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.47it/s]
 31%|███       | 4/13 [00:01<00:02,  3.44it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.47it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.45it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.47it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.53it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.56it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.58it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.57it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.52it/s]
100%|██████████| 13/13 [00:03<00:00,  3.51it/s][2025-07-14 08:22:33] chair...PCK-Transfer@0.10: 22.76% | PCK-Transfer@0.05: 13.93% | PCK-Transfer@0.15: 34.19%
+
100%|██████████| 13/13 [00:03<00:00,  3.50it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.53it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.49it/s]
100%|██████████| 3/3 [00:00<00:00,  3.46it/s][2025-07-14 08:22:34] cow...PCK-Transfer@0.10: 79.17% | PCK-Transfer@0.05: 47.92% | PCK-Transfer@0.15: 87.50%
+
100%|██████████| 3/3 [00:00<00:00,  3.47it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.33it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.42it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.45it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.51it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.51it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.46it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.48it/s]
100%|██████████| 8/8 [00:02<00:00,  3.52it/s][2025-07-14 08:22:36] diningtable...PCK-Transfer@0.10: 34.38% | PCK-Transfer@0.05: 16.15% | PCK-Transfer@0.15: 48.96%
+
100%|██████████| 8/8 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.36it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.42it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.41it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.47it/s]
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 25%|██▌       | 6/24 [00:01<00:05,  3.43it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.45it/s]
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 42%|████▏     | 10/24 [00:02<00:04,  3.49it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.52it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.53it/s]
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 58%|█████▊    | 14/24 [00:04<00:03,  3.31it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.25it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.34it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.44it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.44it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.46it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.45it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.48it/s]
100%|██████████| 24/24 [00:06<00:00,  3.50it/s][2025-07-14 08:22:43] dog...PCK-Transfer@0.10: 56.69% | PCK-Transfer@0.05: 39.85% | PCK-Transfer@0.15: 70.39%
+
100%|██████████| 24/24 [00:06<00:00,  3.44it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.48it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.50it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.56it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.56it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.41it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.37it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.40it/s]
100%|██████████| 9/9 [00:02<00:00,  3.46it/s][2025-07-14 08:22:46] horse...PCK-Transfer@0.10: 58.54% | PCK-Transfer@0.05: 34.76% | PCK-Transfer@0.15: 63.31%
+
100%|██████████| 9/9 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.39it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.42it/s]
 41%|████      | 11/27 [00:03<00:04,  3.45it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.53it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.49it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.46it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.45it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.47it/s]
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 78%|███████▊  | 21/27 [00:06<00:01,  3.45it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.50it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.46it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.52it/s][2025-07-14 08:22:54] motorbike...PCK-Transfer@0.10: 59.08% | PCK-Transfer@0.05: 36.67% | PCK-Transfer@0.15: 69.12%
+
100%|██████████| 27/27 [00:07<00:00,  3.46it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.41it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.54it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.59it/s]
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 42%|████▏     | 5/12 [00:01<00:01,  3.51it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.52it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.46it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.46it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.44it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.42it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.39it/s]
100%|██████████| 12/12 [00:03<00:00,  3.44it/s][2025-07-14 08:22:57] person...PCK-Transfer@0.10: 46.87% | PCK-Transfer@0.05: 30.54% | PCK-Transfer@0.15: 57.94%
+
100%|██████████| 12/12 [00:03<00:00,  3.47it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.31it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.30it/s]
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 86%|████████▌ | 6/7 [00:01<00:00,  3.36it/s]
100%|██████████| 7/7 [00:02<00:00,  3.39it/s][2025-07-14 08:22:59] pottedplant...PCK-Transfer@0.10: 39.05% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 56.19%
+
100%|██████████| 7/7 [00:02<00:00,  3.36it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.41it/s][2025-07-14 08:23:00] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.40it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.43it/s]
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 77%|███████▋  | 10/13 [00:02<00:00,  3.50it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.45it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.49it/s]
100%|██████████| 13/13 [00:03<00:00,  3.52it/s][2025-07-14 08:23:03] sofa...PCK-Transfer@0.10: 30.23% | PCK-Transfer@0.05: 13.35% | PCK-Transfer@0.15: 41.32%
+
100%|██████████| 13/13 [00:03<00:00,  3.46it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.47it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.44it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.47it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.46it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.47it/s]
 65%|██████▌   | 13/20 [00:03<00:02,  3.44it/s]
 70%|███████   | 14/20 [00:04<00:01,  3.43it/s]
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 80%|████████  | 16/20 [00:04<00:01,  3.41it/s]
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 90%|█████████ | 18/20 [00:05<00:00,  3.44it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.47it/s]
100%|██████████| 20/20 [00:05<00:00,  3.43it/s][2025-07-14 08:23:09] train...PCK-Transfer@0.10: 57.50% | PCK-Transfer@0.05: 33.25% | PCK-Transfer@0.15: 68.50%
+
100%|██████████| 20/20 [00:05<00:00,  3.45it/s]
+
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+[2025-07-14 08:23:13] Weighted Per image PCK0.10: 53.45%, image PCK0.05: 36.63%, image PCK0.01: 63.40%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_18__t_0.8_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_18__t_0.8_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..4f0a3d8e4e17fdfbe140344bb6617032f30d3b62
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_18__t_0.8_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 08:41:03] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_18__t_0.8_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.3_layer_18', 't_0.8_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.3_layer_18', 't_0.8_layer_15']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:01<00:00,  3.69it/s][2025-07-14 08:42:16] pottedplant...PCK-Transfer@0.10: 46.67% | PCK-Transfer@0.05: 19.05% | PCK-Transfer@0.15: 63.81%
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100%|██████████| 15/15 [00:04<00:00,  3.72it/s][2025-07-14 08:42:30] tvmonitor...PCK-Transfer@0.10: 28.33% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 41.67%
+
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+[2025-07-14 08:42:30] Weighted Per image PCK0.10: 55.73%, image PCK0.05: 37.99%, image PCK0.01: 67.02%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_20__t_0.5_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_20__t_0.5_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..514a7cfb516de3c12b260a8fc0949341e34dabf5
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_20__t_0.5_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 08:44:09] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_20__t_0.5_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.3_layer_20', 't_0.5_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.3_layer_20', 't_0.5_layer_9']
+Number of parameters corr net: 120
+
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100%|██████████| 8/8 [00:02<00:00,  3.59it/s][2025-07-14 08:44:31] bottle...PCK-Transfer@0.10: 28.12% | PCK-Transfer@0.05: 15.62% | PCK-Transfer@0.15: 34.38%
+
100%|██████████| 8/8 [00:02<00:00,  3.59it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.69it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.59it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.51it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.51it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.54it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.47it/s]
 22%|██▏       | 7/32 [00:01<00:07,  3.48it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.45it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.47it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.56it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.58it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.60it/s]
 41%|████      | 13/32 [00:03<00:05,  3.60it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.59it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.63it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.64it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.71it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.72it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.72it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.70it/s]
 66%|██████▌   | 21/32 [00:05<00:02,  3.68it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.74it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.76it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.71it/s]
 78%|███████▊  | 25/32 [00:06<00:01,  3.66it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.69it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.66it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.70it/s]
 91%|█████████ | 29/32 [00:07<00:00,  3.73it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.72it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.66it/s]
100%|██████████| 32/32 [00:08<00:00,  3.63it/s][2025-07-14 08:44:40] bus...PCK-Transfer@0.10: 41.77% | PCK-Transfer@0.05: 28.49% | PCK-Transfer@0.15: 53.23%
+
100%|██████████| 32/32 [00:08<00:00,  3.63it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.35it/s]
 11%|█         | 2/19 [00:00<00:04,  3.53it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.46it/s]
 21%|██        | 4/19 [00:01<00:04,  3.44it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.43it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.52it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.57it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.53it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.55it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.50it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.52it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.56it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.55it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.53it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.56it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.58it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.61it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.58it/s]
100%|██████████| 19/19 [00:05<00:00,  3.53it/s][2025-07-14 08:44:46] car...PCK-Transfer@0.10: 60.32% | PCK-Transfer@0.05: 42.68% | PCK-Transfer@0.15: 68.88%
+
100%|██████████| 19/19 [00:05<00:00,  3.53it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:09,  2.71it/s]
  7%|▋         | 2/27 [00:00<00:08,  3.12it/s]
 11%|█         | 3/27 [00:00<00:07,  3.30it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.36it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.42it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.47it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.51it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.48it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.54it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.55it/s]
 41%|████      | 11/27 [00:03<00:04,  3.55it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.53it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.60it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.59it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.63it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.66it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.61it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.60it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.61it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.67it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.67it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.71it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.70it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.69it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.67it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.67it/s]
100%|██████████| 27/27 [00:07<00:00,  3.65it/s][2025-07-14 08:44:53] cat...PCK-Transfer@0.10: 61.69% | PCK-Transfer@0.05: 43.81% | PCK-Transfer@0.15: 71.53%
+
100%|██████████| 27/27 [00:07<00:00,  3.57it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.94it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.25it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.35it/s]
 31%|███       | 4/13 [00:01<00:02,  3.47it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.51it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.56it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.56it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.51it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.53it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.54it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.55it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.61it/s]
100%|██████████| 13/13 [00:03<00:00,  3.59it/s][2025-07-14 08:44:57] chair...PCK-Transfer@0.10: 22.91% | PCK-Transfer@0.05: 12.39% | PCK-Transfer@0.15: 33.29%
+
100%|██████████| 13/13 [00:03<00:00,  3.51it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.32it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.49it/s]
100%|██████████| 3/3 [00:00<00:00,  3.55it/s][2025-07-14 08:44:58] cow...PCK-Transfer@0.10: 56.25% | PCK-Transfer@0.05: 27.08% | PCK-Transfer@0.15: 81.25%
+
100%|██████████| 3/3 [00:00<00:00,  3.51it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.23it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.38it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.51it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.54it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.60it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.64it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.68it/s]
100%|██████████| 8/8 [00:02<00:00,  3.67it/s][2025-07-14 08:45:00] diningtable...PCK-Transfer@0.10: 34.90% | PCK-Transfer@0.05: 17.19% | PCK-Transfer@0.15: 43.23%
+
100%|██████████| 8/8 [00:02<00:00,  3.60it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.55it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.62it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.63it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.58it/s]
 21%|██        | 5/24 [00:01<00:05,  3.59it/s]
 25%|██▌       | 6/24 [00:01<00:04,  3.60it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.63it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.64it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.63it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.61it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.64it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.65it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.65it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.65it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.66it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.66it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.67it/s]
 75%|███████▌  | 18/24 [00:04<00:01,  3.67it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.68it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.72it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.70it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.67it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.66it/s]
100%|██████████| 24/24 [00:06<00:00,  3.65it/s][2025-07-14 08:45:07] dog...PCK-Transfer@0.10: 46.47% | PCK-Transfer@0.05: 33.03% | PCK-Transfer@0.15: 60.82%
+
100%|██████████| 24/24 [00:06<00:00,  3.65it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.45it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.53it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.54it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.55it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.62it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.66it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.73it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.72it/s]
100%|██████████| 9/9 [00:02<00:00,  3.68it/s][2025-07-14 08:45:09] horse...PCK-Transfer@0.10: 45.32% | PCK-Transfer@0.05: 27.62% | PCK-Transfer@0.15: 53.39%
+
100%|██████████| 9/9 [00:02<00:00,  3.64it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.26it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.51it/s]
 11%|█         | 3/27 [00:00<00:06,  3.59it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.60it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.57it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.66it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.63it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.66it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.68it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.68it/s]
 41%|████      | 11/27 [00:03<00:04,  3.68it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.69it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.68it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.70it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.70it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.72it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.73it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.74it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.71it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.74it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.74it/s]
 81%|████████▏ | 22/27 [00:05<00:01,  3.69it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.69it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.67it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.63it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.64it/s]
100%|██████████| 27/27 [00:07<00:00,  3.67it/s][2025-07-14 08:45:16] motorbike...PCK-Transfer@0.10: 50.57% | PCK-Transfer@0.05: 31.35% | PCK-Transfer@0.15: 64.06%
+
100%|██████████| 27/27 [00:07<00:00,  3.67it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.66it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.63it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.63it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.60it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.70it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.72it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.77it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.74it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.75it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.72it/s]
 92%|█████████▏| 11/12 [00:02<00:00,  3.74it/s]
100%|██████████| 12/12 [00:03<00:00,  3.70it/s][2025-07-14 08:45:20] person...PCK-Transfer@0.10: 42.58% | PCK-Transfer@0.05: 25.51% | PCK-Transfer@0.15: 52.08%
+
100%|██████████| 12/12 [00:03<00:00,  3.70it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.72it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.81it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.77it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.81it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.86it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.79it/s]
100%|██████████| 7/7 [00:01<00:00,  3.76it/s][2025-07-14 08:45:22] pottedplant...PCK-Transfer@0.10: 40.95% | PCK-Transfer@0.05: 19.05% | PCK-Transfer@0.15: 55.71%
+
100%|██████████| 7/7 [00:01<00:00,  3.78it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.72it/s][2025-07-14 08:45:22] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.71it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.67it/s]
 15%|█▌        | 2/13 [00:00<00:02,  3.68it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.67it/s]
 31%|███       | 4/13 [00:01<00:02,  3.64it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.68it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.68it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.67it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.69it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.70it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.68it/s]
 85%|████████▍ | 11/13 [00:02<00:00,  3.74it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.66it/s]
100%|██████████| 13/13 [00:03<00:00,  3.64it/s][2025-07-14 08:45:25] sofa...PCK-Transfer@0.10: 25.85% | PCK-Transfer@0.05: 12.47% | PCK-Transfer@0.15: 38.49%
+
100%|██████████| 13/13 [00:03<00:00,  3.67it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
  5%|▌         | 1/20 [00:00<00:05,  3.72it/s]
 10%|█         | 2/20 [00:00<00:04,  3.79it/s]
 15%|█▌        | 3/20 [00:00<00:04,  3.77it/s]
 20%|██        | 4/20 [00:01<00:04,  3.78it/s]
 25%|██▌       | 5/20 [00:01<00:03,  3.86it/s]
 30%|███       | 6/20 [00:01<00:03,  3.83it/s]
 35%|███▌      | 7/20 [00:01<00:03,  3.78it/s]
 40%|████      | 8/20 [00:02<00:03,  3.84it/s]
 45%|████▌     | 9/20 [00:02<00:02,  3.88it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.83it/s]
 55%|█████▌    | 11/20 [00:02<00:02,  3.86it/s]
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+[2025-07-14 08:45:35] Weighted Per image PCK0.10: 44.77%, image PCK0.05: 28.89%, image PCK0.01: 56.01%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_20__t_0.8_layer_9.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_20__t_0.8_layer_9.log
new file mode 100644
index 0000000000000000000000000000000000000000..1d391029cb2436cdefe4429c7e1f1820a92ee85d
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_20__t_0.8_layer_9.log
@@ -0,0 +1,44 @@
+[2025-07-14 09:04:58] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_20__t_0.8_layer_9', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.3_layer_20', 't_0.8_layer_9'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.3_layer_20', 't_0.8_layer_9']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.53it/s][2025-07-14 09:06:26] tvmonitor...PCK-Transfer@0.10: 39.44% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 50.56%
+
100%|██████████| 15/15 [00:04<00:00,  3.46it/s]
+[2025-07-14 09:06:26] Weighted Per image PCK0.10: 68.62%, image PCK0.05: 48.34%, image PCK0.01: 76.12%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..2f87aec2136c72d7f87921a5ccdaa757f34d567b
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-11 22:34:36] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.3_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.3_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.3_layer_20']
+Number of parameters corr net: 120
+
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100%|██████████| 30/30 [00:08<00:00,  3.37it/s][2025-07-11 22:34:52] bicycle...PCK-Transfer@0.10: 44.55% | PCK-Transfer@0.05: 31.21% | PCK-Transfer@0.15: 53.67%
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+
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 17%|█▋        | 1/6 [00:00<00:01,  3.51it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.47it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.39it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.33it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.34it/s]
100%|██████████| 6/6 [00:01<00:00,  3.39it/s][2025-07-11 22:34:57] boat...PCK-Transfer@0.10: 37.50% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 44.44%
+
100%|██████████| 6/6 [00:01<00:00,  3.38it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.24it/s]
 25%|██▌       | 2/8 [00:00<00:02,  2.66it/s]
 38%|███▊      | 3/8 [00:01<00:01,  2.92it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.11it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.00it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.09it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.28it/s]
100%|██████████| 8/8 [00:02<00:00,  3.33it/s][2025-07-11 22:35:00] bottle...PCK-Transfer@0.10: 28.12% | PCK-Transfer@0.05: 15.62% | PCK-Transfer@0.15: 34.38%
+
100%|██████████| 8/8 [00:02<00:00,  3.15it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.58it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.51it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.46it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.40it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.30it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.32it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.29it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.33it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.43it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.47it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.49it/s]
 41%|████      | 13/32 [00:03<00:05,  3.46it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.45it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.48it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.49it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.55it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.55it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.55it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.53it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.53it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.57it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.53it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.51it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.47it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.52it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.49it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.50it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.53it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.54it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.47it/s]
100%|██████████| 32/32 [00:09<00:00,  3.46it/s][2025-07-11 22:35:09] bus...PCK-Transfer@0.10: 37.86% | PCK-Transfer@0.05: 26.15% | PCK-Transfer@0.15: 47.76%
+
100%|██████████| 32/32 [00:09<00:00,  3.47it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.34it/s]
 11%|█         | 2/19 [00:00<00:04,  3.49it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.52it/s]
 21%|██        | 4/19 [00:01<00:04,  3.52it/s]
 26%|██▋       | 5/19 [00:01<00:03,  3.51it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.61it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.66it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.60it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.60it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.54it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.53it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.58it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.56it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.54it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.60it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.60it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.60it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.56it/s]
100%|██████████| 19/19 [00:05<00:00,  3.51it/s][2025-07-11 22:35:14] car...PCK-Transfer@0.10: 56.27% | PCK-Transfer@0.05: 38.16% | PCK-Transfer@0.15: 63.28%
+
100%|██████████| 19/19 [00:05<00:00,  3.55it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.45it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.52it/s]
 11%|█         | 3/27 [00:00<00:06,  3.57it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.51it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.53it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.52it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.49it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.50it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.54it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.52it/s]
 41%|████      | 11/27 [00:03<00:04,  3.51it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.48it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.54it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.53it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.58it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.61it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.54it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.51it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.51it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.54it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.54it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.57it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.56it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.55it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.53it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.53it/s]
100%|██████████| 27/27 [00:07<00:00,  3.52it/s][2025-07-11 22:35:22] cat...PCK-Transfer@0.10: 55.15% | PCK-Transfer@0.05: 37.63% | PCK-Transfer@0.15: 65.97%
+
100%|██████████| 27/27 [00:07<00:00,  3.53it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.36it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.38it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.41it/s]
 31%|███       | 4/13 [00:01<00:02,  3.45it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.49it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.51it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.48it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.42it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.41it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.40it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.39it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.45it/s]
100%|██████████| 13/13 [00:03<00:00,  3.44it/s][2025-07-11 22:35:26] chair...PCK-Transfer@0.10: 22.14% | PCK-Transfer@0.05: 12.39% | PCK-Transfer@0.15: 30.13%
+
100%|██████████| 13/13 [00:03<00:00,  3.43it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.26it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.31it/s]
100%|██████████| 3/3 [00:00<00:00,  3.35it/s][2025-07-11 22:35:27] cow...PCK-Transfer@0.10: 54.17% | PCK-Transfer@0.05: 27.08% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.33it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.39it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.37it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.39it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.35it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.31it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.29it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.33it/s]
100%|██████████| 8/8 [00:02<00:00,  3.34it/s][2025-07-11 22:35:29] diningtable...PCK-Transfer@0.10: 25.52% | PCK-Transfer@0.05: 10.94% | PCK-Transfer@0.15: 31.77%
+
100%|██████████| 8/8 [00:02<00:00,  3.34it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.33it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.37it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.45it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.31it/s]
 21%|██        | 5/24 [00:01<00:05,  3.26it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.33it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.35it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.42it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.45it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.44it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.45it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.42it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.45it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.44it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.48it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.41it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.44it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.36it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.37it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.41it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.40it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.40it/s]
100%|██████████| 24/24 [00:07<00:00,  3.41it/s][2025-07-11 22:35:36] dog...PCK-Transfer@0.10: 44.91% | PCK-Transfer@0.05: 32.48% | PCK-Transfer@0.15: 60.64%
+
100%|██████████| 24/24 [00:07<00:00,  3.40it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.47it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.48it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.43it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.41it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.48it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.50it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.57it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.57it/s]
100%|██████████| 9/9 [00:02<00:00,  3.53it/s][2025-07-11 22:35:39] horse...PCK-Transfer@0.10: 40.69% | PCK-Transfer@0.05: 23.12% | PCK-Transfer@0.15: 48.10%
+
100%|██████████| 9/9 [00:02<00:00,  3.51it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.39it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.48it/s]
 11%|█         | 3/27 [00:00<00:06,  3.53it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.55it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.62it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.56it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.57it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.57it/s]
 41%|████      | 11/27 [00:03<00:04,  3.57it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.54it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.54it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.55it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.54it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.56it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.56it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.56it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.54it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.56it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.55it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.53it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.55it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.56it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.54it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.55it/s]
100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-11 22:35:46] motorbike...PCK-Transfer@0.10: 44.29% | PCK-Transfer@0.05: 26.74% | PCK-Transfer@0.15: 56.68%
+
100%|██████████| 27/27 [00:07<00:00,  3.55it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.54it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.51it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.50it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.49it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.58it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.61it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.66it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.64it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.65it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.64it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.65it/s]
100%|██████████| 12/12 [00:03<00:00,  3.61it/s][2025-07-11 22:35:50] person...PCK-Transfer@0.10: 39.50% | PCK-Transfer@0.05: 22.82% | PCK-Transfer@0.15: 50.01%
+
100%|██████████| 12/12 [00:03<00:00,  3.60it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.69it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.68it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.66it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.66it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.70it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.61it/s]
100%|██████████| 7/7 [00:01<00:00,  3.59it/s][2025-07-11 22:35:52] pottedplant...PCK-Transfer@0.10: 36.19% | PCK-Transfer@0.05: 19.05% | PCK-Transfer@0.15: 53.33%
+
100%|██████████| 7/7 [00:01<00:00,  3.63it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.55it/s][2025-07-11 22:35:52] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.54it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.54it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.51it/s]
 31%|███       | 4/13 [00:01<00:02,  3.47it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.49it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.53it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.56it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.53it/s]
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+[2025-07-11 22:36:05] Weighted Per image PCK0.10: 41.05%, image PCK0.05: 25.93%, image PCK0.01: 51.98%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_10__t_0.7_layer_9.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_10__t_0.7_layer_9.log
new file mode 100644
index 0000000000000000000000000000000000000000..7a32431c38bdcec3866ea9df6e2e56e43b8445e4
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_10__t_0.7_layer_9.log
@@ -0,0 +1,44 @@
+[2025-07-14 10:17:02] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_10__t_0.7_layer_9', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.5_layer_10', 't_0.7_layer_9'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.5_layer_10', 't_0.7_layer_9']
+Number of parameters corr net: 120
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+[2025-07-14 10:18:29] Weighted Per image PCK0.10: 76.92%, image PCK0.05: 60.12%, image PCK0.01: 84.06%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_11__t_0.6_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_11__t_0.6_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..f9a99f79d6d1199fadfd8f690b46954a9e8eb241
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_11__t_0.6_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 10:37:08] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_11__t_0.6_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.5_layer_11', 't_0.6_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.5_layer_11', 't_0.6_layer_12']
+Number of parameters corr net: 120
+
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 97%|█████████▋| 29/30 [00:08<00:00,  3.47it/s]
100%|██████████| 30/30 [00:08<00:00,  3.47it/s][2025-07-14 10:37:23] bicycle...PCK-Transfer@0.10: 80.33% | PCK-Transfer@0.05: 70.03% | PCK-Transfer@0.15: 86.39%
+
100%|██████████| 30/30 [00:08<00:00,  3.41it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.57it/s]
 20%|██        | 2/10 [00:00<00:02,  3.58it/s]
 30%|███       | 3/10 [00:00<00:01,  3.54it/s]
 40%|████      | 4/10 [00:01<00:01,  3.59it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.63it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.59it/s]
 70%|███████   | 7/10 [00:01<00:00,  3.60it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.60it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.56it/s]
100%|██████████| 10/10 [00:02<00:00,  3.48it/s][2025-07-14 10:37:26] bird...PCK-Transfer@0.10: 77.50% | PCK-Transfer@0.05: 54.67% | PCK-Transfer@0.15: 85.83%
+
100%|██████████| 10/10 [00:02<00:00,  3.55it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.65it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.70it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.67it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.58it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.56it/s]
100%|██████████| 6/6 [00:01<00:00,  3.51it/s][2025-07-14 10:37:28] boat...PCK-Transfer@0.10: 62.50% | PCK-Transfer@0.05: 38.89% | PCK-Transfer@0.15: 80.56%
+
100%|██████████| 6/6 [00:01<00:00,  3.56it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.49it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.67it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.57it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.57it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.59it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.59it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.68it/s]
100%|██████████| 8/8 [00:02<00:00,  3.65it/s][2025-07-14 10:37:30] bottle...PCK-Transfer@0.10: 59.38% | PCK-Transfer@0.05: 51.56% | PCK-Transfer@0.15: 71.88%
+
100%|██████████| 8/8 [00:02<00:00,  3.62it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.72it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.69it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.62it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.54it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.49it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.45it/s]
 22%|██▏       | 7/32 [00:01<00:07,  3.47it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.46it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.50it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.59it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.63it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.58it/s]
 41%|████      | 13/32 [00:03<00:05,  3.53it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.52it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.56it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.52it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.60it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.62it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.61it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.59it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.44it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.39it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.41it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.42it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.39it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.45it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.48it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.55it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.59it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.51it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.40it/s]
100%|██████████| 32/32 [00:09<00:00,  3.37it/s][2025-07-14 10:37:39] bus...PCK-Transfer@0.10: 75.63% | PCK-Transfer@0.05: 63.12% | PCK-Transfer@0.15: 81.09%
+
100%|██████████| 32/32 [00:09<00:00,  3.50it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.08it/s]
 11%|█         | 2/19 [00:00<00:05,  3.39it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.46it/s]
 21%|██        | 4/19 [00:01<00:04,  3.51it/s]
 26%|██▋       | 5/19 [00:01<00:03,  3.53it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.63it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.69it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.62it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.64it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.59it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.60it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.61it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.62it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.61it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.66it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.51it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.55it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.51it/s]
100%|██████████| 19/19 [00:05<00:00,  3.49it/s][2025-07-14 10:37:44] car...PCK-Transfer@0.10: 88.46% | PCK-Transfer@0.05: 79.89% | PCK-Transfer@0.15: 90.33%
+
100%|██████████| 19/19 [00:05<00:00,  3.55it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.42it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.58it/s]
 11%|█         | 3/27 [00:00<00:06,  3.66it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.57it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.62it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.60it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.60it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.58it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.51it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.56it/s]
 41%|████      | 11/27 [00:03<00:04,  3.50it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.46it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.55it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.58it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.66it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.71it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.66it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.64it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.63it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.69it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.69it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.72it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.71it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.71it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.69it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.69it/s]
100%|██████████| 27/27 [00:07<00:00,  3.54it/s][2025-07-14 10:37:52] cat...PCK-Transfer@0.10: 85.24% | PCK-Transfer@0.05: 68.89% | PCK-Transfer@0.15: 92.08%
+
100%|██████████| 27/27 [00:07<00:00,  3.61it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.99it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.23it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.34it/s]
 31%|███       | 4/13 [00:01<00:02,  3.44it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.52it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.53it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.52it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.50it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.49it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.49it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.46it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.51it/s]
100%|██████████| 13/13 [00:03<00:00,  3.51it/s][2025-07-14 10:37:56] chair...PCK-Transfer@0.10: 47.35% | PCK-Transfer@0.05: 31.39% | PCK-Transfer@0.15: 63.65%
+
100%|██████████| 13/13 [00:03<00:00,  3.47it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.96it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.24it/s]
100%|██████████| 3/3 [00:00<00:00,  3.42it/s][2025-07-14 10:37:57] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 60.42% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.34it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.59it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.58it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.63it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.59it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.60it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.64it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.64it/s]
100%|██████████| 8/8 [00:02<00:00,  3.60it/s][2025-07-14 10:37:59] diningtable...PCK-Transfer@0.10: 52.08% | PCK-Transfer@0.05: 32.29% | PCK-Transfer@0.15: 58.85%
+
100%|██████████| 8/8 [00:02<00:00,  3.61it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.45it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.46it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.49it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.47it/s]
 21%|██        | 5/24 [00:01<00:05,  3.42it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.48it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.54it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.59it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.61it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.53it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.48it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.47it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.34it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.35it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.43it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.46it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.46it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.45it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.36it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.45it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.45it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.46it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.50it/s]
100%|██████████| 24/24 [00:06<00:00,  3.54it/s][2025-07-14 10:38:06] dog...PCK-Transfer@0.10: 72.89% | PCK-Transfer@0.05: 54.37% | PCK-Transfer@0.15: 87.83%
+
100%|██████████| 24/24 [00:06<00:00,  3.47it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.37it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.42it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.42it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.40it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.48it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.54it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.67it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.68it/s]
100%|██████████| 9/9 [00:02<00:00,  3.62it/s][2025-07-14 10:38:08] horse...PCK-Transfer@0.10: 80.13% | PCK-Transfer@0.05: 58.57% | PCK-Transfer@0.15: 85.29%
+
100%|██████████| 9/9 [00:02<00:00,  3.56it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  2.92it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.21it/s]
 11%|█         | 3/27 [00:00<00:07,  3.36it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.42it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.40it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.49it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.46it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.49it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.54it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.55it/s]
 41%|████      | 11/27 [00:03<00:04,  3.55it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.55it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.55it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.58it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.62it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.64it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.68it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.68it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.68it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.71it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.71it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.67it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.69it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.68it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.65it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.66it/s]
100%|██████████| 27/27 [00:07<00:00,  3.67it/s][2025-07-14 10:38:16] motorbike...PCK-Transfer@0.10: 79.74% | PCK-Transfer@0.05: 57.80% | PCK-Transfer@0.15: 87.12%
+
100%|██████████| 27/27 [00:07<00:00,  3.58it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.13it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.28it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.42it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.47it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.61it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.67it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.72it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.72it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.75it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.72it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.74it/s]
100%|██████████| 12/12 [00:03<00:00,  3.69it/s][2025-07-14 10:38:19] person...PCK-Transfer@0.10: 58.80% | PCK-Transfer@0.05: 39.07% | PCK-Transfer@0.15: 71.34%
+
100%|██████████| 12/12 [00:03<00:00,  3.63it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:02,  2.77it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.09it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.28it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.28it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.33it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.39it/s]
100%|██████████| 7/7 [00:02<00:00,  3.49it/s][2025-07-14 10:38:21] pottedplant...PCK-Transfer@0.10: 43.33% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 73.33%
+
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+[2025-07-14 10:38:35] Weighted Per image PCK0.10: 71.35%, image PCK0.05: 54.22%, image PCK0.01: 81.29%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_11__t_0.6_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_11__t_0.6_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..3802f32937658521dff027dd1a3e4785701bfd52
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_11__t_0.6_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 10:34:00] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_11__t_0.6_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.5_layer_11', 't_0.6_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.5_layer_11', 't_0.6_layer_5']
+Number of parameters corr net: 120
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+
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+[2025-07-14 10:35:27] Weighted Per image PCK0.10: 67.01%, image PCK0.05: 48.86%, image PCK0.01: 78.65%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_12__t_0.5_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_12__t_0.5_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..3d68c77d08acb86bd3b5e062016beb50b169a879
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_12__t_0.5_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-14 10:56:58] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_12__t_0.5_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.5_layer_12', 't_0.5_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.5_layer_12', 't_0.5_layer_18']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  2.93it/s][2025-07-14 10:57:05] aeroplane...PCK-Transfer@0.10: 80.49% | PCK-Transfer@0.05: 61.57% | PCK-Transfer@0.15: 88.85%
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 33%|███▎      | 10/30 [00:02<00:05,  3.50it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.43it/s]
 40%|████      | 12/30 [00:03<00:05,  3.42it/s]
 43%|████▎     | 13/30 [00:03<00:04,  3.42it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.50it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.50it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.49it/s]
 57%|█████▋    | 17/30 [00:04<00:03,  3.40it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.38it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.38it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.37it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.40it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.44it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.39it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.43it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.44it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.46it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.47it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.45it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.45it/s]
100%|██████████| 30/30 [00:08<00:00,  3.50it/s][2025-07-14 10:57:14] bicycle...PCK-Transfer@0.10: 84.61% | PCK-Transfer@0.05: 75.82% | PCK-Transfer@0.15: 89.45%
+
100%|██████████| 30/30 [00:08<00:00,  3.42it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.50it/s]
 20%|██        | 2/10 [00:00<00:02,  3.48it/s]
 30%|███       | 3/10 [00:00<00:02,  3.39it/s]
 40%|████      | 4/10 [00:01<00:01,  3.42it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.46it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.42it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.43it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.44it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.46it/s]
100%|██████████| 10/10 [00:02<00:00,  3.44it/s][2025-07-14 10:57:17] bird...PCK-Transfer@0.10: 74.53% | PCK-Transfer@0.05: 49.19% | PCK-Transfer@0.15: 83.61%
+
100%|██████████| 10/10 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.53it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.58it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.56it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.45it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.47it/s]
100%|██████████| 6/6 [00:01<00:00,  3.55it/s][2025-07-14 10:57:19] boat...PCK-Transfer@0.10: 40.28% | PCK-Transfer@0.05: 26.39% | PCK-Transfer@0.15: 72.22%
+
100%|██████████| 6/6 [00:01<00:00,  3.52it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.46it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.64it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.56it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.52it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.52it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.49it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.57it/s]
100%|██████████| 8/8 [00:02<00:00,  3.52it/s][2025-07-14 10:57:21] bottle...PCK-Transfer@0.10: 45.31% | PCK-Transfer@0.05: 37.50% | PCK-Transfer@0.15: 57.81%
+
100%|██████████| 8/8 [00:02<00:00,  3.53it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.64it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.57it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.53it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.50it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.51it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.41it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.42it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.37it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.39it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.44it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.49it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.53it/s]
 41%|████      | 13/32 [00:03<00:05,  3.50it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.49it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.54it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.55it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.61it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.62it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.56it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.48it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.45it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.51it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.51it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.47it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.43it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.49it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.48it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.50it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.51it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.50it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.46it/s]
100%|██████████| 32/32 [00:09<00:00,  3.46it/s][2025-07-14 10:57:30] bus...PCK-Transfer@0.10: 72.76% | PCK-Transfer@0.05: 61.56% | PCK-Transfer@0.15: 81.09%
+
100%|██████████| 32/32 [00:09<00:00,  3.49it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.45it/s]
 11%|█         | 2/19 [00:00<00:04,  3.57it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.55it/s]
 21%|██        | 4/19 [00:01<00:04,  3.48it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.42it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.51it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.59it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.51it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.50it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.43it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.41it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.44it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.43it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.44it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.53it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.55it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.58it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.50it/s]
100%|██████████| 19/19 [00:05<00:00,  3.46it/s][2025-07-14 10:57:36] car...PCK-Transfer@0.10: 86.65% | PCK-Transfer@0.05: 73.79% | PCK-Transfer@0.15: 89.16%
+
100%|██████████| 19/19 [00:05<00:00,  3.49it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.47it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.56it/s]
 11%|█         | 3/27 [00:00<00:06,  3.61it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.54it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.56it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.57it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.54it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.54it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.55it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.54it/s]
 41%|████      | 11/27 [00:03<00:04,  3.52it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.48it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.52it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.52it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.55it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.60it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.52it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.48it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.48it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.54it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.56it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.60it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.57it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.57it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.56it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.55it/s]
100%|██████████| 27/27 [00:07<00:00,  3.54it/s][2025-07-14 10:57:43] cat...PCK-Transfer@0.10: 84.49% | PCK-Transfer@0.05: 66.96% | PCK-Transfer@0.15: 89.08%
+
100%|██████████| 27/27 [00:07<00:00,  3.54it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.44it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.42it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.40it/s]
 31%|███       | 4/13 [00:01<00:02,  3.45it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.46it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.46it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.45it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.43it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.44it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.43it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.38it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.42it/s]
100%|██████████| 13/13 [00:03<00:00,  3.41it/s][2025-07-14 10:57:47] chair...PCK-Transfer@0.10: 36.03% | PCK-Transfer@0.05: 23.35% | PCK-Transfer@0.15: 47.26%
+
100%|██████████| 13/13 [00:03<00:00,  3.43it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.47it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.48it/s]
100%|██████████| 3/3 [00:00<00:00,  3.49it/s][2025-07-14 10:57:48] cow...PCK-Transfer@0.10: 83.33% | PCK-Transfer@0.05: 60.42% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 3/3 [00:00<00:00,  3.49it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.45it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.40it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.41it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.36it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.38it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.38it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.40it/s]
100%|██████████| 8/8 [00:02<00:00,  3.39it/s][2025-07-14 10:57:51] diningtable...PCK-Transfer@0.10: 42.71% | PCK-Transfer@0.05: 17.19% | PCK-Transfer@0.15: 52.60%
+
100%|██████████| 8/8 [00:02<00:00,  3.39it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.31it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.39it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.48it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.44it/s]
 21%|██        | 5/24 [00:01<00:05,  3.48it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.49it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.51it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.52it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.50it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.46it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.47it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.47it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.48it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.47it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.51it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.50it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.39it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.43it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.43it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.48it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.47it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.45it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.43it/s]
100%|██████████| 24/24 [00:06<00:00,  3.43it/s][2025-07-14 10:57:57] dog...PCK-Transfer@0.10: 72.85% | PCK-Transfer@0.05: 56.13% | PCK-Transfer@0.15: 85.05%
+
100%|██████████| 24/24 [00:06<00:00,  3.46it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.41it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.40it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.34it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.35it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.42it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.45it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.51it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.49it/s]
100%|██████████| 9/9 [00:02<00:00,  3.44it/s][2025-07-14 10:58:00] horse...PCK-Transfer@0.10: 72.99% | PCK-Transfer@0.05: 56.85% | PCK-Transfer@0.15: 83.97%
+
100%|██████████| 9/9 [00:02<00:00,  3.43it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.41it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.49it/s]
 11%|█         | 3/27 [00:00<00:06,  3.53it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.55it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.52it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.61it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.55it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.55it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.57it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.57it/s]
 41%|████      | 11/27 [00:03<00:04,  3.56it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.52it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.48it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.45it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.44it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.44it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.43it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.43it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.39it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.45it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.47it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.45it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.47it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.47it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.44it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.46it/s]
100%|██████████| 27/27 [00:07<00:00,  3.47it/s][2025-07-14 10:58:08] motorbike...PCK-Transfer@0.10: 81.27% | PCK-Transfer@0.05: 57.67% | PCK-Transfer@0.15: 87.08%
+
100%|██████████| 27/27 [00:07<00:00,  3.48it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.53it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.44it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.42it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.41it/s]
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+[2025-07-14 10:58:27] Weighted Per image PCK0.10: 69.30%, image PCK0.05: 53.08%, image PCK0.01: 78.62%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..c5c9505ef4d357d5653cbfd7779d14ebc6013905
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-11 22:38:50] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.5_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.5_layer_12']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.63it/s][2025-07-11 22:40:18] tvmonitor...PCK-Transfer@0.10: 41.67% | PCK-Transfer@0.05: 24.44% | PCK-Transfer@0.15: 53.33%
+
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+[2025-07-11 22:40:18] Weighted Per image PCK0.10: 70.07%, image PCK0.05: 52.89%, image PCK0.01: 80.09%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_13__t_0.6_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_13__t_0.6_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..3132b85eedb4d123002fdd214e9cb5d07329a794
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_13__t_0.6_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 11:26:55] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_13__t_0.6_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.5_layer_13', 't_0.6_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.5_layer_13', 't_0.6_layer_18']
+Number of parameters corr net: 120
+
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 87%|████████▋ | 13/15 [00:05<00:00,  3.30it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.38it/s]
100%|██████████| 15/15 [00:05<00:00,  3.40it/s][2025-07-14 11:27:02] aeroplane...PCK-Transfer@0.10: 77.57% | PCK-Transfer@0.05: 61.91% | PCK-Transfer@0.15: 85.64%
+
100%|██████████| 15/15 [00:05<00:00,  2.61it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
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 10%|█         | 3/30 [00:00<00:08,  3.35it/s]
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 17%|█▋        | 5/30 [00:01<00:07,  3.29it/s]
 20%|██        | 6/30 [00:01<00:07,  3.31it/s]
 23%|██▎       | 7/30 [00:02<00:06,  3.36it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.45it/s]
 30%|███       | 9/30 [00:02<00:06,  3.35it/s]
 33%|███▎      | 10/30 [00:02<00:05,  3.39it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.31it/s]
 40%|████      | 12/30 [00:03<00:05,  3.35it/s]
 43%|████▎     | 13/30 [00:03<00:05,  3.31it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.37it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.36it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.32it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.35it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.39it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.36it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.35it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.40it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.43it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.41it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.39it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.40it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.36it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.29it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.32it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.38it/s]
100%|██████████| 30/30 [00:08<00:00,  3.46it/s][2025-07-14 11:27:11] bicycle...PCK-Transfer@0.10: 77.94% | PCK-Transfer@0.05: 69.15% | PCK-Transfer@0.15: 84.00%
+
100%|██████████| 30/30 [00:08<00:00,  3.36it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.54it/s]
 20%|██        | 2/10 [00:00<00:02,  3.38it/s]
 30%|███       | 3/10 [00:00<00:02,  3.39it/s]
 40%|████      | 4/10 [00:01<00:01,  3.42it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.48it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.46it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.50it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.50it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.52it/s]
100%|██████████| 10/10 [00:02<00:00,  3.48it/s][2025-07-14 11:27:14] bird...PCK-Transfer@0.10: 72.17% | PCK-Transfer@0.05: 52.44% | PCK-Transfer@0.15: 84.72%
+
100%|██████████| 10/10 [00:02<00:00,  3.47it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.26it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.49it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.46it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.29it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.38it/s]
100%|██████████| 6/6 [00:01<00:00,  3.49it/s][2025-07-14 11:27:15] boat...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 29.17% | PCK-Transfer@0.15: 72.22%
+
100%|██████████| 6/6 [00:01<00:00,  3.43it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.54it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.64it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.56it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.55it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.56it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.55it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.55it/s]
100%|██████████| 8/8 [00:02<00:00,  3.54it/s][2025-07-14 11:27:18] bottle...PCK-Transfer@0.10: 48.44% | PCK-Transfer@0.05: 39.06% | PCK-Transfer@0.15: 56.25%
+
100%|██████████| 8/8 [00:02<00:00,  3.55it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.20it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.12it/s]
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 12%|█▎        | 4/32 [00:01<00:08,  3.31it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.34it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.40it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.42it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.41it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.19it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.20it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.22it/s]
 41%|████      | 13/32 [00:03<00:05,  3.25it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.30it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.32it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.38it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.50it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.54it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.55it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.43it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.31it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.39it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.43it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.40it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.42it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.42it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.42it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.43it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.51it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.44it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.43it/s]
100%|██████████| 32/32 [00:09<00:00,  3.41it/s][2025-07-14 11:27:27] bus...PCK-Transfer@0.10: 71.35% | PCK-Transfer@0.05: 59.38% | PCK-Transfer@0.15: 78.12%
+
100%|██████████| 32/32 [00:09<00:00,  3.37it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.38it/s]
 11%|█         | 2/19 [00:00<00:04,  3.53it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.44it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.61it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.68it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.63it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.64it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.57it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.59it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.64it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.62it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.61it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.67it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.68it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.70it/s]
 95%|█████████▍| 18/19 [00:04<00:00,  3.65it/s]
100%|██████████| 19/19 [00:05<00:00,  3.58it/s][2025-07-14 11:27:33] car...PCK-Transfer@0.10: 85.25% | PCK-Transfer@0.05: 76.34% | PCK-Transfer@0.15: 88.41%
+
100%|██████████| 19/19 [00:05<00:00,  3.60it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.21it/s]
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 11%|█         | 3/27 [00:00<00:06,  3.57it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.57it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.61it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.63it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.64it/s]
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 33%|███▎      | 9/27 [00:02<00:04,  3.64it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.65it/s]
 41%|████      | 11/27 [00:03<00:04,  3.63it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.60it/s]
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 63%|██████▎   | 17/27 [00:04<00:02,  3.68it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.63it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.54it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.61it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.61it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.65it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.64it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.58it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.58it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.58it/s]
100%|██████████| 27/27 [00:07<00:00,  3.59it/s][2025-07-14 11:27:40] cat...PCK-Transfer@0.10: 82.70% | PCK-Transfer@0.05: 66.55% | PCK-Transfer@0.15: 88.39%
+
100%|██████████| 27/27 [00:07<00:00,  3.61it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.87it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.19it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.23it/s]
 31%|███       | 4/13 [00:01<00:02,  3.36it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.42it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.51it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.54it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.53it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.53it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.51it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.53it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.57it/s]
100%|██████████| 13/13 [00:03<00:00,  3.57it/s][2025-07-14 11:27:44] chair...PCK-Transfer@0.10: 43.42% | PCK-Transfer@0.05: 26.00% | PCK-Transfer@0.15: 54.55%
+
100%|██████████| 13/13 [00:03<00:00,  3.47it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.26it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.41it/s]
100%|██████████| 3/3 [00:00<00:00,  3.49it/s][2025-07-14 11:27:45] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.45it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.60it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.57it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.60it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.56it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.59it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.62it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.65it/s]
100%|██████████| 8/8 [00:02<00:00,  3.61it/s][2025-07-14 11:27:47] diningtable...PCK-Transfer@0.10: 39.58% | PCK-Transfer@0.05: 19.27% | PCK-Transfer@0.15: 49.48%
+
100%|██████████| 8/8 [00:02<00:00,  3.61it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.57it/s]
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 12%|█▎        | 3/24 [00:00<00:05,  3.62it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.56it/s]
 21%|██        | 5/24 [00:01<00:05,  3.59it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.59it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.59it/s]
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 38%|███▊      | 9/24 [00:02<00:04,  3.61it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.59it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.59it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.59it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.63it/s]
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 75%|███████▌  | 18/24 [00:05<00:01,  3.59it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.58it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.64it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.65it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.63it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.61it/s]
100%|██████████| 24/24 [00:06<00:00,  3.61it/s][2025-07-14 11:27:54] dog...PCK-Transfer@0.10: 67.57% | PCK-Transfer@0.05: 49.19% | PCK-Transfer@0.15: 81.72%
+
100%|██████████| 24/24 [00:06<00:00,  3.60it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.57it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.60it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.57it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.57it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.60it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.62it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.70it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.68it/s]
100%|██████████| 9/9 [00:02<00:00,  3.64it/s][2025-07-14 11:27:56] horse...PCK-Transfer@0.10: 73.76% | PCK-Transfer@0.05: 52.62% | PCK-Transfer@0.15: 78.52%
+
100%|██████████| 9/9 [00:02<00:00,  3.63it/s]
+
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100%|██████████| 7/7 [00:01<00:00,  3.64it/s][2025-07-14 11:28:09] pottedplant...PCK-Transfer@0.10: 48.10% | PCK-Transfer@0.05: 26.19% | PCK-Transfer@0.15: 72.38%
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100%|██████████| 20/20 [00:05<00:00,  3.75it/s][2025-07-14 11:28:19] train...PCK-Transfer@0.10: 64.50% | PCK-Transfer@0.05: 44.25% | PCK-Transfer@0.15: 76.50%
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100%|██████████| 15/15 [00:04<00:00,  3.53it/s][2025-07-14 11:28:23] tvmonitor...PCK-Transfer@0.10: 37.22% | PCK-Transfer@0.05: 24.44% | PCK-Transfer@0.15: 47.22%
+
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+[2025-07-14 11:28:23] Weighted Per image PCK0.10: 66.81%, image PCK0.05: 51.14%, image PCK0.01: 76.12%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_15__t_0.6_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_15__t_0.6_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..b38fe10e4783a3d3652ab256402409b61b8d311c
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_15__t_0.6_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-14 11:43:59] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_15__t_0.6_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.5_layer_15', 't_0.6_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.5_layer_15', 't_0.6_layer_5']
+Number of parameters corr net: 120
+
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100%|██████████| 19/19 [00:05<00:00,  3.47it/s][2025-07-14 11:44:37] car...PCK-Transfer@0.10: 90.01% | PCK-Transfer@0.05: 79.76% | PCK-Transfer@0.15: 91.76%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.36it/s][2025-07-14 11:44:45] cat...PCK-Transfer@0.10: 78.72% | PCK-Transfer@0.05: 63.51% | PCK-Transfer@0.15: 82.46%
+
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+
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100%|██████████| 13/13 [00:03<00:00,  3.47it/s][2025-07-14 11:44:49] chair...PCK-Transfer@0.10: 49.85% | PCK-Transfer@0.05: 27.22% | PCK-Transfer@0.15: 57.24%
+
100%|██████████| 13/13 [00:03<00:00,  3.47it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.44it/s][2025-07-14 11:44:50] cow...PCK-Transfer@0.10: 81.25% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.43it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.46it/s][2025-07-14 11:44:52] diningtable...PCK-Transfer@0.10: 49.48% | PCK-Transfer@0.05: 22.40% | PCK-Transfer@0.15: 64.06%
+
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100%|██████████| 24/24 [00:06<00:00,  3.46it/s][2025-07-14 11:44:59] dog...PCK-Transfer@0.10: 73.62% | PCK-Transfer@0.05: 54.15% | PCK-Transfer@0.15: 84.84%
+
100%|██████████| 24/24 [00:06<00:00,  3.43it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.41it/s][2025-07-14 11:45:02] horse...PCK-Transfer@0.10: 84.34% | PCK-Transfer@0.05: 61.88% | PCK-Transfer@0.15: 88.31%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.61it/s][2025-07-14 11:45:09] motorbike...PCK-Transfer@0.10: 80.36% | PCK-Transfer@0.05: 56.88% | PCK-Transfer@0.15: 92.02%
+
100%|██████████| 27/27 [00:07<00:00,  3.50it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.51it/s][2025-07-14 11:45:13] person...PCK-Transfer@0.10: 56.01% | PCK-Transfer@0.05: 37.15% | PCK-Transfer@0.15: 68.11%
+
100%|██████████| 12/12 [00:03<00:00,  3.49it/s]
+
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100%|██████████| 7/7 [00:02<00:00,  3.38it/s][2025-07-14 11:45:15] pottedplant...PCK-Transfer@0.10: 44.29% | PCK-Transfer@0.05: 32.38% | PCK-Transfer@0.15: 60.95%
+
100%|██████████| 7/7 [00:02<00:00,  3.37it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.38it/s][2025-07-14 11:45:15] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.37it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.51it/s][2025-07-14 11:45:19] sofa...PCK-Transfer@0.10: 50.63% | PCK-Transfer@0.05: 36.48% | PCK-Transfer@0.15: 64.02%
+
100%|██████████| 13/13 [00:03<00:00,  3.48it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.48it/s][2025-07-14 11:45:25] train...PCK-Transfer@0.10: 70.75% | PCK-Transfer@0.05: 49.50% | PCK-Transfer@0.15: 80.75%
+
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+
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100%|██████████| 15/15 [00:04<00:00,  3.49it/s][2025-07-14 11:45:29] tvmonitor...PCK-Transfer@0.10: 27.78% | PCK-Transfer@0.05: 17.78% | PCK-Transfer@0.15: 45.56%
+
100%|██████████| 15/15 [00:04<00:00,  3.50it/s]
+[2025-07-14 11:45:29] Weighted Per image PCK0.10: 70.40%, image PCK0.05: 52.94%, image PCK0.01: 79.54%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_15__t_0.8_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_15__t_0.8_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..b086aa96debb41b4d6e47efec4079a96c87d0ec5
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_15__t_0.8_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-14 11:57:54] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_15__t_0.8_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.5_layer_15', 't_0.8_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.5_layer_15', 't_0.8_layer_5']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:01<00:00,  3.55it/s][2025-07-14 11:59:08] pottedplant...PCK-Transfer@0.10: 50.95% | PCK-Transfer@0.05: 34.29% | PCK-Transfer@0.15: 62.86%
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100%|██████████| 15/15 [00:04<00:00,  3.53it/s][2025-07-14 11:59:22] tvmonitor...PCK-Transfer@0.10: 32.22% | PCK-Transfer@0.05: 18.89% | PCK-Transfer@0.15: 55.00%
+
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+[2025-07-14 11:59:22] Weighted Per image PCK0.10: 71.80%, image PCK0.05: 53.14%, image PCK0.01: 81.42%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_15__t_0.8_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_15__t_0.8_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..910b8cf891ec728f47e3b55d49a7333fb37d1bdb
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_15__t_0.8_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 11:58:58] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_15__t_0.8_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.5_layer_15', 't_0.8_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.5_layer_15', 't_0.8_layer_9']
+Number of parameters corr net: 120
+
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 53%|█████▎    | 17/32 [00:04<00:04,  3.60it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.60it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.59it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.57it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.57it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.63it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.63it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.60it/s]
 78%|███████▊  | 25/32 [00:06<00:01,  3.53it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.59it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.58it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.61it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.64it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.67it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.61it/s]
100%|██████████| 32/32 [00:08<00:00,  3.60it/s][2025-07-14 11:59:30] bus...PCK-Transfer@0.10: 71.98% | PCK-Transfer@0.05: 58.70% | PCK-Transfer@0.15: 79.53%
+
100%|██████████| 32/32 [00:08<00:00,  3.59it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.98it/s]
 11%|█         | 2/19 [00:00<00:05,  3.36it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.47it/s]
 21%|██        | 4/19 [00:01<00:04,  3.49it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.61it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.67it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.62it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.62it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.56it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.55it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.59it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.56it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.54it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.60it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.61it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.65it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.61it/s]
100%|██████████| 19/19 [00:05<00:00,  3.56it/s][2025-07-14 11:59:35] car...PCK-Transfer@0.10: 86.06% | PCK-Transfer@0.05: 73.40% | PCK-Transfer@0.15: 89.22%
+
100%|██████████| 19/19 [00:05<00:00,  3.56it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.49it/s]
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 11%|█         | 3/27 [00:00<00:06,  3.62it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.62it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.77it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.37it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.48it/s]
 41%|████      | 11/27 [00:03<00:04,  3.54it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.57it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.79it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.86it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.76it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.66it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.61it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.68it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.64it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.65it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.64it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.64it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.62it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.65it/s]
100%|██████████| 27/27 [00:07<00:00,  3.62it/s][2025-07-14 11:59:43] cat...PCK-Transfer@0.10: 78.10% | PCK-Transfer@0.05: 59.51% | PCK-Transfer@0.15: 85.35%
+
100%|██████████| 27/27 [00:07<00:00,  3.63it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.93it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.17it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.32it/s]
 31%|███       | 4/13 [00:01<00:02,  3.34it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.47it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.57it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.61it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.60it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.60it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.58it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.58it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.63it/s]
100%|██████████| 13/13 [00:03<00:00,  3.62it/s][2025-07-14 11:59:47] chair...PCK-Transfer@0.10: 46.13% | PCK-Transfer@0.05: 28.31% | PCK-Transfer@0.15: 54.72%
+
100%|██████████| 13/13 [00:03<00:00,  3.53it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.52it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.47it/s]
100%|██████████| 3/3 [00:00<00:00,  3.52it/s][2025-07-14 11:59:47] cow...PCK-Transfer@0.10: 85.42% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.51it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.37it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.08it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.28it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.33it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.42it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.48it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.53it/s]
100%|██████████| 8/8 [00:02<00:00,  3.44it/s][2025-07-14 11:59:50] diningtable...PCK-Transfer@0.10: 40.63% | PCK-Transfer@0.05: 17.71% | PCK-Transfer@0.15: 53.65%
+
100%|██████████| 8/8 [00:02<00:00,  3.40it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.53it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.59it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.71it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.40it/s]
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 25%|██▌       | 6/24 [00:01<00:05,  3.49it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.56it/s]
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 42%|████▏     | 10/24 [00:02<00:03,  3.52it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.58it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.63it/s]
 54%|█████▍    | 13/24 [00:03<00:02,  3.67it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.64it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.66it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.63it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.68it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.67it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.65it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.64it/s]
100%|██████████| 24/24 [00:06<00:00,  3.62it/s][2025-07-14 11:59:56] dog...PCK-Transfer@0.10: 70.07% | PCK-Transfer@0.05: 49.19% | PCK-Transfer@0.15: 83.80%
+
100%|██████████| 24/24 [00:06<00:00,  3.61it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.00it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.24it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.35it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.40it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.58it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.68it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.69it/s]
100%|██████████| 9/9 [00:02<00:00,  3.64it/s][2025-07-14 11:59:59] horse...PCK-Transfer@0.10: 75.11% | PCK-Transfer@0.05: 50.50% | PCK-Transfer@0.15: 82.38%
+
100%|██████████| 9/9 [00:02<00:00,  3.54it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.75it/s]
 41%|████      | 11/27 [00:02<00:04,  3.70it/s]
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 48%|████▊     | 13/27 [00:03<00:03,  3.69it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.66it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.65it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.71it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.72it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.69it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.64it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.67it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.68it/s]
 81%|████████▏ | 22/27 [00:05<00:01,  3.63it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.63it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.61it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.56it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.58it/s]
100%|██████████| 27/27 [00:07<00:00,  3.59it/s][2025-07-14 12:00:06] motorbike...PCK-Transfer@0.10: 75.59% | PCK-Transfer@0.05: 53.69% | PCK-Transfer@0.15: 85.19%
+
100%|██████████| 27/27 [00:07<00:00,  3.66it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.63it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.54it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.51it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.48it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.57it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.59it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.63it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.61it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.65it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.64it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.65it/s]
100%|██████████| 12/12 [00:03<00:00,  3.60it/s][2025-07-14 12:00:10] person...PCK-Transfer@0.10: 52.25% | PCK-Transfer@0.05: 35.79% | PCK-Transfer@0.15: 64.89%
+
100%|██████████| 12/12 [00:03<00:00,  3.60it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.13it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.42it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.50it/s]
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 71%|███████▏  | 5/7 [00:01<00:00,  3.67it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.63it/s]
100%|██████████| 7/7 [00:01<00:00,  3.63it/s][2025-07-14 12:00:12] pottedplant...PCK-Transfer@0.10: 46.19% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 65.24%
+
100%|██████████| 7/7 [00:01<00:00,  3.58it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.63it/s][2025-07-14 12:00:12] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.62it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.57it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.50it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.47it/s]
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 38%|███▊      | 5/13 [00:01<00:02,  3.44it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.53it/s]
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 77%|███████▋  | 10/13 [00:02<00:00,  3.55it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.62it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.58it/s]
100%|██████████| 13/13 [00:03<00:00,  3.57it/s][2025-07-14 12:00:16] sofa...PCK-Transfer@0.10: 43.88% | PCK-Transfer@0.05: 30.38% | PCK-Transfer@0.15: 57.45%
+
100%|██████████| 13/13 [00:03<00:00,  3.53it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
  5%|▌         | 1/20 [00:00<00:05,  3.65it/s]
 10%|█         | 2/20 [00:00<00:04,  3.69it/s]
 15%|█▌        | 3/20 [00:00<00:04,  3.64it/s]
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 35%|███▌      | 7/20 [00:01<00:03,  3.57it/s]
 40%|████      | 8/20 [00:02<00:03,  3.67it/s]
 45%|████▌     | 9/20 [00:02<00:02,  3.72it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.67it/s]
 55%|█████▌    | 11/20 [00:02<00:02,  3.72it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.69it/s]
 65%|██████▌   | 13/20 [00:03<00:01,  3.76it/s]
 70%|███████   | 14/20 [00:03<00:01,  3.77it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.74it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.76it/s]
 85%|████████▌ | 17/20 [00:04<00:00,  3.70it/s]
 90%|█████████ | 18/20 [00:04<00:00,  3.70it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.67it/s]
100%|██████████| 20/20 [00:05<00:00,  3.70it/s][2025-07-14 12:00:21] train...PCK-Transfer@0.10: 63.75% | PCK-Transfer@0.05: 38.25% | PCK-Transfer@0.15: 81.00%
+
100%|██████████| 20/20 [00:05<00:00,  3.69it/s]
+
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 53%|█████▎    | 8/15 [00:02<00:01,  3.67it/s]
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+[2025-07-14 12:00:25] Weighted Per image PCK0.10: 66.67%, image PCK0.05: 49.13%, image PCK0.01: 76.89%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_18__t_0.8_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_18__t_0.8_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..6a0cd6be6d59b0fd9e9b3dfd7e382dc455ba5230
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_18__t_0.8_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 12:25:46] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_18__t_0.8_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.5_layer_18', 't_0.8_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.5_layer_18', 't_0.8_layer_20']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.72it/s][2025-07-14 12:27:12] tvmonitor...PCK-Transfer@0.10: 32.78% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 39.44%
+
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+[2025-07-14 12:27:12] Weighted Per image PCK0.10: 62.32%, image PCK0.05: 43.75%, image PCK0.01: 71.36%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_20__t_0.7_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_20__t_0.7_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..515ee85be9c776e33390b99ca2ad9704d2021fdf
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_20__t_0.7_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-14 12:39:32] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_20__t_0.7_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.5_layer_20', 't_0.7_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.5_layer_20', 't_0.7_layer_18']
+Number of parameters corr net: 120
+
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100%|██████████| 8/8 [00:02<00:00,  3.48it/s][2025-07-14 12:39:55] bottle...PCK-Transfer@0.10: 39.06% | PCK-Transfer@0.05: 23.44% | PCK-Transfer@0.15: 43.75%
+
100%|██████████| 8/8 [00:02<00:00,  3.46it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 47%|████▋     | 15/32 [00:04<00:04,  3.46it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.49it/s]
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 56%|█████▋    | 18/32 [00:05<00:03,  3.51it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.44it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.35it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.35it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.42it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.46it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.45it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.42it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.45it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.44it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.51it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.53it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.55it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.50it/s]
100%|██████████| 32/32 [00:09<00:00,  3.43it/s][2025-07-14 12:40:04] bus...PCK-Transfer@0.10: 65.47% | PCK-Transfer@0.05: 49.06% | PCK-Transfer@0.15: 73.28%
+
100%|██████████| 32/32 [00:09<00:00,  3.44it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.39it/s]
 11%|█         | 2/19 [00:00<00:05,  3.38it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.20it/s]
 21%|██        | 4/19 [00:01<00:04,  3.28it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.37it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.46it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.41it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.33it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.10it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.16it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.24it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.24it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.25it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.27it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.27it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.29it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.30it/s]
100%|██████████| 19/19 [00:05<00:00,  3.34it/s][2025-07-14 12:40:10] car...PCK-Transfer@0.10: 76.49% | PCK-Transfer@0.05: 61.20% | PCK-Transfer@0.15: 79.29%
+
100%|██████████| 19/19 [00:05<00:00,  3.29it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.09it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.29it/s]
 11%|█         | 3/27 [00:00<00:07,  3.38it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.34it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.37it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.41it/s]
 41%|████      | 11/27 [00:03<00:04,  3.39it/s]
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 59%|█████▉    | 16/27 [00:04<00:03,  3.60it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.50it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.47it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.48it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.49it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.50it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.51it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.51it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.49it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.49it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.50it/s]
100%|██████████| 27/27 [00:07<00:00,  3.51it/s][2025-07-14 12:40:18] cat...PCK-Transfer@0.10: 77.78% | PCK-Transfer@0.05: 63.72% | PCK-Transfer@0.15: 81.90%
+
100%|██████████| 27/27 [00:07<00:00,  3.45it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.44it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.39it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.43it/s]
 31%|███       | 4/13 [00:01<00:02,  3.43it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.47it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.49it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.50it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.47it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.45it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.43it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.40it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.45it/s]
100%|██████████| 13/13 [00:03<00:00,  3.46it/s][2025-07-14 12:40:22] chair...PCK-Transfer@0.10: 26.82% | PCK-Transfer@0.05: 16.00% | PCK-Transfer@0.15: 31.69%
+
100%|██████████| 13/13 [00:03<00:00,  3.45it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.28it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.36it/s]
100%|██████████| 3/3 [00:00<00:00,  3.36it/s][2025-07-14 12:40:22] cow...PCK-Transfer@0.10: 83.33% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 3/3 [00:00<00:00,  3.35it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.38it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.35it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.38it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.36it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.40it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.42it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.46it/s]
100%|██████████| 8/8 [00:02<00:00,  3.46it/s][2025-07-14 12:40:25] diningtable...PCK-Transfer@0.10: 27.60% | PCK-Transfer@0.05: 13.54% | PCK-Transfer@0.15: 45.83%
+
100%|██████████| 8/8 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.44it/s]
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 17%|█▋        | 4/24 [00:01<00:05,  3.43it/s]
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 29%|██▉       | 7/24 [00:02<00:04,  3.44it/s]
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 42%|████▏     | 10/24 [00:02<00:04,  3.39it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.41it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.42it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.44it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.42it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.45it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.44it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.49it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.47it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.45it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.45it/s]
100%|██████████| 24/24 [00:06<00:00,  3.46it/s][2025-07-14 12:40:32] dog...PCK-Transfer@0.10: 65.34% | PCK-Transfer@0.05: 48.12% | PCK-Transfer@0.15: 75.39%
+
100%|██████████| 24/24 [00:06<00:00,  3.44it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.49it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.48it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.57it/s]
100%|██████████| 9/9 [00:02<00:00,  3.53it/s][2025-07-14 12:40:34] horse...PCK-Transfer@0.10: 68.60% | PCK-Transfer@0.05: 48.25% | PCK-Transfer@0.15: 75.87%
+
100%|██████████| 9/9 [00:02<00:00,  3.50it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.51it/s]
 41%|████      | 11/27 [00:03<00:04,  3.51it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.49it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.51it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.50it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.47it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.49it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.47it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.41it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.38it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.40it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.38it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.41it/s]
100%|██████████| 27/27 [00:07<00:00,  3.31it/s][2025-07-14 12:40:42] motorbike...PCK-Transfer@0.10: 71.91% | PCK-Transfer@0.05: 50.62% | PCK-Transfer@0.15: 80.27%
+
100%|██████████| 27/27 [00:07<00:00,  3.44it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.47it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.38it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.41it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.48it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.49it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.52it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.51it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.52it/s]
100%|██████████| 12/12 [00:03<00:00,  3.48it/s][2025-07-14 12:40:46] person...PCK-Transfer@0.10: 50.17% | PCK-Transfer@0.05: 35.51% | PCK-Transfer@0.15: 60.69%
+
100%|██████████| 12/12 [00:03<00:00,  3.46it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.52it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.56it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.48it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.55it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.59it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.50it/s]
100%|██████████| 7/7 [00:01<00:00,  3.52it/s][2025-07-14 12:40:48] pottedplant...PCK-Transfer@0.10: 43.33% | PCK-Transfer@0.05: 21.43% | PCK-Transfer@0.15: 55.24%
+
100%|██████████| 7/7 [00:01<00:00,  3.53it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.59it/s][2025-07-14 12:40:48] sheep...PCK-Transfer@0.10: 100.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.58it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.37it/s]
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 38%|███▊      | 5/13 [00:01<00:02,  3.41it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.46it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.49it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.47it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.54it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.50it/s]
100%|██████████| 13/13 [00:03<00:00,  3.48it/s][2025-07-14 12:40:52] sofa...PCK-Transfer@0.10: 41.65% | PCK-Transfer@0.05: 21.37% | PCK-Transfer@0.15: 51.30%
+
100%|██████████| 13/13 [00:03<00:00,  3.45it/s]
+
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 60%|██████    | 12/20 [00:03<00:02,  3.57it/s]
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+[2025-07-14 12:41:02] Weighted Per image PCK0.10: 62.30%, image PCK0.05: 44.63%, image PCK0.01: 70.45%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_5__t_0.5_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_5__t_0.5_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..2b6e32aa98fb73221fb0c045afbc33913604cc21
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_5__t_0.5_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-14 09:16:33] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_5__t_0.5_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.5_layer_5', 't_0.5_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.5_layer_5', 't_0.5_layer_20']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.51it/s][2025-07-14 09:18:04] tvmonitor...PCK-Transfer@0.10: 32.78% | PCK-Transfer@0.05: 21.67% | PCK-Transfer@0.15: 41.11%
+
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+[2025-07-14 09:18:04] Weighted Per image PCK0.10: 59.64%, image PCK0.05: 40.72%, image PCK0.01: 70.73%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_5__t_0.7_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_5__t_0.7_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..c611eaac64a8a911eb08ec26a84695a9646f24a4
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_5__t_0.7_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-14 09:30:35] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_5__t_0.7_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.5_layer_5', 't_0.7_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.5_layer_5', 't_0.7_layer_20']
+Number of parameters corr net: 120
+
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 50%|█████     | 3/6 [00:00<00:00,  3.52it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.45it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.45it/s]
100%|██████████| 6/6 [00:01<00:00,  3.51it/s][2025-07-14 09:30:55] boat...PCK-Transfer@0.10: 34.72% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 68.06%
+
100%|██████████| 6/6 [00:01<00:00,  3.50it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.39it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.54it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.54it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.52it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.54it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.54it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.63it/s]
100%|██████████| 8/8 [00:02<00:00,  3.62it/s][2025-07-14 09:30:57] bottle...PCK-Transfer@0.10: 48.44% | PCK-Transfer@0.05: 23.44% | PCK-Transfer@0.15: 53.12%
+
100%|██████████| 8/8 [00:02<00:00,  3.57it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.75it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.65it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.58it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.57it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.59it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.34it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.41it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.41it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.44it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.53it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.57it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.53it/s]
 41%|████      | 13/32 [00:03<00:05,  3.51it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.49it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.54it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.56it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.63it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.64it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.63it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.60it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.57it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.65it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.65it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.59it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.54it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.59it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.56it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.58it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.61it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.60it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.54it/s]
100%|██████████| 32/32 [00:09<00:00,  3.52it/s][2025-07-14 09:31:06] bus...PCK-Transfer@0.10: 65.99% | PCK-Transfer@0.05: 50.62% | PCK-Transfer@0.15: 78.23%
+
100%|██████████| 32/32 [00:09<00:00,  3.55it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.44it/s]
 11%|█         | 2/19 [00:00<00:04,  3.53it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.53it/s]
 21%|██        | 4/19 [00:01<00:04,  3.53it/s]
 26%|██▋       | 5/19 [00:01<00:03,  3.52it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.62it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.68it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.62it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.60it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.53it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.53it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.57it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.56it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.54it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.59it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.60it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.63it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.57it/s]
100%|██████████| 19/19 [00:05<00:00,  3.53it/s][2025-07-14 09:31:12] car...PCK-Transfer@0.10: 82.61% | PCK-Transfer@0.05: 70.26% | PCK-Transfer@0.15: 86.41%
+
100%|██████████| 19/19 [00:05<00:00,  3.56it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.51it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.61it/s]
 11%|█         | 3/27 [00:00<00:06,  3.66it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.59it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.61it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.62it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.58it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.58it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.61it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.58it/s]
 41%|████      | 11/27 [00:03<00:04,  3.57it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.52it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.58it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.57it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.63it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.68it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.61it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.57it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.53it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.48it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.52it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.58it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.58it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.57it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.57it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.57it/s]
100%|██████████| 27/27 [00:07<00:00,  3.58it/s][2025-07-14 09:31:19] cat...PCK-Transfer@0.10: 74.92% | PCK-Transfer@0.05: 55.38% | PCK-Transfer@0.15: 81.43%
+
100%|██████████| 27/27 [00:07<00:00,  3.58it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.52it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.47it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.47it/s]
 31%|███       | 4/13 [00:01<00:02,  3.49it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.53it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.56it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.56it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.52it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.52it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.50it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.49it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.53it/s]
100%|██████████| 13/13 [00:03<00:00,  3.48it/s][2025-07-14 09:31:23] chair...PCK-Transfer@0.10: 39.32% | PCK-Transfer@0.05: 24.04% | PCK-Transfer@0.15: 46.97%
+
100%|██████████| 13/13 [00:03<00:00,  3.51it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.44it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.45it/s]
100%|██████████| 3/3 [00:00<00:00,  3.47it/s][2025-07-14 09:31:24] cow...PCK-Transfer@0.10: 79.17% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 89.58%
+
100%|██████████| 3/3 [00:00<00:00,  3.46it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.51it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.45it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.51it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.47it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.50it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.53it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.56it/s]
100%|██████████| 8/8 [00:02<00:00,  3.55it/s][2025-07-14 09:31:26] diningtable...PCK-Transfer@0.10: 35.94% | PCK-Transfer@0.05: 16.15% | PCK-Transfer@0.15: 56.77%
+
100%|██████████| 8/8 [00:02<00:00,  3.52it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.46it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.50it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.53it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.44it/s]
 21%|██        | 5/24 [00:01<00:05,  3.46it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.49it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.53it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.56it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.56it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.51it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.51it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.51it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.53it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.52it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.56it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.57it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.56it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.56it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.55it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.60it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.57it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.55it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.53it/s]
100%|██████████| 24/24 [00:06<00:00,  3.53it/s][2025-07-14 09:31:33] dog...PCK-Transfer@0.10: 63.64% | PCK-Transfer@0.05: 46.83% | PCK-Transfer@0.15: 77.61%
+
100%|██████████| 24/24 [00:06<00:00,  3.53it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.44it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.44it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.44it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.41it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.46it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.52it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.62it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.61it/s]
100%|██████████| 9/9 [00:02<00:00,  3.58it/s][2025-07-14 09:31:36] horse...PCK-Transfer@0.10: 71.24% | PCK-Transfer@0.05: 44.55% | PCK-Transfer@0.15: 77.06%
+
100%|██████████| 9/9 [00:02<00:00,  3.53it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.25it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.39it/s]
 11%|█         | 3/27 [00:00<00:06,  3.45it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.49it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.51it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.60it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.55it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.56it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.59it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.60it/s]
 41%|████      | 11/27 [00:03<00:04,  3.41it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.45it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.49it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.52it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.53it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.56it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.58it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.56it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.54it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.57it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.56it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.52it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.53it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.52it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.48it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.50it/s]
100%|██████████| 27/27 [00:07<00:00,  3.51it/s][2025-07-14 09:31:43] motorbike...PCK-Transfer@0.10: 70.64% | PCK-Transfer@0.05: 49.07% | PCK-Transfer@0.15: 81.20%
+
100%|██████████| 27/27 [00:07<00:00,  3.52it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.56it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.49it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.47it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.43it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.54it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.57it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.62it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.58it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.61it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.60it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.59it/s]
100%|██████████| 12/12 [00:03<00:00,  3.55it/s][2025-07-14 09:31:47] person...PCK-Transfer@0.10: 49.72% | PCK-Transfer@0.05: 32.20% | PCK-Transfer@0.15: 63.67%
+
100%|██████████| 12/12 [00:03<00:00,  3.56it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.70it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.72it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.67it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.68it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.68it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.61it/s]
100%|██████████| 7/7 [00:01<00:00,  3.58it/s][2025-07-14 09:31:49] pottedplant...PCK-Transfer@0.10: 49.05% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 68.10%
+
100%|██████████| 7/7 [00:01<00:00,  3.63it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.61it/s][2025-07-14 09:31:49] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.60it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.57it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.54it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.54it/s]
 31%|███       | 4/13 [00:01<00:02,  3.53it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.55it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.57it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.56it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.60it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.63it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.58it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.64it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.58it/s]
100%|██████████| 13/13 [00:03<00:00,  3.55it/s][2025-07-14 09:31:53] sofa...PCK-Transfer@0.10: 45.03% | PCK-Transfer@0.05: 23.19% | PCK-Transfer@0.15: 55.45%
+
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+[2025-07-14 09:32:02] Weighted Per image PCK0.10: 63.16%, image PCK0.05: 44.93%, image PCK0.01: 73.90%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_5__t_0.8_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_5__t_0.8_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..77d326aca24f80f14009192177bb9fe86bf170f1
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_5__t_0.8_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 09:36:03] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_5__t_0.8_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.5_layer_5', 't_0.8_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.5_layer_5', 't_0.8_layer_15']
+Number of parameters corr net: 120
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+[2025-07-14 09:37:28] Weighted Per image PCK0.10: 65.47%, image PCK0.05: 46.25%, image PCK0.01: 77.74%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_9__t_0.5_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_9__t_0.5_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..f0b565bda68d3bae7b1369a46317c8284cf75984
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_9__t_0.5_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-14 09:38:19] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_9__t_0.5_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.5_layer_9', 't_0.5_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.5_layer_9', 't_0.5_layer_10']
+Number of parameters corr net: 120
+
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100%|██████████| 30/30 [00:08<00:00,  3.49it/s][2025-07-14 09:38:35] bicycle...PCK-Transfer@0.10: 87.91% | PCK-Transfer@0.05: 75.48% | PCK-Transfer@0.15: 92.15%
+
100%|██████████| 30/30 [00:08<00:00,  3.45it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.44it/s]
 20%|██        | 2/10 [00:00<00:02,  3.41it/s]
 30%|███       | 3/10 [00:00<00:01,  3.55it/s]
 40%|████      | 4/10 [00:01<00:01,  3.52it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.51it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.52it/s]
 70%|███████   | 7/10 [00:01<00:00,  3.52it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.51it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.49it/s]
100%|██████████| 10/10 [00:02<00:00,  3.54it/s][2025-07-14 09:38:38] bird...PCK-Transfer@0.10: 82.72% | PCK-Transfer@0.05: 60.86% | PCK-Transfer@0.15: 94.03%
+
100%|██████████| 10/10 [00:02<00:00,  3.52it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.37it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.23it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.35it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.41it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.52it/s]
100%|██████████| 6/6 [00:01<00:00,  3.48it/s][2025-07-14 09:38:39] boat...PCK-Transfer@0.10: 66.67% | PCK-Transfer@0.05: 43.06% | PCK-Transfer@0.15: 84.72%
+
100%|██████████| 6/6 [00:01<00:00,  3.43it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.52it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.45it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.45it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.47it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.48it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.51it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.45it/s]
100%|██████████| 8/8 [00:02<00:00,  3.48it/s][2025-07-14 09:38:42] bottle...PCK-Transfer@0.10: 68.75% | PCK-Transfer@0.05: 59.38% | PCK-Transfer@0.15: 81.25%
+
100%|██████████| 8/8 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.32it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.40it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.40it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.44it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.44it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.54it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.52it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.59it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.58it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.51it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.49it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.48it/s]
 41%|████      | 13/32 [00:03<00:05,  3.53it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.57it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.52it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.50it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.47it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.47it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.48it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.50it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.54it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.45it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.42it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.50it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.56it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.52it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.52it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.44it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.41it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.41it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.49it/s]
100%|██████████| 32/32 [00:09<00:00,  3.49it/s][2025-07-14 09:38:51] bus...PCK-Transfer@0.10: 83.96% | PCK-Transfer@0.05: 74.06% | PCK-Transfer@0.15: 86.56%
+
100%|██████████| 32/32 [00:09<00:00,  3.49it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:04,  3.62it/s]
 11%|█         | 2/19 [00:00<00:04,  3.51it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.47it/s]
 21%|██        | 4/19 [00:01<00:04,  3.46it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.47it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.42it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.41it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.45it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.47it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.46it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.47it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.44it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.48it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.49it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.47it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.47it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.43it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.46it/s]
100%|██████████| 19/19 [00:05<00:00,  3.51it/s][2025-07-14 09:38:56] car...PCK-Transfer@0.10: 92.79% | PCK-Transfer@0.05: 85.86% | PCK-Transfer@0.15: 94.60%
+
100%|██████████| 19/19 [00:05<00:00,  3.47it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.50it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.42it/s]
 11%|█         | 3/27 [00:00<00:07,  3.38it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.46it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.42it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.37it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.44it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.47it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.36it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.35it/s]
 41%|████      | 11/27 [00:03<00:04,  3.39it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.46it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.40it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.41it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.38it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.39it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.45it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.52it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.54it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.50it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.49it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.45it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.48it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.48it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.50it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.49it/s]
100%|██████████| 27/27 [00:07<00:00,  3.48it/s][2025-07-14 09:39:04] cat...PCK-Transfer@0.10: 85.04% | PCK-Transfer@0.05: 69.64% | PCK-Transfer@0.15: 90.15%
+
100%|██████████| 27/27 [00:07<00:00,  3.45it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.04it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.15it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.33it/s]
 31%|███       | 4/13 [00:01<00:02,  3.35it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.39it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.38it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.42it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.51it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.56it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.58it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.58it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.55it/s]
100%|██████████| 13/13 [00:03<00:00,  3.56it/s][2025-07-14 09:39:08] chair...PCK-Transfer@0.10: 56.94% | PCK-Transfer@0.05: 39.19% | PCK-Transfer@0.15: 65.36%
+
100%|██████████| 13/13 [00:03<00:00,  3.47it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.57it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.53it/s]
100%|██████████| 3/3 [00:00<00:00,  3.50it/s][2025-07-14 09:39:09] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.50it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.45it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.50it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.51it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.57it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.54it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.52it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.54it/s]
100%|██████████| 8/8 [00:02<00:00,  3.57it/s][2025-07-14 09:39:11] diningtable...PCK-Transfer@0.10: 53.12% | PCK-Transfer@0.05: 30.21% | PCK-Transfer@0.15: 67.19%
+
100%|██████████| 8/8 [00:02<00:00,  3.54it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.48it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.52it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.51it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.58it/s]
 21%|██        | 5/24 [00:01<00:05,  3.54it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.52it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.50it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.48it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.49it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.54it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.54it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.56it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.54it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.52it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.51it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.54it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.55it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.53it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.54it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.51it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.51it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.53it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.53it/s]
100%|██████████| 24/24 [00:06<00:00,  3.52it/s][2025-07-14 09:39:18] dog...PCK-Transfer@0.10: 79.51% | PCK-Transfer@0.05: 63.32% | PCK-Transfer@0.15: 89.88%
+
100%|██████████| 24/24 [00:06<00:00,  3.52it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.53it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.53it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.57it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.63it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.56it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.52it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.49it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.49it/s]
100%|██████████| 9/9 [00:02<00:00,  3.52it/s][2025-07-14 09:39:20] horse...PCK-Transfer@0.10: 84.21% | PCK-Transfer@0.05: 64.92% | PCK-Transfer@0.15: 88.17%
+
100%|██████████| 9/9 [00:02<00:00,  3.53it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.64it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.58it/s]
 11%|█         | 3/27 [00:00<00:06,  3.53it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.51it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.49it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.55it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.52it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.50it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.49it/s]
 41%|████      | 11/27 [00:03<00:04,  3.51it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.51it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.55it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.55it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.56it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.51it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.50it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.51it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.55it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.54it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.55it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.58it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.56it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.59it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.64it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.62it/s]
100%|██████████| 27/27 [00:07<00:00,  3.62it/s][2025-07-14 09:39:28] motorbike...PCK-Transfer@0.10: 86.90% | PCK-Transfer@0.05: 62.25% | PCK-Transfer@0.15: 92.76%
+
100%|██████████| 27/27 [00:07<00:00,  3.55it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.59it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.67it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.68it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.71it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.59it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.58it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.53it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.54it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.52it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.51it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.48it/s]
100%|██████████| 12/12 [00:03<00:00,  3.52it/s][2025-07-14 09:39:31] person...PCK-Transfer@0.10: 62.21% | PCK-Transfer@0.05: 47.89% | PCK-Transfer@0.15: 75.05%
+
100%|██████████| 12/12 [00:03<00:00,  3.56it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.34it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.35it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.40it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.36it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.34it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.38it/s]
100%|██████████| 7/7 [00:02<00:00,  3.41it/s][2025-07-14 09:39:34] pottedplant...PCK-Transfer@0.10: 58.57% | PCK-Transfer@0.05: 37.14% | PCK-Transfer@0.15: 68.10%
+
100%|██████████| 7/7 [00:02<00:00,  3.38it/s]
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+[2025-07-14 09:39:48] Weighted Per image PCK0.10: 77.08%, image PCK0.05: 61.00%, image PCK0.01: 84.69%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_9__t_0.6_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_9__t_0.6_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..646441cf3b31114d78831b255e1de7feafc1df40
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_9__t_0.6_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 09:46:54] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_9__t_0.6_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.5_layer_9', 't_0.6_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.5_layer_9', 't_0.6_layer_12']
+Number of parameters corr net: 120
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+[2025-07-14 09:48:21] Weighted Per image PCK0.10: 70.74%, image PCK0.05: 53.26%, image PCK0.01: 80.96%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_9__t_0.8_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_9__t_0.8_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..1f953e213b94ea95447c3596c29f372b8036deb1
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_9__t_0.8_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 10:01:29] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.5_layer_9__t_0.8_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.5_layer_9', 't_0.8_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.5_layer_9', 't_0.8_layer_13']
+Number of parameters corr net: 120
+
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 47%|████▋     | 14/30 [00:04<00:04,  3.53it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.54it/s]
 53%|█████▎    | 16/30 [00:04<00:03,  3.52it/s]
 57%|█████▋    | 17/30 [00:04<00:03,  3.48it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.48it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.49it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.47it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.46it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.53it/s]
 77%|███████▋  | 23/30 [00:06<00:01,  3.50it/s]
 80%|████████  | 24/30 [00:06<00:01,  3.50it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.37it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.32it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.36it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.32it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.27it/s]
100%|██████████| 30/30 [00:08<00:00,  3.34it/s][2025-07-14 10:01:44] bicycle...PCK-Transfer@0.10: 79.45% | PCK-Transfer@0.05: 67.30% | PCK-Transfer@0.15: 85.52%
+
100%|██████████| 30/30 [00:08<00:00,  3.42it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.28it/s]
 20%|██        | 2/10 [00:00<00:02,  3.24it/s]
 30%|███       | 3/10 [00:00<00:02,  3.33it/s]
 40%|████      | 4/10 [00:01<00:01,  3.16it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.23it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.30it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.39it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.43it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.45it/s]
100%|██████████| 10/10 [00:02<00:00,  3.41it/s][2025-07-14 10:01:47] bird...PCK-Transfer@0.10: 80.00% | PCK-Transfer@0.05: 51.92% | PCK-Transfer@0.15: 90.69%
+
100%|██████████| 10/10 [00:02<00:00,  3.35it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.51it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.59it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.53it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.30it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.27it/s]
100%|██████████| 6/6 [00:01<00:00,  3.37it/s][2025-07-14 10:01:49] boat...PCK-Transfer@0.10: 54.17% | PCK-Transfer@0.05: 38.89% | PCK-Transfer@0.15: 77.78%
+
100%|██████████| 6/6 [00:01<00:00,  3.39it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.45it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.59it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.52it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.50it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.48it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.50it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.61it/s]
100%|██████████| 8/8 [00:02<00:00,  3.57it/s][2025-07-14 10:01:51] bottle...PCK-Transfer@0.10: 57.81% | PCK-Transfer@0.05: 46.88% | PCK-Transfer@0.15: 70.31%
+
100%|██████████| 8/8 [00:02<00:00,  3.54it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.13it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.29it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.39it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.46it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.48it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.39it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.44it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.43it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.38it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.43it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.49it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.50it/s]
 41%|████      | 13/32 [00:03<00:05,  3.49it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.48it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.51it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.50it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.57it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.59it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.60it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.58it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.56it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.54it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.56it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.55it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.52it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.55it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.51it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.52it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.51it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.41it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.38it/s]
100%|██████████| 32/32 [00:09<00:00,  3.34it/s][2025-07-14 10:02:01] bus...PCK-Transfer@0.10: 75.78% | PCK-Transfer@0.05: 62.24% | PCK-Transfer@0.15: 83.18%
+
100%|██████████| 32/32 [00:09<00:00,  3.47it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.46it/s]
 11%|█         | 2/19 [00:00<00:04,  3.52it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.56it/s]
 21%|██        | 4/19 [00:01<00:04,  3.56it/s]
 26%|██▋       | 5/19 [00:01<00:03,  3.54it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.65it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.71it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.65it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.64it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.55it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.55it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.59it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.56it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.54it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.60it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.62it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.63it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.56it/s]
100%|██████████| 19/19 [00:05<00:00,  3.51it/s][2025-07-14 10:02:06] car...PCK-Transfer@0.10: 89.85% | PCK-Transfer@0.05: 79.59% | PCK-Transfer@0.15: 91.66%
+
100%|██████████| 19/19 [00:05<00:00,  3.57it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  2.98it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.31it/s]
 11%|█         | 3/27 [00:00<00:07,  3.43it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.38it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.37it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.38it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.42it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.37it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.42it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.45it/s]
 41%|████      | 11/27 [00:03<00:04,  3.43it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.41it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.50it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.51it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.57it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.61it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.52it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.48it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.56it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.55it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.56it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.52it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.51it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.50it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.49it/s]
100%|██████████| 27/27 [00:07<00:00,  3.49it/s][2025-07-14 10:02:14] cat...PCK-Transfer@0.10: 79.79% | PCK-Transfer@0.05: 63.44% | PCK-Transfer@0.15: 87.14%
+
100%|██████████| 27/27 [00:07<00:00,  3.47it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.42it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.42it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.41it/s]
 31%|███       | 4/13 [00:01<00:02,  3.46it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.53it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.59it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.58it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.56it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.53it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.52it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.51it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.54it/s]
100%|██████████| 13/13 [00:03<00:00,  3.53it/s][2025-07-14 10:02:18] chair...PCK-Transfer@0.10: 48.03% | PCK-Transfer@0.05: 33.10% | PCK-Transfer@0.15: 61.07%
+
100%|██████████| 13/13 [00:03<00:00,  3.52it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.27it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.42it/s]
100%|██████████| 3/3 [00:00<00:00,  3.47it/s][2025-07-14 10:02:18] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.44it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.54it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.43it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.47it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.45it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.49it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.52it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.53it/s]
100%|██████████| 8/8 [00:02<00:00,  3.54it/s][2025-07-14 10:02:21] diningtable...PCK-Transfer@0.10: 56.77% | PCK-Transfer@0.05: 25.52% | PCK-Transfer@0.15: 63.54%
+
100%|██████████| 8/8 [00:02<00:00,  3.51it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.52it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.58it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.62it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.54it/s]
 21%|██        | 5/24 [00:01<00:05,  3.49it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.51it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.51it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.53it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.53it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.53it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.55it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.57it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.55it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.57it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.60it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.61it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.61it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.61it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.62it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.66it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.66it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.64it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.61it/s]
100%|██████████| 24/24 [00:06<00:00,  3.59it/s][2025-07-14 10:02:27] dog...PCK-Transfer@0.10: 69.51% | PCK-Transfer@0.05: 52.66% | PCK-Transfer@0.15: 85.47%
+
100%|██████████| 24/24 [00:06<00:00,  3.58it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.64it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.63it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.60it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.54it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.59it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.63it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.73it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.74it/s]
100%|██████████| 9/9 [00:02<00:00,  3.71it/s][2025-07-14 10:02:30] horse...PCK-Transfer@0.10: 75.63% | PCK-Transfer@0.05: 46.43% | PCK-Transfer@0.15: 79.87%
+
100%|██████████| 9/9 [00:02<00:00,  3.67it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.30it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.54it/s]
 11%|█         | 3/27 [00:00<00:06,  3.57it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.62it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.62it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.70it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.66it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.65it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.67it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.66it/s]
 41%|████      | 11/27 [00:03<00:04,  3.66it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.64it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.64it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.65it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.64it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.65it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.66it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.67it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.66it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.69it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.68it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.63it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.65it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.65it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.61it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.62it/s]
100%|██████████| 27/27 [00:07<00:00,  3.62it/s][2025-07-14 10:02:37] motorbike...PCK-Transfer@0.10: 78.92% | PCK-Transfer@0.05: 55.86% | PCK-Transfer@0.15: 85.88%
+
100%|██████████| 27/27 [00:07<00:00,  3.64it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.41it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.51it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.55it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.56it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.68it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.73it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.76it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.71it/s]
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+[2025-07-14 10:02:56] Weighted Per image PCK0.10: 70.41%, image PCK0.05: 52.32%, image PCK0.01: 80.29%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_10__t_0.6_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_10__t_0.6_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..71dcb2ade270b26c2e8e4fb9c733c9ed53951f68
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_10__t_0.6_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 13:30:50] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_10__t_0.6_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.6_layer_10', 't_0.6_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.6_layer_10', 't_0.6_layer_18']
+Number of parameters corr net: 120
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100%|██████████| 20/20 [00:05<00:00,  3.65it/s][2025-07-14 13:32:12] train...PCK-Transfer@0.10: 64.50% | PCK-Transfer@0.05: 45.25% | PCK-Transfer@0.15: 79.50%
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+
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+[2025-07-14 13:32:16] Weighted Per image PCK0.10: 69.06%, image PCK0.05: 52.26%, image PCK0.01: 78.40%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_11__t_0.7_layer_9.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_11__t_0.7_layer_9.log
new file mode 100644
index 0000000000000000000000000000000000000000..9b806be45cb209b8f34d71c37c619f11f1956fa1
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_11__t_0.7_layer_9.log
@@ -0,0 +1,44 @@
+[2025-07-14 13:50:56] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_11__t_0.7_layer_9', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.6_layer_11', 't_0.7_layer_9'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.6_layer_11', 't_0.7_layer_9']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  3.08it/s][2025-07-14 13:51:03] aeroplane...PCK-Transfer@0.10: 87.74% | PCK-Transfer@0.05: 70.98% | PCK-Transfer@0.15: 93.93%
+
100%|██████████| 15/15 [00:06<00:00,  2.41it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:09,  3.07it/s]
  7%|▋         | 2/30 [00:00<00:09,  2.88it/s]
 10%|█         | 3/30 [00:01<00:09,  2.97it/s]
 13%|█▎        | 4/30 [00:01<00:08,  3.03it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.13it/s]
 20%|██        | 6/30 [00:01<00:07,  3.13it/s]
 23%|██▎       | 7/30 [00:02<00:07,  3.13it/s]
 27%|██▋       | 8/30 [00:02<00:07,  3.08it/s]
 30%|███       | 9/30 [00:02<00:06,  3.13it/s]
 33%|███▎      | 10/30 [00:03<00:06,  3.13it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.18it/s]
 40%|████      | 12/30 [00:03<00:05,  3.21it/s]
 43%|████▎     | 13/30 [00:04<00:05,  3.23it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.23it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.24it/s]
 53%|█████▎    | 16/30 [00:05<00:04,  3.29it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.35it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.34it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.30it/s]
 67%|██████▋   | 20/30 [00:06<00:03,  3.23it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.19it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.16it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.20it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.18it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.19it/s]
 87%|████████▋ | 26/30 [00:08<00:01,  3.21it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.20it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.20it/s]
 97%|█████████▋| 29/30 [00:09<00:00,  3.21it/s]
100%|██████████| 30/30 [00:09<00:00,  3.19it/s][2025-07-14 13:51:13] bicycle...PCK-Transfer@0.10: 89.15% | PCK-Transfer@0.05: 76.09% | PCK-Transfer@0.15: 91.58%
+
100%|██████████| 30/30 [00:09<00:00,  3.18it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.12it/s]
 20%|██        | 2/10 [00:00<00:02,  3.18it/s]
 30%|███       | 3/10 [00:00<00:02,  3.29it/s]
 40%|████      | 4/10 [00:01<00:01,  3.26it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.25it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.31it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.28it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.30it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.28it/s]
100%|██████████| 10/10 [00:03<00:00,  3.32it/s][2025-07-14 13:51:16] bird...PCK-Transfer@0.10: 80.36% | PCK-Transfer@0.05: 57.39% | PCK-Transfer@0.15: 89.31%
+
100%|██████████| 10/10 [00:03<00:00,  3.28it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.21it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.25it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.31it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.37it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.35it/s]
100%|██████████| 6/6 [00:01<00:00,  3.32it/s][2025-07-14 13:51:18] boat...PCK-Transfer@0.10: 68.06% | PCK-Transfer@0.05: 47.22% | PCK-Transfer@0.15: 87.50%
+
100%|██████████| 6/6 [00:01<00:00,  3.32it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.37it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.31it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.24it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.27it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.27it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.29it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.29it/s]
100%|██████████| 8/8 [00:02<00:00,  3.29it/s][2025-07-14 13:51:20] bottle...PCK-Transfer@0.10: 73.44% | PCK-Transfer@0.05: 59.38% | PCK-Transfer@0.15: 85.94%
+
100%|██████████| 8/8 [00:02<00:00,  3.28it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.13it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.22it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.23it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.13it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.19it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.35it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.38it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.49it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.50it/s]
 31%|███▏      | 10/32 [00:03<00:07,  2.89it/s]
 34%|███▍      | 11/32 [00:03<00:07,  2.93it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.06it/s]
 41%|████      | 13/32 [00:04<00:05,  3.21it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.34it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.39it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.43it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.43it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.47it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.49it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.47it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.47it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.44it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.47it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.51it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.55it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.50it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.46it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.44it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.43it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.08it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.24it/s]
100%|██████████| 32/32 [00:09<00:00,  3.35it/s][2025-07-14 13:51:30] bus...PCK-Transfer@0.10: 83.96% | PCK-Transfer@0.05: 75.36% | PCK-Transfer@0.15: 86.30%
+
100%|██████████| 32/32 [00:09<00:00,  3.33it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.45it/s]
 11%|█         | 2/19 [00:00<00:04,  3.44it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.41it/s]
 21%|██        | 4/19 [00:01<00:04,  3.39it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.44it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.38it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.37it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.45it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.47it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.50it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.51it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.46it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.48it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.45it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.44it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.45it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.27it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.36it/s]
100%|██████████| 19/19 [00:05<00:00,  3.35it/s][2025-07-14 13:51:35] car...PCK-Transfer@0.10: 94.80% | PCK-Transfer@0.05: 84.60% | PCK-Transfer@0.15: 96.03%
+
100%|██████████| 19/19 [00:05<00:00,  3.41it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.24it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.38it/s]
 11%|█         | 3/27 [00:00<00:07,  3.33it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.41it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.41it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.39it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.44it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.47it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.44it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.47it/s]
 41%|████      | 11/27 [00:03<00:04,  3.48it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.51it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.47it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.49it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.45it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.45it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.49it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.56it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.57it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.52it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.49it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.48it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.50it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.47it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.41it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.43it/s]
100%|██████████| 27/27 [00:07<00:00,  3.45it/s][2025-07-14 13:51:43] cat...PCK-Transfer@0.10: 86.29% | PCK-Transfer@0.05: 72.92% | PCK-Transfer@0.15: 90.31%
+
100%|██████████| 27/27 [00:07<00:00,  3.46it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.48it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.62it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.56it/s]
 31%|███       | 4/13 [00:01<00:02,  3.47it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.44it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.40it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.44it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.48it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.51it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.55it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.55it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.52it/s]
100%|██████████| 13/13 [00:03<00:00,  3.52it/s][2025-07-14 13:51:47] chair...PCK-Transfer@0.10: 57.99% | PCK-Transfer@0.05: 37.80% | PCK-Transfer@0.15: 67.07%
+
100%|██████████| 13/13 [00:03<00:00,  3.50it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.58it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.53it/s]
100%|██████████| 3/3 [00:00<00:00,  3.49it/s][2025-07-14 13:51:48] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 70.83% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.50it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.48it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.47it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.48it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.56it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.52it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.48it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.47it/s]
100%|██████████| 8/8 [00:02<00:00,  3.49it/s][2025-07-14 13:51:50] diningtable...PCK-Transfer@0.10: 56.25% | PCK-Transfer@0.05: 38.54% | PCK-Transfer@0.15: 68.75%
+
100%|██████████| 8/8 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.39it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.29it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.33it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.46it/s]
 21%|██        | 5/24 [00:01<00:05,  3.39it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.38it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.39it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.41it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.46it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.53it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.41it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.41it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.43it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.43it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.45it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.47it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.48it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.49it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.51it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.49it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.51it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.53it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.51it/s]
100%|██████████| 24/24 [00:06<00:00,  3.50it/s][2025-07-14 13:51:57] dog...PCK-Transfer@0.10: 80.29% | PCK-Transfer@0.05: 61.00% | PCK-Transfer@0.15: 89.26%
+
100%|██████████| 24/24 [00:06<00:00,  3.46it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.50it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.52it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.58it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.64it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.58it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.54it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.49it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.48it/s]
100%|██████████| 9/9 [00:02<00:00,  3.52it/s][2025-07-14 13:52:00] horse...PCK-Transfer@0.10: 84.21% | PCK-Transfer@0.05: 67.70% | PCK-Transfer@0.15: 88.44%
+
100%|██████████| 9/9 [00:02<00:00,  3.53it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.53it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.48it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.51it/s]
 41%|████      | 11/27 [00:03<00:04,  3.51it/s]
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100%|██████████| 7/7 [00:02<00:00,  3.49it/s][2025-07-14 13:52:13] pottedplant...PCK-Transfer@0.10: 58.57% | PCK-Transfer@0.05: 37.14% | PCK-Transfer@0.15: 70.48%
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100%|██████████| 13/13 [00:03<00:00,  3.55it/s][2025-07-14 13:52:17] sofa...PCK-Transfer@0.10: 63.71% | PCK-Transfer@0.05: 45.09% | PCK-Transfer@0.15: 75.64%
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100%|██████████| 20/20 [00:05<00:00,  3.49it/s][2025-07-14 13:52:22] train...PCK-Transfer@0.10: 76.00% | PCK-Transfer@0.05: 52.50% | PCK-Transfer@0.15: 86.00%
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100%|██████████| 15/15 [00:04<00:00,  3.51it/s][2025-07-14 13:52:27] tvmonitor...PCK-Transfer@0.10: 41.11% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 54.44%
+
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+[2025-07-14 13:52:27] Weighted Per image PCK0.10: 78.16%, image PCK0.05: 61.36%, image PCK0.01: 85.28%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_11__t_0.8_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_11__t_0.8_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..df264628c9be31d4897fe1e5626ce43ae48e57d7
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_11__t_0.8_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-14 14:00:19] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_11__t_0.8_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.6_layer_11', 't_0.8_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.6_layer_11', 't_0.8_layer_13']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.49it/s][2025-07-14 14:00:51] bus...PCK-Transfer@0.10: 82.29% | PCK-Transfer@0.05: 71.09% | PCK-Transfer@0.15: 85.52%
+
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100%|██████████| 19/19 [00:05<00:00,  3.44it/s][2025-07-14 14:00:56] car...PCK-Transfer@0.10: 91.14% | PCK-Transfer@0.05: 84.09% | PCK-Transfer@0.15: 93.42%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.50it/s][2025-07-14 14:01:04] cat...PCK-Transfer@0.10: 81.20% | PCK-Transfer@0.05: 68.31% | PCK-Transfer@0.15: 87.66%
+
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+
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100%|██████████| 13/13 [00:03<00:00,  3.47it/s][2025-07-14 14:01:08] chair...PCK-Transfer@0.10: 50.51% | PCK-Transfer@0.05: 33.87% | PCK-Transfer@0.15: 63.40%
+
100%|██████████| 13/13 [00:03<00:00,  3.47it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.46it/s][2025-07-14 14:01:09] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.45it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.49it/s][2025-07-14 14:01:11] diningtable...PCK-Transfer@0.10: 48.44% | PCK-Transfer@0.05: 25.52% | PCK-Transfer@0.15: 61.46%
+
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100%|██████████| 24/24 [00:06<00:00,  3.49it/s][2025-07-14 14:01:18] dog...PCK-Transfer@0.10: 79.10% | PCK-Transfer@0.05: 59.46% | PCK-Transfer@0.15: 88.28%
+
100%|██████████| 24/24 [00:06<00:00,  3.48it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.55it/s][2025-07-14 14:01:21] horse...PCK-Transfer@0.10: 82.22% | PCK-Transfer@0.05: 56.06% | PCK-Transfer@0.15: 87.25%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.44it/s][2025-07-14 14:01:28] motorbike...PCK-Transfer@0.10: 84.59% | PCK-Transfer@0.05: 62.01% | PCK-Transfer@0.15: 91.32%
+
100%|██████████| 27/27 [00:07<00:00,  3.48it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.51it/s][2025-07-14 14:01:32] person...PCK-Transfer@0.10: 66.03% | PCK-Transfer@0.05: 43.83% | PCK-Transfer@0.15: 78.22%
+
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+
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100%|██████████| 7/7 [00:01<00:00,  3.60it/s][2025-07-14 14:01:34] pottedplant...PCK-Transfer@0.10: 46.19% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 65.24%
+
100%|██████████| 7/7 [00:01<00:00,  3.62it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.62it/s][2025-07-14 14:01:34] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.61it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.46it/s][2025-07-14 14:01:38] sofa...PCK-Transfer@0.10: 61.84% | PCK-Transfer@0.05: 40.80% | PCK-Transfer@0.15: 74.10%
+
100%|██████████| 13/13 [00:03<00:00,  3.47it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.60it/s][2025-07-14 14:01:43] train...PCK-Transfer@0.10: 74.00% | PCK-Transfer@0.05: 50.50% | PCK-Transfer@0.15: 84.00%
+
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+
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100%|██████████| 15/15 [00:04<00:00,  3.46it/s][2025-07-14 14:01:48] tvmonitor...PCK-Transfer@0.10: 38.89% | PCK-Transfer@0.05: 26.11% | PCK-Transfer@0.15: 58.33%
+
100%|██████████| 15/15 [00:04<00:00,  3.51it/s]
+[2025-07-14 14:01:48] Weighted Per image PCK0.10: 75.23%, image PCK0.05: 58.38%, image PCK0.01: 83.49%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_12__t_0.7_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_12__t_0.7_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..6527090ac54b4fd4c011feafa89c8be0ab7604bd
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_12__t_0.7_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-14 14:09:37] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_12__t_0.7_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.6_layer_12', 't_0.7_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.6_layer_12', 't_0.7_layer_12']
+Number of parameters corr net: 120
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100%|██████████| 9/9 [00:02<00:00,  3.51it/s][2025-07-14 14:10:39] horse...PCK-Transfer@0.10: 83.28% | PCK-Transfer@0.05: 61.61% | PCK-Transfer@0.15: 87.51%
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100%|██████████| 7/7 [00:02<00:00,  3.42it/s][2025-07-14 14:10:52] pottedplant...PCK-Transfer@0.10: 60.95% | PCK-Transfer@0.05: 37.14% | PCK-Transfer@0.15: 72.86%
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100%|██████████| 15/15 [00:04<00:00,  3.50it/s][2025-07-14 14:11:06] tvmonitor...PCK-Transfer@0.10: 41.11% | PCK-Transfer@0.05: 31.67% | PCK-Transfer@0.15: 57.22%
+
100%|██████████| 15/15 [00:04<00:00,  3.42it/s]
+[2025-07-14 14:11:06] Weighted Per image PCK0.10: 78.15%, image PCK0.05: 62.56%, image PCK0.01: 85.53%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_13__t_0.6_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_13__t_0.6_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..e32d7ade1fe1d54fcfffcd0fd06a269698617a51
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_13__t_0.6_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-14 14:21:58] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_13__t_0.6_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.6_layer_13', 't_0.6_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.6_layer_13', 't_0.6_layer_18']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  3.40it/s][2025-07-14 14:22:05] aeroplane...PCK-Transfer@0.10: 78.23% | PCK-Transfer@0.05: 64.42% | PCK-Transfer@0.15: 83.45%
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 56%|█████▋    | 18/32 [00:05<00:04,  3.30it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.33it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.32it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.32it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.42it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.40it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.36it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.30it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.35it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.31it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.35it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.38it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.36it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.34it/s]
100%|██████████| 32/32 [00:09<00:00,  3.34it/s][2025-07-14 14:22:31] bus...PCK-Transfer@0.10: 75.63% | PCK-Transfer@0.05: 64.43% | PCK-Transfer@0.15: 82.92%
+
100%|██████████| 32/32 [00:09<00:00,  3.28it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.15it/s]
 11%|█         | 2/19 [00:00<00:05,  3.22it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.21it/s]
 21%|██        | 4/19 [00:01<00:04,  3.20it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.26it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.32it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.28it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.27it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.22it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.22it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.25it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.23it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.23it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.30it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.32it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.35it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.31it/s]
100%|██████████| 19/19 [00:05<00:00,  3.27it/s][2025-07-14 14:22:37] car...PCK-Transfer@0.10: 85.98% | PCK-Transfer@0.05: 77.83% | PCK-Transfer@0.15: 89.61%
+
100%|██████████| 19/19 [00:05<00:00,  3.26it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.17it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.27it/s]
 11%|█         | 3/27 [00:00<00:07,  3.31it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.24it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.25it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.26it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.26it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.25it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.27it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.29it/s]
 41%|████      | 11/27 [00:03<00:04,  3.28it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.26it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.31it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.29it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.38it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.41it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.31it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.30it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.27it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.31it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.32it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.34it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.32it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.32it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.29it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.29it/s]
100%|██████████| 27/27 [00:08<00:00,  3.28it/s][2025-07-14 14:22:45] cat...PCK-Transfer@0.10: 81.38% | PCK-Transfer@0.05: 63.69% | PCK-Transfer@0.15: 85.25%
+
100%|██████████| 27/27 [00:08<00:00,  3.29it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.38it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.28it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.17it/s]
 31%|███       | 4/13 [00:01<00:02,  3.17it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.24it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.28it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.28it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.23it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.15it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.17it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.18it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.24it/s]
100%|██████████| 13/13 [00:04<00:00,  3.24it/s][2025-07-14 14:22:49] chair...PCK-Transfer@0.10: 44.42% | PCK-Transfer@0.05: 28.40% | PCK-Transfer@0.15: 50.00%
+
100%|██████████| 13/13 [00:04<00:00,  3.22it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.95it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.14it/s]
100%|██████████| 3/3 [00:00<00:00,  3.15it/s][2025-07-14 14:22:50] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.12it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.06it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.12it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.18it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.19it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.24it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.27it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.30it/s]
100%|██████████| 8/8 [00:02<00:00,  3.29it/s][2025-07-14 14:22:53] diningtable...PCK-Transfer@0.10: 35.42% | PCK-Transfer@0.05: 17.71% | PCK-Transfer@0.15: 55.21%
+
100%|██████████| 8/8 [00:02<00:00,  3.24it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.23it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.25it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.27it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.22it/s]
 21%|██        | 5/24 [00:01<00:05,  3.25it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.26it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.27it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.29it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.29it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.26it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.26it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.26it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.27it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.27it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.29it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.29it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.28it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.30it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.31it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.34it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.32it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.30it/s]
 96%|█████████▌| 23/24 [00:07<00:00,  3.29it/s]
100%|██████████| 24/24 [00:07<00:00,  3.29it/s][2025-07-14 14:23:00] dog...PCK-Transfer@0.10: 70.90% | PCK-Transfer@0.05: 53.45% | PCK-Transfer@0.15: 84.14%
+
100%|██████████| 24/24 [00:07<00:00,  3.28it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.20it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.28it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.23it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.18it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.24it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.27it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.34it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.34it/s]
100%|██████████| 9/9 [00:02<00:00,  3.29it/s][2025-07-14 14:23:03] horse...PCK-Transfer@0.10: 81.01% | PCK-Transfer@0.05: 55.93% | PCK-Transfer@0.15: 89.47%
+
100%|██████████| 9/9 [00:02<00:00,  3.28it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.33it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.31it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.29it/s]
 41%|████      | 11/27 [00:03<00:04,  3.29it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.30it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.31it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.31it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.30it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.33it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.34it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.33it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.31it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.33it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.36it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.35it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.36it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.38it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.36it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.37it/s]
100%|██████████| 27/27 [00:08<00:00,  3.38it/s][2025-07-14 14:23:11] motorbike...PCK-Transfer@0.10: 82.97% | PCK-Transfer@0.05: 61.45% | PCK-Transfer@0.15: 88.14%
+
100%|██████████| 27/27 [00:08<00:00,  3.32it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.43it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.37it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.35it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.32it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.41it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.44it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.49it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.48it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.50it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.48it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.49it/s]
100%|██████████| 12/12 [00:03<00:00,  3.45it/s][2025-07-14 14:23:15] person...PCK-Transfer@0.10: 55.94% | PCK-Transfer@0.05: 38.65% | PCK-Transfer@0.15: 69.62%
+
100%|██████████| 12/12 [00:03<00:00,  3.44it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.52it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.57it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.50it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.52it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.57it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.50it/s]
100%|██████████| 7/7 [00:01<00:00,  3.48it/s][2025-07-14 14:23:17] pottedplant...PCK-Transfer@0.10: 53.81% | PCK-Transfer@0.05: 36.67% | PCK-Transfer@0.15: 73.33%
+
100%|██████████| 7/7 [00:01<00:00,  3.51it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.50it/s][2025-07-14 14:23:17] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.49it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.47it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.47it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.45it/s]
 31%|███       | 4/13 [00:01<00:02,  3.40it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.42it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.43it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.40it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.41it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.41it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.38it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.43it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.36it/s]
100%|██████████| 13/13 [00:03<00:00,  3.33it/s][2025-07-14 14:23:21] sofa...PCK-Transfer@0.10: 55.78% | PCK-Transfer@0.05: 35.53% | PCK-Transfer@0.15: 72.67%
+
100%|██████████| 13/13 [00:03<00:00,  3.39it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
  5%|▌         | 1/20 [00:00<00:05,  3.36it/s]
 10%|█         | 2/20 [00:00<00:05,  3.38it/s]
 15%|█▌        | 3/20 [00:00<00:04,  3.42it/s]
 20%|██        | 4/20 [00:01<00:04,  3.42it/s]
 25%|██▌       | 5/20 [00:01<00:04,  3.45it/s]
 30%|███       | 6/20 [00:01<00:04,  3.41it/s]
 35%|███▌      | 7/20 [00:02<00:03,  3.38it/s]
 40%|████      | 8/20 [00:02<00:03,  3.45it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.47it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.44it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.47it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.45it/s]
 65%|██████▌   | 13/20 [00:03<00:02,  3.48it/s]
 70%|███████   | 14/20 [00:04<00:01,  3.49it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.44it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.49it/s]
 85%|████████▌ | 17/20 [00:04<00:00,  3.42it/s]
 90%|█████████ | 18/20 [00:05<00:00,  3.43it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.41it/s]
100%|██████████| 20/20 [00:05<00:00,  3.44it/s][2025-07-14 14:23:27] train...PCK-Transfer@0.10: 69.50% | PCK-Transfer@0.05: 41.25% | PCK-Transfer@0.15: 77.50%
+
100%|██████████| 20/20 [00:05<00:00,  3.44it/s]
+
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 53%|█████▎    | 8/15 [00:02<00:02,  3.32it/s]
 60%|██████    | 9/15 [00:02<00:01,  3.31it/s]
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+[2025-07-14 14:23:31] Weighted Per image PCK0.10: 70.22%, image PCK0.05: 54.22%, image PCK0.01: 78.80%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_13__t_0.8_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_13__t_0.8_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..113968890ef2e4918222a8e28e42705bdb913545
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_13__t_0.8_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-14 14:34:31] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_13__t_0.8_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.6_layer_13', 't_0.8_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.6_layer_13', 't_0.8_layer_15']
+Number of parameters corr net: 120
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100%|██████████| 24/24 [00:06<00:00,  3.47it/s][2025-07-14 14:35:31] dog...PCK-Transfer@0.10: 80.35% | PCK-Transfer@0.05: 61.13% | PCK-Transfer@0.15: 87.69%
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100%|██████████| 27/27 [00:07<00:00,  3.43it/s][2025-07-14 14:35:42] motorbike...PCK-Transfer@0.10: 85.15% | PCK-Transfer@0.05: 63.16% | PCK-Transfer@0.15: 91.69%
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100%|██████████| 12/12 [00:03<00:00,  3.52it/s][2025-07-14 14:35:45] person...PCK-Transfer@0.10: 63.41% | PCK-Transfer@0.05: 45.29% | PCK-Transfer@0.15: 79.22%
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100%|██████████| 7/7 [00:01<00:00,  3.56it/s][2025-07-14 14:35:47] pottedplant...PCK-Transfer@0.10: 52.86% | PCK-Transfer@0.05: 33.81% | PCK-Transfer@0.15: 71.90%
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100%|██████████| 20/20 [00:05<00:00,  3.57it/s][2025-07-14 14:35:57] train...PCK-Transfer@0.10: 76.75% | PCK-Transfer@0.05: 52.25% | PCK-Transfer@0.15: 83.75%
+
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100%|██████████| 15/15 [00:04<00:00,  3.35it/s][2025-07-14 14:36:01] tvmonitor...PCK-Transfer@0.10: 38.89% | PCK-Transfer@0.05: 28.89% | PCK-Transfer@0.15: 47.22%
+
100%|██████████| 15/15 [00:04<00:00,  3.35it/s]
+[2025-07-14 14:36:01] Weighted Per image PCK0.10: 75.96%, image PCK0.05: 59.15%, image PCK0.01: 83.33%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_13__t_0.8_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_13__t_0.8_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..49120eae2702622039b65872099cf39c04473088
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_13__t_0.8_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 14:34:32] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_13__t_0.8_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.6_layer_13', 't_0.8_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.6_layer_13', 't_0.8_layer_15']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.55it/s][2025-07-14 14:34:38] aeroplane...PCK-Transfer@0.10: 81.00% | PCK-Transfer@0.05: 63.57% | PCK-Transfer@0.15: 87.10%
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100%|██████████| 6/6 [00:01<00:00,  3.68it/s][2025-07-14 14:34:51] boat...PCK-Transfer@0.10: 65.28% | PCK-Transfer@0.05: 37.50% | PCK-Transfer@0.15: 84.72%
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100%|██████████| 8/8 [00:02<00:00,  3.46it/s][2025-07-14 14:34:53] bottle...PCK-Transfer@0.10: 57.81% | PCK-Transfer@0.05: 45.31% | PCK-Transfer@0.15: 68.75%
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+
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 44%|████▍     | 14/32 [00:03<00:04,  3.60it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.64it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.65it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.72it/s]
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 59%|█████▉    | 19/32 [00:05<00:03,  3.69it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.58it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.57it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.66it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.69it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.68it/s]
 78%|███████▊  | 25/32 [00:06<00:01,  3.64it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.69it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.66it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.69it/s]
 91%|█████████ | 29/32 [00:07<00:00,  3.72it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.73it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.67it/s]
100%|██████████| 32/32 [00:08<00:00,  3.64it/s][2025-07-14 14:35:02] bus...PCK-Transfer@0.10: 77.60% | PCK-Transfer@0.05: 68.23% | PCK-Transfer@0.15: 85.62%
+
100%|██████████| 32/32 [00:08<00:00,  3.65it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.52it/s]
 11%|█         | 2/19 [00:00<00:05,  3.28it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.33it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.61it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.70it/s]
 42%|████▏     | 8/19 [00:02<00:02,  3.67it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.68it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.43it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.48it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.58it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.60it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.62it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.73it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.77it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.77it/s]
 95%|█████████▍| 18/19 [00:04<00:00,  3.70it/s]
100%|██████████| 19/19 [00:05<00:00,  3.64it/s][2025-07-14 14:35:07] car...PCK-Transfer@0.10: 89.68% | PCK-Transfer@0.05: 80.20% | PCK-Transfer@0.15: 92.55%
+
100%|██████████| 19/19 [00:05<00:00,  3.59it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.58it/s]
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 11%|█         | 3/27 [00:00<00:07,  3.26it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.38it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.51it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.58it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.63it/s]
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 33%|███▎      | 9/27 [00:02<00:04,  3.72it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.72it/s]
 41%|████      | 11/27 [00:03<00:04,  3.71it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.68it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.80it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.85it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.74it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.69it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.68it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.74it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.74it/s]
 81%|████████▏ | 22/27 [00:05<00:01,  3.77it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.76it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.75it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.75it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.72it/s]
100%|██████████| 27/27 [00:07<00:00,  3.70it/s][2025-07-14 14:35:15] cat...PCK-Transfer@0.10: 84.88% | PCK-Transfer@0.05: 65.72% | PCK-Transfer@0.15: 91.32%
+
100%|██████████| 27/27 [00:07<00:00,  3.68it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.65it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.59it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.48it/s]
 31%|███       | 4/13 [00:01<00:02,  3.45it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.47it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.57it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.29it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.36it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.35it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.39it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.44it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.51it/s]
100%|██████████| 13/13 [00:03<00:00,  3.52it/s][2025-07-14 14:35:18] chair...PCK-Transfer@0.10: 47.69% | PCK-Transfer@0.05: 29.17% | PCK-Transfer@0.15: 60.13%
+
100%|██████████| 13/13 [00:03<00:00,  3.46it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.56it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.60it/s]
100%|██████████| 3/3 [00:00<00:00,  3.60it/s][2025-07-14 14:35:19] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 66.67% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.59it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.29it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.27it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.34it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.42it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.50it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.56it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.54it/s]
100%|██████████| 8/8 [00:02<00:00,  3.51it/s][2025-07-14 14:35:22] diningtable...PCK-Transfer@0.10: 40.10% | PCK-Transfer@0.05: 19.27% | PCK-Transfer@0.15: 53.12%
+
100%|██████████| 8/8 [00:02<00:00,  3.47it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.58it/s]
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 12%|█▎        | 3/24 [00:00<00:06,  3.36it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.36it/s]
 21%|██        | 5/24 [00:01<00:05,  3.38it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.47it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.29it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.31it/s]
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 42%|████▏     | 10/24 [00:02<00:04,  3.25it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.33it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.41it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.48it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.52it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.57it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.60it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.57it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.60it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.54it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.53it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.55it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.57it/s]
100%|██████████| 24/24 [00:06<00:00,  3.59it/s][2025-07-14 14:35:29] dog...PCK-Transfer@0.10: 74.14% | PCK-Transfer@0.05: 53.73% | PCK-Transfer@0.15: 82.51%
+
100%|██████████| 24/24 [00:06<00:00,  3.48it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.61it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.65it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.59it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.68it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.75it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.74it/s]
100%|██████████| 9/9 [00:02<00:00,  3.57it/s][2025-07-14 14:35:31] horse...PCK-Transfer@0.10: 71.38% | PCK-Transfer@0.05: 51.43% | PCK-Transfer@0.15: 83.25%
+
100%|██████████| 9/9 [00:02<00:00,  3.63it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.63it/s]
 41%|████      | 11/27 [00:03<00:04,  3.64it/s]
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 59%|█████▉    | 16/27 [00:04<00:03,  3.53it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.58it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.60it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.61it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.65it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.63it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.60it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.60it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.57it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.54it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.56it/s][2025-07-14 14:35:39] motorbike...PCK-Transfer@0.10: 84.60% | PCK-Transfer@0.05: 61.68% | PCK-Transfer@0.15: 90.45%
+
100%|██████████| 27/27 [00:07<00:00,  3.54it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.54it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.49it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.54it/s]
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 42%|████▏     | 5/12 [00:01<00:01,  3.62it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.53it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.62it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.59it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.66it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.67it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.73it/s]
100%|██████████| 12/12 [00:03<00:00,  3.70it/s][2025-07-14 14:35:42] person...PCK-Transfer@0.10: 60.38% | PCK-Transfer@0.05: 42.35% | PCK-Transfer@0.15: 70.96%
+
100%|██████████| 12/12 [00:03<00:00,  3.63it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.13it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.53it/s]
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 71%|███████▏  | 5/7 [00:01<00:00,  3.52it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.14it/s]
100%|██████████| 7/7 [00:02<00:00,  3.27it/s][2025-07-14 14:35:44] pottedplant...PCK-Transfer@0.10: 55.71% | PCK-Transfer@0.05: 31.43% | PCK-Transfer@0.15: 70.48%
+
100%|██████████| 7/7 [00:02<00:00,  3.32it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.59it/s][2025-07-14 14:35:44] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.58it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.59it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.35it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.45it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.50it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.52it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.26it/s]
100%|██████████| 13/13 [00:03<00:00,  3.32it/s][2025-07-14 14:35:48] sofa...PCK-Transfer@0.10: 53.63% | PCK-Transfer@0.05: 32.80% | PCK-Transfer@0.15: 68.63%
+
100%|██████████| 13/13 [00:03<00:00,  3.35it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 60%|██████    | 12/20 [00:03<00:02,  3.75it/s]
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+[2025-07-14 14:35:58] Weighted Per image PCK0.10: 72.22%, image PCK0.05: 55.06%, image PCK0.01: 81.33%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_15__t_0.7_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_15__t_0.7_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..3576b4059cd0ea9f053f1d4561226abb4d679611
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_15__t_0.7_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-14 14:43:47] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_15__t_0.7_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.6_layer_15', 't_0.7_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.6_layer_15', 't_0.7_layer_15']
+Number of parameters corr net: 120
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+
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+[2025-07-14 14:45:16] Weighted Per image PCK0.10: 75.24%, image PCK0.05: 59.17%, image PCK0.01: 81.94%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_15__t_0.8_layer_10_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_15__t_0.8_layer_10_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..f7c033cc27e9c797cf0f7a8578aedef5d386db89
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_15__t_0.8_layer_10_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 14:47:00] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_15__t_0.8_layer_10_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.6_layer_15', 't_0.8_layer_10'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.6_layer_15', 't_0.8_layer_10']
+Number of parameters corr net: 120
+
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100%|██████████| 6/6 [00:01<00:00,  3.58it/s][2025-07-14 14:47:19] boat...PCK-Transfer@0.10: 61.11% | PCK-Transfer@0.05: 34.72% | PCK-Transfer@0.15: 80.56%
+
100%|██████████| 6/6 [00:01<00:00,  3.65it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.64it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.88it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.83it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.79it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.80it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.79it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.90it/s]
100%|██████████| 8/8 [00:02<00:00,  3.87it/s][2025-07-14 14:47:21] bottle...PCK-Transfer@0.10: 59.38% | PCK-Transfer@0.05: 51.56% | PCK-Transfer@0.15: 73.44%
+
100%|██████████| 8/8 [00:02<00:00,  3.83it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:07,  4.08it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.55it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.61it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.71it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.80it/s]
 19%|█▉        | 6/32 [00:01<00:06,  3.74it/s]
 22%|██▏       | 7/32 [00:01<00:06,  3.73it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.71it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.72it/s]
 31%|███▏      | 10/32 [00:02<00:05,  3.69it/s]
 34%|███▍      | 11/32 [00:02<00:05,  3.79it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.83it/s]
 41%|████      | 13/32 [00:03<00:04,  3.81it/s]
 44%|████▍     | 14/32 [00:03<00:04,  3.79it/s]
 47%|████▋     | 15/32 [00:03<00:04,  3.84it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.86it/s]
 53%|█████▎    | 17/32 [00:04<00:03,  3.94it/s]
 56%|█████▋    | 18/32 [00:04<00:03,  3.95it/s]
 59%|█████▉    | 19/32 [00:04<00:03,  3.94it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.83it/s]
 66%|██████▌   | 21/32 [00:05<00:02,  3.76it/s]
 69%|██████▉   | 22/32 [00:05<00:02,  3.86it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.87it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.81it/s]
 78%|███████▊  | 25/32 [00:06<00:01,  3.75it/s]
 81%|████████▏ | 26/32 [00:06<00:01,  3.82it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.80it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.85it/s]
 91%|█████████ | 29/32 [00:07<00:00,  3.89it/s]
 94%|█████████▍| 30/32 [00:07<00:00,  3.90it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.84it/s]
100%|██████████| 32/32 [00:08<00:00,  3.83it/s][2025-07-14 14:47:30] bus...PCK-Transfer@0.10: 76.82% | PCK-Transfer@0.05: 67.19% | PCK-Transfer@0.15: 81.35%
+
100%|██████████| 32/32 [00:08<00:00,  3.81it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:04,  3.71it/s]
 11%|█         | 2/19 [00:00<00:04,  3.83it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.82it/s]
 21%|██        | 4/19 [00:01<00:03,  3.80it/s]
 26%|██▋       | 5/19 [00:01<00:03,  3.79it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.84it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.76it/s]
 42%|████▏     | 8/19 [00:02<00:02,  3.72it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.76it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.73it/s]
 58%|█████▊    | 11/19 [00:02<00:02,  3.75it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.81it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.81it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.81it/s]
 79%|███████▉  | 15/19 [00:03<00:01,  3.86it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.83it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.80it/s]
 95%|█████████▍| 18/19 [00:04<00:00,  3.76it/s]
100%|██████████| 19/19 [00:05<00:00,  3.70it/s][2025-07-14 14:47:35] car...PCK-Transfer@0.10: 89.26% | PCK-Transfer@0.05: 79.40% | PCK-Transfer@0.15: 91.08%
+
100%|██████████| 19/19 [00:05<00:00,  3.77it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.56it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.72it/s]
 11%|█         | 3/27 [00:00<00:06,  3.85it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.76it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.64it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.66it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.55it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.43it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.52it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.60it/s]
 41%|████      | 11/27 [00:03<00:04,  3.64it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.65it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.75it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.73it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.80it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.84it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.79it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.77it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.78it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.87it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.83it/s]
 81%|████████▏ | 22/27 [00:05<00:01,  3.87it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.82it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.80it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.82it/s]
 96%|█████████▋| 26/27 [00:06<00:00,  3.84it/s]
100%|██████████| 27/27 [00:07<00:00,  3.69it/s][2025-07-14 14:47:42] cat...PCK-Transfer@0.10: 79.60% | PCK-Transfer@0.05: 64.50% | PCK-Transfer@0.15: 87.05%
+
100%|██████████| 27/27 [00:07<00:00,  3.72it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.65it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.35it/s]
 23%|██▎       | 3/13 [00:00<00:03,  2.95it/s]
 31%|███       | 4/13 [00:01<00:02,  3.14it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.12it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.31it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.44it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.49it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.54it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.56it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.56it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.64it/s]
100%|██████████| 13/13 [00:03<00:00,  3.63it/s][2025-07-14 14:47:46] chair...PCK-Transfer@0.10: 41.24% | PCK-Transfer@0.05: 21.73% | PCK-Transfer@0.15: 54.27%
+
100%|██████████| 13/13 [00:03<00:00,  3.45it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.35it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.54it/s]
100%|██████████| 3/3 [00:00<00:00,  3.59it/s][2025-07-14 14:47:47] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 66.67% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.55it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.66it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.65it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.75it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.72it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.78it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.70it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.74it/s]
100%|██████████| 8/8 [00:02<00:00,  3.76it/s][2025-07-14 14:47:49] diningtable...PCK-Transfer@0.10: 43.23% | PCK-Transfer@0.05: 25.52% | PCK-Transfer@0.15: 59.90%
+
100%|██████████| 8/8 [00:02<00:00,  3.74it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.64it/s]
  8%|▊         | 2/24 [00:00<00:05,  3.67it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.71it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.59it/s]
 21%|██        | 5/24 [00:01<00:05,  3.49it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.55it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.59it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.63it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.65it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.61it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.61it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.61it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.65it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.65it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.67it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.70it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.73it/s]
 75%|███████▌  | 18/24 [00:04<00:01,  3.70it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.72it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.75it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.73it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.75it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.76it/s]
100%|██████████| 24/24 [00:06<00:00,  3.74it/s][2025-07-14 14:47:55] dog...PCK-Transfer@0.10: 73.58% | PCK-Transfer@0.05: 53.77% | PCK-Transfer@0.15: 87.93%
+
100%|██████████| 24/24 [00:06<00:00,  3.67it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.36it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.52it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.53it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.53it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.59it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.66it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.75it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.76it/s]
100%|██████████| 9/9 [00:02<00:00,  3.72it/s][2025-07-14 14:47:58] horse...PCK-Transfer@0.10: 79.58% | PCK-Transfer@0.05: 55.13% | PCK-Transfer@0.15: 87.75%
+
100%|██████████| 9/9 [00:02<00:00,  3.65it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.28it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.51it/s]
 11%|█         | 3/27 [00:00<00:06,  3.60it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.64it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.67it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.75it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.70it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.75it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.78it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.77it/s]
 41%|████      | 11/27 [00:02<00:04,  3.78it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.74it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.75it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.76it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.75it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.76it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.78it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.78it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.78it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.82it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.82it/s]
 81%|████████▏ | 22/27 [00:05<00:01,  3.78it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.80it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.81it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.77it/s]
 96%|█████████▋| 26/27 [00:06<00:00,  3.79it/s]
100%|██████████| 27/27 [00:07<00:00,  3.75it/s][2025-07-14 14:48:05] motorbike...PCK-Transfer@0.10: 79.93% | PCK-Transfer@0.05: 57.65% | PCK-Transfer@0.15: 86.62%
+
100%|██████████| 27/27 [00:07<00:00,  3.75it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:02,  3.75it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.65it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.63it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.62it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.69it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.72it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.77it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.77it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.81it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.81it/s]
 92%|█████████▏| 11/12 [00:02<00:00,  3.83it/s]
100%|██████████| 12/12 [00:03<00:00,  3.77it/s][2025-07-14 14:48:08] person...PCK-Transfer@0.10: 59.29% | PCK-Transfer@0.05: 40.26% | PCK-Transfer@0.15: 69.84%
+
100%|██████████| 12/12 [00:03<00:00,  3.75it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.89it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.91it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.85it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.87it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.84it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.74it/s]
100%|██████████| 7/7 [00:01<00:00,  3.76it/s][2025-07-14 14:48:10] pottedplant...PCK-Transfer@0.10: 55.71% | PCK-Transfer@0.05: 29.05% | PCK-Transfer@0.15: 70.48%
+
100%|██████████| 7/7 [00:01<00:00,  3.80it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.86it/s][2025-07-14 14:48:10] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.85it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.77it/s]
 15%|█▌        | 2/13 [00:00<00:02,  3.75it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.72it/s]
 31%|███       | 4/13 [00:01<00:02,  3.68it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.71it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.72it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.72it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.74it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.75it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.74it/s]
 85%|████████▍ | 11/13 [00:02<00:00,  3.79it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.72it/s]
100%|██████████| 13/13 [00:03<00:00,  3.69it/s][2025-07-14 14:48:14] sofa...PCK-Transfer@0.10: 48.82% | PCK-Transfer@0.05: 31.68% | PCK-Transfer@0.15: 64.60%
+
100%|██████████| 13/13 [00:03<00:00,  3.72it/s]
+
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+[2025-07-14 14:48:23] Weighted Per image PCK0.10: 70.35%, image PCK0.05: 53.49%, image PCK0.01: 79.91%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_20__t_0.7_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_20__t_0.7_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..9297582b98531689f49bd5860caa93b8a5caaae9
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_20__t_0.7_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 15:10:15] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_20__t_0.7_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.6_layer_20', 't_0.7_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.6_layer_20', 't_0.7_layer_11']
+Number of parameters corr net: 120
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+
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+[2025-07-14 15:11:41] Weighted Per image PCK0.10: 58.65%, image PCK0.05: 40.60%, image PCK0.01: 69.27%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_5__t_0.8_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_5__t_0.8_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..53f02da5510f7ddb876d3c225afb79bcf4833868
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_5__t_0.8_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-14 13:02:49] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_5__t_0.8_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.6_layer_5', 't_0.8_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.6_layer_5', 't_0.8_layer_10']
+Number of parameters corr net: 120
+
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 30%|███       | 3/10 [00:00<00:02,  3.48it/s]
 40%|████      | 4/10 [00:01<00:01,  3.52it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.55it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.49it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.45it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.42it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.42it/s]
100%|██████████| 10/10 [00:02<00:00,  3.41it/s][2025-07-14 13:03:07] bird...PCK-Transfer@0.10: 83.69% | PCK-Transfer@0.05: 51.28% | PCK-Transfer@0.15: 90.56%
+
100%|██████████| 10/10 [00:02<00:00,  3.46it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.57it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.55it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.56it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.51it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.52it/s]
100%|██████████| 6/6 [00:01<00:00,  3.59it/s][2025-07-14 13:03:09] boat...PCK-Transfer@0.10: 62.50% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 84.72%
+
100%|██████████| 6/6 [00:01<00:00,  3.56it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.50it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.70it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.62it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.57it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.57it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.56it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.64it/s]
100%|██████████| 8/8 [00:02<00:00,  3.62it/s][2025-07-14 13:03:11] bottle...PCK-Transfer@0.10: 71.88% | PCK-Transfer@0.05: 51.56% | PCK-Transfer@0.15: 82.81%
+
100%|██████████| 8/8 [00:02<00:00,  3.61it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.82it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.70it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.56it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.50it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.50it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.41it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.41it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.39it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.40it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.47it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.49it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.50it/s]
 41%|████      | 13/32 [00:03<00:05,  3.42it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.41it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.41it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.42it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.48it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.54it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.57it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.55it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.53it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.57it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.58it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.54it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.51it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.55it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.51it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.55it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.56it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.54it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.49it/s]
100%|██████████| 32/32 [00:09<00:00,  3.46it/s][2025-07-14 13:03:20] bus...PCK-Transfer@0.10: 84.22% | PCK-Transfer@0.05: 70.94% | PCK-Transfer@0.15: 85.26%
+
100%|██████████| 32/32 [00:09<00:00,  3.50it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.31it/s]
 11%|█         | 2/19 [00:00<00:04,  3.47it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.44it/s]
 21%|██        | 4/19 [00:01<00:04,  3.43it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.42it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.53it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.57it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.50it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.49it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.44it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.44it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.49it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.46it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.46it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.52it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.52it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.54it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.52it/s]
100%|██████████| 19/19 [00:05<00:00,  3.49it/s][2025-07-14 13:03:26] car...PCK-Transfer@0.10: 93.18% | PCK-Transfer@0.05: 84.31% | PCK-Transfer@0.15: 95.52%
+
100%|██████████| 19/19 [00:05<00:00,  3.48it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.41it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.51it/s]
 11%|█         | 3/27 [00:00<00:06,  3.53it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.50it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.52it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.53it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.51it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.52it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.56it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.53it/s]
 41%|████      | 11/27 [00:03<00:04,  3.51it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.48it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.54it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.54it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.58it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.61it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.53it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.50it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.50it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.56it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.55it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.54it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.52it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.55it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.51it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.51it/s]
100%|██████████| 27/27 [00:07<00:00,  3.51it/s][2025-07-14 13:03:33] cat...PCK-Transfer@0.10: 80.53% | PCK-Transfer@0.05: 64.55% | PCK-Transfer@0.15: 85.07%
+
100%|██████████| 27/27 [00:07<00:00,  3.52it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.47it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.45it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.46it/s]
 31%|███       | 4/13 [00:01<00:02,  3.49it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.52it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.54it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.55it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.49it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.46it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.45it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.45it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.50it/s]
100%|██████████| 13/13 [00:03<00:00,  3.48it/s][2025-07-14 13:03:37] chair...PCK-Transfer@0.10: 54.81% | PCK-Transfer@0.05: 33.87% | PCK-Transfer@0.15: 63.46%
+
100%|██████████| 13/13 [00:03<00:00,  3.48it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.54it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.49it/s]
100%|██████████| 3/3 [00:00<00:00,  3.51it/s][2025-07-14 13:03:38] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 60.42% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.51it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.50it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.42it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.47it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.44it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.40it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.44it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.44it/s]
100%|██████████| 8/8 [00:02<00:00,  3.45it/s][2025-07-14 13:03:40] diningtable...PCK-Transfer@0.10: 51.04% | PCK-Transfer@0.05: 27.08% | PCK-Transfer@0.15: 67.71%
+
100%|██████████| 8/8 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.46it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.47it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.51it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.44it/s]
 21%|██        | 5/24 [00:01<00:05,  3.46it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.44it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.45it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.43it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.43it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.41it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.42it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.43it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.45it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.42it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.45it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.47it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.46it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.47it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.47it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.51it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.49it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.47it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.46it/s]
100%|██████████| 24/24 [00:06<00:00,  3.43it/s][2025-07-14 13:03:47] dog...PCK-Transfer@0.10: 80.29% | PCK-Transfer@0.05: 62.70% | PCK-Transfer@0.15: 89.32%
+
100%|██████████| 24/24 [00:06<00:00,  3.45it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.49it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.47it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.44it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.41it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.46it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.49it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.56it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.54it/s]
100%|██████████| 9/9 [00:02<00:00,  3.52it/s][2025-07-14 13:03:50] horse...PCK-Transfer@0.10: 81.85% | PCK-Transfer@0.05: 61.90% | PCK-Transfer@0.15: 88.31%
+
100%|██████████| 9/9 [00:02<00:00,  3.50it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.42it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.49it/s]
 11%|█         | 3/27 [00:00<00:06,  3.52it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.54it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.47it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.52it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.49it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.51it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.54it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.46it/s]
 41%|████      | 11/27 [00:03<00:04,  3.45it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.42it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.42it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.43it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.43it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.37it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.39it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.40it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.41it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.45it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.46it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.45it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.47it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.48it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.45it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.40it/s]
100%|██████████| 27/27 [00:07<00:00,  3.38it/s][2025-07-14 13:03:58] motorbike...PCK-Transfer@0.10: 82.91% | PCK-Transfer@0.05: 59.56% | PCK-Transfer@0.15: 90.45%
+
100%|██████████| 27/27 [00:07<00:00,  3.44it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.50it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.42it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.38it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.39it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.48it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.52it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.56it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.55it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.55it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.53it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.52it/s]
100%|██████████| 12/12 [00:03<00:00,  3.49it/s][2025-07-14 13:04:01] person...PCK-Transfer@0.10: 64.60% | PCK-Transfer@0.05: 40.66% | PCK-Transfer@0.15: 78.77%
+
100%|██████████| 12/12 [00:03<00:00,  3.50it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.62it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.60it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.52it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.51it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.59it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.55it/s]
100%|██████████| 7/7 [00:01<00:00,  3.55it/s][2025-07-14 13:04:03] pottedplant...PCK-Transfer@0.10: 49.05% | PCK-Transfer@0.05: 34.76% | PCK-Transfer@0.15: 68.10%
+
100%|██████████| 7/7 [00:01<00:00,  3.55it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.40it/s][2025-07-14 13:04:03] sheep...PCK-Transfer@0.10: 20.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.39it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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+[2025-07-14 13:04:17] Weighted Per image PCK0.10: 75.38%, image PCK0.05: 57.07%, image PCK0.01: 83.35%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_9__t_0.6_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_9__t_0.6_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..9f0f20c0b6925658ae8e3f8bce8e7dd128d1c4ba
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_9__t_0.6_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-14 13:12:11] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.6_layer_9__t_0.6_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.6_layer_9', 't_0.6_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.6_layer_9', 't_0.6_layer_18']
+Number of parameters corr net: 120
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+[2025-07-14 13:13:40] Weighted Per image PCK0.10: 70.02%, image PCK0.05: 53.15%, image PCK0.01: 79.05%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.7_layer_11__t_0.8_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.7_layer_11__t_0.8_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..f69f45786a40a54d9632516deb7e886d45c9898f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.7_layer_11__t_0.8_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 16:03:02] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.7_layer_11__t_0.8_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.7_layer_11', 't_0.8_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.7_layer_11', 't_0.8_layer_9']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.52it/s][2025-07-14 16:03:09] aeroplane...PCK-Transfer@0.10: 81.80% | PCK-Transfer@0.05: 63.21% | PCK-Transfer@0.15: 91.34%
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 67%|██████▋   | 20/30 [00:05<00:02,  3.36it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.31it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.42it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.47it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.55it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.54it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.42it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.52it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.46it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.46it/s]
100%|██████████| 30/30 [00:08<00:00,  3.44it/s][2025-07-14 16:03:18] bicycle...PCK-Transfer@0.10: 81.24% | PCK-Transfer@0.05: 69.42% | PCK-Transfer@0.15: 86.73%
+
100%|██████████| 30/30 [00:08<00:00,  3.42it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.72it/s]
 20%|██        | 2/10 [00:00<00:02,  3.05it/s]
 30%|███       | 3/10 [00:00<00:02,  3.03it/s]
 40%|████      | 4/10 [00:01<00:01,  3.30it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.43it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.37it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.19it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.30it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.34it/s]
100%|██████████| 10/10 [00:03<00:00,  3.43it/s][2025-07-14 16:03:21] bird...PCK-Transfer@0.10: 77.64% | PCK-Transfer@0.05: 51.56% | PCK-Transfer@0.15: 88.19%
+
100%|██████████| 10/10 [00:03<00:00,  3.33it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  4.08it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.62it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.69it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.44it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.44it/s]
100%|██████████| 6/6 [00:01<00:00,  3.57it/s][2025-07-14 16:03:23] boat...PCK-Transfer@0.10: 51.39% | PCK-Transfer@0.05: 38.89% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 6/6 [00:01<00:00,  3.57it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.45it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.28it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.27it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.46it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.50it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.46it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.61it/s]
100%|██████████| 8/8 [00:02<00:00,  3.66it/s][2025-07-14 16:03:25] bottle...PCK-Transfer@0.10: 64.06% | PCK-Transfer@0.05: 51.56% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 8/8 [00:02<00:00,  3.53it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:07,  3.95it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.41it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.32it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.51it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.40it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.49it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.52it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.27it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.33it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.43it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.55it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.32it/s]
 41%|████      | 13/32 [00:03<00:05,  3.41it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.53it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.60it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.45it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.64it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.62it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.54it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.58it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.64it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.69it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.74it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.76it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.75it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.79it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.53it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.62it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.73it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.80it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.59it/s]
100%|██████████| 32/32 [00:08<00:00,  3.63it/s][2025-07-14 16:03:34] bus...PCK-Transfer@0.10: 79.17% | PCK-Transfer@0.05: 63.54% | PCK-Transfer@0.15: 82.92%
+
100%|██████████| 32/32 [00:08<00:00,  3.56it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:04,  3.76it/s]
 11%|█         | 2/19 [00:00<00:05,  2.96it/s]
 16%|█▌        | 3/19 [00:01<00:05,  2.79it/s]
 21%|██        | 4/19 [00:01<00:04,  3.13it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.19it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.31it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.49it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.40it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.51it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.43it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.45it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.54it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.55it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.55it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.60it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.45it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.54it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.51it/s]
100%|██████████| 19/19 [00:05<00:00,  3.51it/s][2025-07-14 16:03:39] car...PCK-Transfer@0.10: 91.02% | PCK-Transfer@0.05: 80.92% | PCK-Transfer@0.15: 92.78%
+
100%|██████████| 19/19 [00:05<00:00,  3.42it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:06,  3.73it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.43it/s]
 11%|█         | 3/27 [00:00<00:07,  3.43it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.52it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.44it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.56it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.31it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.40it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.26it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.22it/s]
 41%|████      | 11/27 [00:03<00:04,  3.35it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.35it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.52it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.59it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.54it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.61it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.54it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.54it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.53it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.60it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.54it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.64it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.52it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.44it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.45it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.51it/s]
100%|██████████| 27/27 [00:07<00:00,  3.50it/s][2025-07-14 16:03:47] cat...PCK-Transfer@0.10: 81.30% | PCK-Transfer@0.05: 67.34% | PCK-Transfer@0.15: 87.58%
+
100%|██████████| 27/27 [00:07<00:00,  3.48it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.79it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.42it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.30it/s]
 31%|███       | 4/13 [00:01<00:02,  3.45it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.49it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.58it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.31it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.21it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.27it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.30it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.43it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.59it/s]
100%|██████████| 13/13 [00:03<00:00,  3.61it/s][2025-07-14 16:03:51] chair...PCK-Transfer@0.10: 49.42% | PCK-Transfer@0.05: 28.85% | PCK-Transfer@0.15: 65.02%
+
100%|██████████| 13/13 [00:03<00:00,  3.45it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.39it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.42it/s]
100%|██████████| 3/3 [00:00<00:00,  3.49it/s][2025-07-14 16:03:52] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.46it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.19it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.36it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.48it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.53it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.66it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.63it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.69it/s]
100%|██████████| 8/8 [00:02<00:00,  3.63it/s][2025-07-14 16:03:54] diningtable...PCK-Transfer@0.10: 51.56% | PCK-Transfer@0.05: 25.52% | PCK-Transfer@0.15: 58.33%
+
100%|██████████| 8/8 [00:02<00:00,  3.58it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.58it/s]
  8%|▊         | 2/24 [00:00<00:05,  3.72it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.68it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.66it/s]
 21%|██        | 5/24 [00:01<00:05,  3.73it/s]
 25%|██▌       | 6/24 [00:01<00:04,  3.65it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.72it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.74it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.63it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.64it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.57it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.60it/s]
 54%|█████▍    | 13/24 [00:03<00:02,  3.68it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.66it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.58it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.62it/s]
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 75%|███████▌  | 18/24 [00:04<00:01,  3.66it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.67it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.70it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.73it/s]
 92%|█████████▏| 22/24 [00:05<00:00,  3.75it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.76it/s]
100%|██████████| 24/24 [00:06<00:00,  3.71it/s][2025-07-14 16:04:01] dog...PCK-Transfer@0.10: 76.64% | PCK-Transfer@0.05: 54.27% | PCK-Transfer@0.15: 89.04%
+
100%|██████████| 24/24 [00:06<00:00,  3.67it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.14it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.42it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.50it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.49it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.64it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.75it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.69it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.71it/s]
100%|██████████| 9/9 [00:02<00:00,  3.70it/s][2025-07-14 16:04:03] horse...PCK-Transfer@0.10: 81.30% | PCK-Transfer@0.05: 51.19% | PCK-Transfer@0.15: 84.74%
+
100%|██████████| 9/9 [00:02<00:00,  3.62it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.51it/s]
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 11%|█         | 3/27 [00:00<00:06,  3.61it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.74it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.91it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.79it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.45it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.60it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.68it/s]
 41%|████      | 11/27 [00:02<00:04,  3.74it/s]
 44%|████▍     | 12/27 [00:03<00:03,  3.76it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.78it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.82it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.84it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.83it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.80it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.80it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.84it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.78it/s]
 81%|████████▏ | 22/27 [00:05<00:01,  3.75it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.75it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.75it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.72it/s]
 96%|█████████▋| 26/27 [00:06<00:00,  3.72it/s]
100%|██████████| 27/27 [00:07<00:00,  3.70it/s][2025-07-14 16:04:10] motorbike...PCK-Transfer@0.10: 79.00% | PCK-Transfer@0.05: 57.55% | PCK-Transfer@0.15: 87.45%
+
100%|██████████| 27/27 [00:07<00:00,  3.73it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.64it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.52it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.55it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.54it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.65it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.65it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.68it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.65it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.67it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.63it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.66it/s]
100%|██████████| 12/12 [00:03<00:00,  3.61it/s][2025-07-14 16:04:14] person...PCK-Transfer@0.10: 58.42% | PCK-Transfer@0.05: 41.16% | PCK-Transfer@0.15: 68.69%
+
100%|██████████| 12/12 [00:03<00:00,  3.62it/s]
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+[2025-07-14 16:04:29] Weighted Per image PCK0.10: 71.83%, image PCK0.05: 53.62%, image PCK0.01: 81.44%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.7_layer_12__t_0.7_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.7_layer_12__t_0.7_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..89c0c7c2d1f04c70910b2fd42ff8046a83eb410a
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.7_layer_12__t_0.7_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 16:12:21] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.7_layer_12__t_0.7_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.7_layer_12', 't_0.7_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.7_layer_12', 't_0.7_layer_20']
+Number of parameters corr net: 120
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+[2025-07-14 16:13:49] Weighted Per image PCK0.10: 71.44%, image PCK0.05: 53.55%, image PCK0.01: 79.13%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.7_layer_13__t_0.8_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.7_layer_13__t_0.8_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..5b26ca2213dd5534271128215a3fb250ada4adbd
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.7_layer_13__t_0.8_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 16:24:54] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.7_layer_13__t_0.8_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.7_layer_13', 't_0.8_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.7_layer_13', 't_0.8_layer_12']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.61it/s][2025-07-14 16:25:00] aeroplane...PCK-Transfer@0.10: 81.54% | PCK-Transfer@0.05: 65.55% | PCK-Transfer@0.15: 90.66%
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 37%|███▋      | 11/30 [00:03<00:05,  3.60it/s]
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 43%|████▎     | 13/30 [00:03<00:04,  3.58it/s]
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 57%|█████▋    | 17/30 [00:04<00:03,  3.63it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.63it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.65it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.66it/s]
 70%|███████   | 21/30 [00:05<00:02,  3.72it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.79it/s]
 77%|███████▋  | 23/30 [00:06<00:01,  3.73it/s]
 80%|████████  | 24/30 [00:06<00:01,  3.78it/s]
 83%|████████▎ | 25/30 [00:06<00:01,  3.75it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.74it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.73it/s]
 93%|█████████▎| 28/30 [00:07<00:00,  3.68it/s]
 97%|█████████▋| 29/30 [00:07<00:00,  3.65it/s]
100%|██████████| 30/30 [00:08<00:00,  3.67it/s][2025-07-14 16:25:08] bicycle...PCK-Transfer@0.10: 83.64% | PCK-Transfer@0.05: 73.33% | PCK-Transfer@0.15: 87.30%
+
100%|██████████| 30/30 [00:08<00:00,  3.64it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.63it/s]
 20%|██        | 2/10 [00:00<00:02,  3.68it/s]
 30%|███       | 3/10 [00:00<00:02,  3.33it/s]
 40%|████      | 4/10 [00:01<00:01,  3.44it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.53it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.54it/s]
 70%|███████   | 7/10 [00:01<00:00,  3.60it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.64it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.66it/s]
100%|██████████| 10/10 [00:02<00:00,  3.67it/s][2025-07-14 16:25:11] bird...PCK-Transfer@0.10: 80.00% | PCK-Transfer@0.05: 52.94% | PCK-Transfer@0.15: 89.44%
+
100%|██████████| 10/10 [00:02<00:00,  3.59it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.55it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.69it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.70it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.64it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.66it/s]
100%|██████████| 6/6 [00:01<00:00,  3.76it/s][2025-07-14 16:25:13] boat...PCK-Transfer@0.10: 59.72% | PCK-Transfer@0.05: 37.50% | PCK-Transfer@0.15: 77.78%
+
100%|██████████| 6/6 [00:01<00:00,  3.70it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.65it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.77it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.74it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.72it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.77it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.77it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.89it/s]
100%|██████████| 8/8 [00:02<00:00,  3.86it/s][2025-07-14 16:25:15] bottle...PCK-Transfer@0.10: 59.38% | PCK-Transfer@0.05: 45.31% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 8/8 [00:02<00:00,  3.81it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 22%|██▏       | 7/32 [00:01<00:06,  3.83it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.73it/s]
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 41%|████      | 13/32 [00:03<00:05,  3.75it/s]
 44%|████▍     | 14/32 [00:03<00:04,  3.72it/s]
 47%|████▋     | 15/32 [00:03<00:04,  3.75it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.76it/s]
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 56%|█████▋    | 18/32 [00:04<00:03,  3.84it/s]
 59%|█████▉    | 19/32 [00:04<00:03,  3.84it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.84it/s]
 66%|██████▌   | 21/32 [00:05<00:02,  3.83it/s]
 69%|██████▉   | 22/32 [00:05<00:02,  3.94it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.94it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.90it/s]
 78%|███████▊  | 25/32 [00:06<00:01,  3.79it/s]
 81%|████████▏ | 26/32 [00:06<00:01,  3.87it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.84it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.82it/s]
 91%|█████████ | 29/32 [00:07<00:00,  3.84it/s]
 94%|█████████▍| 30/32 [00:07<00:00,  3.80it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.75it/s]
100%|██████████| 32/32 [00:08<00:00,  3.75it/s][2025-07-14 16:25:23] bus...PCK-Transfer@0.10: 82.03% | PCK-Transfer@0.05: 66.41% | PCK-Transfer@0.15: 85.52%
+
100%|██████████| 32/32 [00:08<00:00,  3.81it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
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 11%|█         | 2/19 [00:00<00:05,  3.37it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.68it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.78it/s]
 42%|████▏     | 8/19 [00:02<00:02,  3.74it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.79it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.75it/s]
 58%|█████▊    | 11/19 [00:02<00:02,  3.77it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.83it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.75it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.72it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.82it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.86it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.91it/s]
 95%|█████████▍| 18/19 [00:04<00:00,  3.87it/s]
100%|██████████| 19/19 [00:05<00:00,  3.77it/s][2025-07-14 16:25:28] car...PCK-Transfer@0.10: 91.02% | PCK-Transfer@0.05: 81.21% | PCK-Transfer@0.15: 92.78%
+
100%|██████████| 19/19 [00:05<00:00,  3.73it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 74%|███████▍  | 20/27 [00:05<00:01,  3.66it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.68it/s]
 81%|████████▏ | 22/27 [00:05<00:01,  3.69it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.62it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.64it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.61it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.60it/s]
100%|██████████| 27/27 [00:07<00:00,  3.49it/s][2025-07-14 16:25:36] cat...PCK-Transfer@0.10: 81.98% | PCK-Transfer@0.05: 64.94% | PCK-Transfer@0.15: 87.55%
+
100%|██████████| 27/27 [00:07<00:00,  3.64it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.72it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.08it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.30it/s]
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 38%|███▊      | 5/13 [00:01<00:02,  3.55it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.61it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.65it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.62it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.61it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.61it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.61it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.68it/s]
100%|██████████| 13/13 [00:03<00:00,  3.69it/s][2025-07-14 16:25:39] chair...PCK-Transfer@0.10: 49.91% | PCK-Transfer@0.05: 31.92% | PCK-Transfer@0.15: 62.71%
+
100%|██████████| 13/13 [00:03<00:00,  3.55it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.08it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.40it/s]
100%|██████████| 3/3 [00:00<00:00,  3.60it/s][2025-07-14 16:25:40] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.50it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.70it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.68it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.74it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.70it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.70it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.70it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.73it/s]
100%|██████████| 8/8 [00:02<00:00,  3.69it/s][2025-07-14 16:25:42] diningtable...PCK-Transfer@0.10: 54.69% | PCK-Transfer@0.05: 18.23% | PCK-Transfer@0.15: 67.71%
+
100%|██████████| 8/8 [00:02<00:00,  3.70it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
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 25%|██▌       | 6/24 [00:01<00:04,  3.68it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.69it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.63it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.64it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.67it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.71it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.70it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.69it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.68it/s]
100%|██████████| 24/24 [00:06<00:00,  3.66it/s][2025-07-14 16:25:49] dog...PCK-Transfer@0.10: 74.89% | PCK-Transfer@0.05: 55.99% | PCK-Transfer@0.15: 86.36%
+
100%|██████████| 24/24 [00:06<00:00,  3.66it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.30it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.47it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.52it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.60it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.66it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.76it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.77it/s]
100%|██████████| 9/9 [00:02<00:00,  3.72it/s][2025-07-14 16:25:51] horse...PCK-Transfer@0.10: 84.21% | PCK-Transfer@0.05: 58.57% | PCK-Transfer@0.15: 85.79%
+
100%|██████████| 9/9 [00:02<00:00,  3.65it/s]
+
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 22%|██▏       | 6/27 [00:01<00:05,  3.78it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.76it/s]
 41%|████      | 11/27 [00:02<00:04,  3.75it/s]
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 48%|████▊     | 13/27 [00:03<00:03,  3.72it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.74it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.74it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.75it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.77it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.75it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.72it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.75it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.75it/s]
 81%|████████▏ | 22/27 [00:05<00:01,  3.70it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.71it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.70it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.66it/s]
 96%|█████████▋| 26/27 [00:06<00:00,  3.66it/s]
100%|██████████| 27/27 [00:07<00:00,  3.67it/s][2025-07-14 16:25:59] motorbike...PCK-Transfer@0.10: 80.11% | PCK-Transfer@0.05: 59.69% | PCK-Transfer@0.15: 87.53%
+
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+
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+[2025-07-14 16:26:17] Weighted Per image PCK0.10: 73.48%, image PCK0.05: 55.14%, image PCK0.01: 82.30%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.7_layer_18__t_0.8_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.7_layer_18__t_0.8_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..354d1ceab94e5a8d46d3da85d27fe3a9d53f0008
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.7_layer_18__t_0.8_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 16:40:30] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.7_layer_18__t_0.8_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.7_layer_18', 't_0.8_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.7_layer_18', 't_0.8_layer_11']
+Number of parameters corr net: 120
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100%|██████████| 20/20 [00:05<00:00,  3.52it/s][2025-07-14 16:41:52] train...PCK-Transfer@0.10: 73.75% | PCK-Transfer@0.05: 44.25% | PCK-Transfer@0.15: 80.75%
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100%|██████████| 15/15 [00:04<00:00,  3.68it/s][2025-07-14 16:41:56] tvmonitor...PCK-Transfer@0.10: 40.56% | PCK-Transfer@0.05: 29.44% | PCK-Transfer@0.15: 50.56%
+
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+[2025-07-14 16:41:56] Weighted Per image PCK0.10: 69.55%, image PCK0.05: 51.22%, image PCK0.01: 78.10%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.7_layer_20__t_0.8_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.7_layer_20__t_0.8_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..2a30f100c386dee0fd13da9efac0c28fe40a3ff3
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.7_layer_20__t_0.8_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-14 16:51:24] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.7_layer_20__t_0.8_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.7_layer_20', 't_0.8_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.7_layer_20', 't_0.8_layer_20']
+Number of parameters corr net: 120
+
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 27%|██▋       | 4/15 [00:02<00:05,  2.01it/s]
 33%|███▎      | 5/15 [00:02<00:04,  2.17it/s]
 40%|████      | 6/15 [00:03<00:03,  2.25it/s]
 47%|████▋     | 7/15 [00:03<00:03,  2.50it/s]
 53%|█████▎    | 8/15 [00:04<00:02,  2.70it/s]
 60%|██████    | 9/15 [00:04<00:02,  2.87it/s]
 67%|██████▋   | 10/15 [00:04<00:01,  3.03it/s]
 73%|███████▎  | 11/15 [00:04<00:01,  3.18it/s]
 80%|████████  | 12/15 [00:05<00:00,  3.33it/s]
 87%|████████▋ | 13/15 [00:05<00:00,  3.39it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.38it/s]
100%|██████████| 15/15 [00:06<00:00,  3.40it/s][2025-07-14 16:51:31] aeroplane...PCK-Transfer@0.10: 70.06% | PCK-Transfer@0.05: 50.77% | PCK-Transfer@0.15: 81.14%
+
100%|██████████| 15/15 [00:06<00:00,  2.49it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:08,  3.43it/s]
  7%|▋         | 2/30 [00:00<00:08,  3.23it/s]
 10%|█         | 3/30 [00:00<00:08,  3.11it/s]
 13%|█▎        | 4/30 [00:01<00:08,  3.14it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.24it/s]
 20%|██        | 6/30 [00:01<00:07,  3.27it/s]
 23%|██▎       | 7/30 [00:02<00:07,  3.27it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.19it/s]
 30%|███       | 9/30 [00:02<00:06,  3.15it/s]
 33%|███▎      | 10/30 [00:03<00:06,  3.13it/s]
 37%|███▋      | 11/30 [00:03<00:06,  3.16it/s]
 40%|████      | 12/30 [00:03<00:05,  3.20it/s]
 43%|████▎     | 13/30 [00:04<00:05,  3.21it/s]
 47%|████▋     | 14/30 [00:04<00:05,  3.18it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.20it/s]
 53%|█████▎    | 16/30 [00:05<00:04,  3.18it/s]
 57%|█████▋    | 17/30 [00:05<00:04,  3.19it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.15it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.11it/s]
 67%|██████▋   | 20/30 [00:06<00:03,  3.08it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.06it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.05it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.11it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.07it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.12it/s]
 87%|████████▋ | 26/30 [00:08<00:01,  3.14it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.19it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.26it/s]
 97%|█████████▋| 29/30 [00:09<00:00,  3.27it/s]
100%|██████████| 30/30 [00:09<00:00,  3.31it/s][2025-07-14 16:51:40] bicycle...PCK-Transfer@0.10: 74.91% | PCK-Transfer@0.05: 63.39% | PCK-Transfer@0.15: 80.97%
+
100%|██████████| 30/30 [00:09<00:00,  3.18it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.46it/s]
 20%|██        | 2/10 [00:00<00:02,  3.22it/s]
 30%|███       | 3/10 [00:00<00:02,  3.28it/s]
 40%|████      | 4/10 [00:01<00:01,  3.27it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.20it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.26it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.27it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.27it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.27it/s]
100%|██████████| 10/10 [00:03<00:00,  3.35it/s][2025-07-14 16:51:43] bird...PCK-Transfer@0.10: 66.92% | PCK-Transfer@0.05: 47.42% | PCK-Transfer@0.15: 82.94%
+
100%|██████████| 10/10 [00:03<00:00,  3.29it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.05it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.13it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.21it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.27it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.33it/s]
100%|██████████| 6/6 [00:01<00:00,  3.30it/s][2025-07-14 16:51:45] boat...PCK-Transfer@0.10: 44.44% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 65.28%
+
100%|██████████| 6/6 [00:01<00:00,  3.26it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.28it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.31it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.28it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.09it/s]
 62%|██████▎   | 5/8 [00:01<00:01,  2.87it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.08it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.11it/s]
100%|██████████| 8/8 [00:02<00:00,  3.06it/s][2025-07-14 16:51:48] bottle...PCK-Transfer@0.10: 37.50% | PCK-Transfer@0.05: 17.19% | PCK-Transfer@0.15: 42.19%
+
100%|██████████| 8/8 [00:02<00:00,  3.09it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  2.84it/s]
  6%|▋         | 2/32 [00:00<00:10,  2.99it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.10it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.12it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.19it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.30it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.32it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.37it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.40it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.33it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.35it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.36it/s]
 41%|████      | 13/32 [00:03<00:05,  3.40it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.45it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.43it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.45it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.41it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.42it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.42it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.45it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.47it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.42it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.42it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.48it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.50it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.46it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.47it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.46it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.45it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.45it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.52it/s]
100%|██████████| 32/32 [00:09<00:00,  3.55it/s][2025-07-14 16:51:57] bus...PCK-Transfer@0.10: 68.59% | PCK-Transfer@0.05: 49.58% | PCK-Transfer@0.15: 76.15%
+
100%|██████████| 32/32 [00:09<00:00,  3.40it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.47it/s]
 11%|█         | 2/19 [00:00<00:04,  3.45it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.44it/s]
 21%|██        | 4/19 [00:01<00:04,  3.45it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.45it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.40it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.37it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.41it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.40it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.44it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.45it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.41it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.44it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.44it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.38it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.36it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.35it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.42it/s]
100%|██████████| 19/19 [00:05<00:00,  3.48it/s][2025-07-14 16:52:03] car...PCK-Transfer@0.10: 75.59% | PCK-Transfer@0.05: 62.82% | PCK-Transfer@0.15: 82.29%
+
100%|██████████| 19/19 [00:05<00:00,  3.42it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.46it/s]
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 11%|█         | 3/27 [00:00<00:07,  3.35it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.41it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.37it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.35it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.39it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.40it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.38it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.38it/s]
 41%|████      | 11/27 [00:03<00:04,  3.41it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.44it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.40it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.42it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.38it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.38it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.37it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.42it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.43it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.41it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.39it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.38it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.39it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.39it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.40it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.38it/s]
100%|██████████| 27/27 [00:07<00:00,  3.37it/s][2025-07-14 16:52:11] cat...PCK-Transfer@0.10: 69.50% | PCK-Transfer@0.05: 54.25% | PCK-Transfer@0.15: 76.92%
+
100%|██████████| 27/27 [00:07<00:00,  3.39it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.33it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.53it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.52it/s]
 31%|███       | 4/13 [00:01<00:02,  3.48it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.46it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.45it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.44it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.46it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.46it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.46it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.45it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.43it/s]
100%|██████████| 13/13 [00:03<00:00,  3.44it/s][2025-07-14 16:52:14] chair...PCK-Transfer@0.10: 32.82% | PCK-Transfer@0.05: 19.79% | PCK-Transfer@0.15: 40.56%
+
100%|██████████| 13/13 [00:03<00:00,  3.45it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.48it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.53it/s]
100%|██████████| 3/3 [00:00<00:00,  3.50it/s][2025-07-14 16:52:15] cow...PCK-Transfer@0.10: 81.25% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 3/3 [00:00<00:00,  3.50it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.42it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.50it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.43it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.54it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.49it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.46it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.45it/s]
100%|██████████| 8/8 [00:02<00:00,  3.50it/s][2025-07-14 16:52:17] diningtable...PCK-Transfer@0.10: 28.13% | PCK-Transfer@0.05: 11.98% | PCK-Transfer@0.15: 35.94%
+
100%|██████████| 8/8 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.38it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.37it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.31it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.33it/s]
 21%|██        | 5/24 [00:01<00:05,  3.33it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.38it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.39it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.40it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.38it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.32it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.34it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.36it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.41it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.40it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.37it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.40it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.39it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.36it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.40it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.39it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.33it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.35it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.39it/s]
100%|██████████| 24/24 [00:07<00:00,  3.39it/s][2025-07-14 16:52:25] dog...PCK-Transfer@0.10: 60.05% | PCK-Transfer@0.05: 42.44% | PCK-Transfer@0.15: 70.90%
+
100%|██████████| 24/24 [00:07<00:00,  3.37it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.37it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.46it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.49it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.59it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.53it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.51it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.45it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.42it/s]
100%|██████████| 9/9 [00:02<00:00,  3.37it/s][2025-07-14 16:52:27] horse...PCK-Transfer@0.10: 70.71% | PCK-Transfer@0.05: 45.08% | PCK-Transfer@0.15: 82.46%
+
100%|██████████| 9/9 [00:02<00:00,  3.44it/s]
+
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 41%|████      | 11/27 [00:03<00:04,  3.42it/s]
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100%|██████████| 7/7 [00:02<00:00,  3.45it/s][2025-07-14 16:52:40] pottedplant...PCK-Transfer@0.10: 56.19% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 60.95%
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100%|██████████| 15/15 [00:04<00:00,  3.49it/s][2025-07-14 16:52:55] tvmonitor...PCK-Transfer@0.10: 28.33% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 36.11%
+
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+[2025-07-14 16:52:55] Weighted Per image PCK0.10: 60.95%, image PCK0.05: 43.41%, image PCK0.01: 70.05%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.7_layer_5__t_0.7_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.7_layer_5__t_0.7_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..f39a6cbcfdf84625777636cb5c3e8da05c543102
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.7_layer_5__t_0.7_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 15:22:39] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.7_layer_5__t_0.7_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.7_layer_5', 't_0.7_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.7_layer_5', 't_0.7_layer_11']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:08<00:00,  3.68it/s][2025-07-14 15:23:09] bus...PCK-Transfer@0.10: 69.01% | PCK-Transfer@0.05: 47.14% | PCK-Transfer@0.15: 79.01%
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100%|██████████| 19/19 [00:05<00:00,  3.59it/s][2025-07-14 15:23:14] car...PCK-Transfer@0.10: 87.79% | PCK-Transfer@0.05: 73.84% | PCK-Transfer@0.15: 91.29%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.72it/s][2025-07-14 15:23:21] cat...PCK-Transfer@0.10: 74.45% | PCK-Transfer@0.05: 57.98% | PCK-Transfer@0.15: 81.79%
+
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+
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100%|██████████| 13/13 [00:03<00:00,  3.61it/s][2025-07-14 15:23:25] chair...PCK-Transfer@0.10: 43.48% | PCK-Transfer@0.05: 24.81% | PCK-Transfer@0.15: 59.10%
+
100%|██████████| 13/13 [00:03<00:00,  3.57it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.63it/s][2025-07-14 15:23:26] cow...PCK-Transfer@0.10: 72.92% | PCK-Transfer@0.05: 47.92% | PCK-Transfer@0.15: 87.50%
+
100%|██████████| 3/3 [00:00<00:00,  3.64it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.59it/s][2025-07-14 15:23:28] diningtable...PCK-Transfer@0.10: 46.35% | PCK-Transfer@0.05: 19.27% | PCK-Transfer@0.15: 58.33%
+
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+
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100%|██████████| 24/24 [00:06<00:00,  3.59it/s][2025-07-14 15:23:35] dog...PCK-Transfer@0.10: 65.35% | PCK-Transfer@0.05: 44.46% | PCK-Transfer@0.15: 84.45%
+
100%|██████████| 24/24 [00:06<00:00,  3.61it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.70it/s][2025-07-14 15:23:37] horse...PCK-Transfer@0.10: 76.01% | PCK-Transfer@0.05: 40.87% | PCK-Transfer@0.15: 83.15%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.64it/s][2025-07-14 15:23:45] motorbike...PCK-Transfer@0.10: 73.41% | PCK-Transfer@0.05: 47.11% | PCK-Transfer@0.15: 86.01%
+
100%|██████████| 27/27 [00:07<00:00,  3.67it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.64it/s][2025-07-14 15:23:48] person...PCK-Transfer@0.10: 50.39% | PCK-Transfer@0.05: 34.68% | PCK-Transfer@0.15: 66.36%
+
100%|██████████| 12/12 [00:03<00:00,  3.65it/s]
+
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100%|██████████| 7/7 [00:01<00:00,  3.73it/s][2025-07-14 15:23:50] pottedplant...PCK-Transfer@0.10: 36.19% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 68.57%
+
100%|██████████| 7/7 [00:01<00:00,  3.76it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.78it/s][2025-07-14 15:23:50] sheep...PCK-Transfer@0.10: 20.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.77it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.62it/s][2025-07-14 15:23:54] sofa...PCK-Transfer@0.10: 45.25% | PCK-Transfer@0.05: 21.26% | PCK-Transfer@0.15: 66.24%
+
100%|██████████| 13/13 [00:03<00:00,  3.65it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.75it/s][2025-07-14 15:23:59] train...PCK-Transfer@0.10: 65.75% | PCK-Transfer@0.05: 42.25% | PCK-Transfer@0.15: 81.00%
+
100%|██████████| 20/20 [00:05<00:00,  3.75it/s]
+
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100%|██████████| 15/15 [00:04<00:00,  3.67it/s][2025-07-14 15:24:03] tvmonitor...PCK-Transfer@0.10: 42.22% | PCK-Transfer@0.05: 24.44% | PCK-Transfer@0.15: 58.89%
+
100%|██████████| 15/15 [00:04<00:00,  3.66it/s]
+[2025-07-14 15:24:03] Weighted Per image PCK0.10: 65.23%, image PCK0.05: 45.63%, image PCK0.01: 78.10%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.7_layer_5__t_0.7_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.7_layer_5__t_0.7_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..53efd78f7e76e701878fff42064a305e1e51f2a6
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.7_layer_5__t_0.7_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-14 15:25:42] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.7_layer_5__t_0.7_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.7_layer_5', 't_0.7_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.7_layer_5', 't_0.7_layer_15']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:01<00:00,  3.50it/s][2025-07-14 15:26:58] pottedplant...PCK-Transfer@0.10: 55.71% | PCK-Transfer@0.05: 29.05% | PCK-Transfer@0.15: 70.00%
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100%|██████████| 15/15 [00:04<00:00,  3.39it/s][2025-07-14 15:27:12] tvmonitor...PCK-Transfer@0.10: 42.22% | PCK-Transfer@0.05: 29.44% | PCK-Transfer@0.15: 53.89%
+
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+[2025-07-14 15:27:12] Weighted Per image PCK0.10: 72.37%, image PCK0.05: 54.02%, image PCK0.01: 80.92%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.7_layer_5__t_0.8_layer_10_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.7_layer_5__t_0.8_layer_10_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..1719be765f08a6268250a9f76e4022f62769ebbc
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.7_layer_5__t_0.8_layer_10_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 15:28:51] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.7_layer_5__t_0.8_layer_10_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.7_layer_5', 't_0.8_layer_10'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.7_layer_5', 't_0.8_layer_10']
+Number of parameters corr net: 120
+
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 53%|█████▎    | 17/32 [00:04<00:04,  3.52it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.55it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.58it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.52it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.50it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.56it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.58it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.57it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.54it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.59it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.57it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.61it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.60it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.61it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.54it/s]
100%|██████████| 32/32 [00:09<00:00,  3.54it/s][2025-07-14 15:29:22] bus...PCK-Transfer@0.10: 69.01% | PCK-Transfer@0.05: 48.18% | PCK-Transfer@0.15: 82.24%
+
100%|██████████| 32/32 [00:09<00:00,  3.49it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:07,  2.42it/s]
 11%|█         | 2/19 [00:00<00:05,  2.96it/s]
 16%|█▌        | 3/19 [00:00<00:05,  3.15it/s]
 21%|██        | 4/19 [00:01<00:04,  3.21it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.39it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.37it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.23it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.33it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.22it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.29it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.37it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.40it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.43it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.32it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.41it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.46it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.46it/s]
100%|██████████| 19/19 [00:05<00:00,  3.42it/s][2025-07-14 15:29:28] car...PCK-Transfer@0.10: 86.98% | PCK-Transfer@0.05: 72.73% | PCK-Transfer@0.15: 89.43%
+
100%|██████████| 19/19 [00:05<00:00,  3.32it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.43it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.55it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.48it/s]
 41%|████      | 11/27 [00:03<00:04,  3.50it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.51it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.68it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.55it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.54it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.51it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.50it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.60it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.63it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.68it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.68it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.66it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.62it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.61it/s]
100%|██████████| 27/27 [00:07<00:00,  3.59it/s][2025-07-14 15:29:36] cat...PCK-Transfer@0.10: 72.38% | PCK-Transfer@0.05: 53.75% | PCK-Transfer@0.15: 81.17%
+
100%|██████████| 27/27 [00:07<00:00,  3.56it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.15it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.29it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.39it/s]
 31%|███       | 4/13 [00:01<00:02,  3.49it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.52it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.58it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.61it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.59it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.59it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.57it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.57it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.63it/s]
100%|██████████| 13/13 [00:03<00:00,  3.60it/s][2025-07-14 15:29:39] chair...PCK-Transfer@0.10: 47.16% | PCK-Transfer@0.05: 24.38% | PCK-Transfer@0.15: 59.10%
+
100%|██████████| 13/13 [00:03<00:00,  3.55it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.55it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.59it/s]
100%|██████████| 3/3 [00:00<00:00,  3.61it/s][2025-07-14 15:29:40] cow...PCK-Transfer@0.10: 75.00% | PCK-Transfer@0.05: 37.50% | PCK-Transfer@0.15: 89.58%
+
100%|██████████| 3/3 [00:00<00:00,  3.60it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.38it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.45it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.56it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.55it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.61it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.65it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.68it/s]
100%|██████████| 8/8 [00:02<00:00,  3.66it/s][2025-07-14 15:29:42] diningtable...PCK-Transfer@0.10: 49.48% | PCK-Transfer@0.05: 22.40% | PCK-Transfer@0.15: 58.33%
+
100%|██████████| 8/8 [00:02<00:00,  3.61it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.60it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.61it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.67it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.42it/s]
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 25%|██▌       | 6/24 [00:01<00:05,  3.54it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.53it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.54it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.56it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.58it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.63it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.65it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.70it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.69it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.66it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.65it/s]
100%|██████████| 24/24 [00:06<00:00,  3.64it/s][2025-07-14 15:29:49] dog...PCK-Transfer@0.10: 63.72% | PCK-Transfer@0.05: 44.98% | PCK-Transfer@0.15: 81.30%
+
100%|██████████| 24/24 [00:06<00:00,  3.60it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.64it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.63it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.64it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.72it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.71it/s]
100%|██████████| 9/9 [00:02<00:00,  3.68it/s][2025-07-14 15:29:51] horse...PCK-Transfer@0.10: 72.86% | PCK-Transfer@0.05: 39.29% | PCK-Transfer@0.15: 80.37%
+
100%|██████████| 9/9 [00:02<00:00,  3.65it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.74it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.67it/s]
 41%|████      | 11/27 [00:03<00:04,  3.62it/s]
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 63%|██████▎   | 17/27 [00:04<00:02,  3.67it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.66it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.62it/s]
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 81%|████████▏ | 22/27 [00:06<00:01,  3.56it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.55it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.60it/s][2025-07-14 15:29:59] motorbike...PCK-Transfer@0.10: 69.07% | PCK-Transfer@0.05: 42.36% | PCK-Transfer@0.15: 81.68%
+
100%|██████████| 27/27 [00:07<00:00,  3.62it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.33it/s]
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 25%|██▌       | 3/12 [00:00<00:02,  3.51it/s]
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 42%|████▏     | 5/12 [00:01<00:01,  3.64it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.68it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.73it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.71it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.73it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.70it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.72it/s]
100%|██████████| 12/12 [00:03<00:00,  3.67it/s][2025-07-14 15:30:02] person...PCK-Transfer@0.10: 51.55% | PCK-Transfer@0.05: 34.34% | PCK-Transfer@0.15: 64.97%
+
100%|██████████| 12/12 [00:03<00:00,  3.65it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.79it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.84it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.78it/s]
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 71%|███████▏  | 5/7 [00:01<00:00,  3.85it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.77it/s]
100%|██████████| 7/7 [00:01<00:00,  3.76it/s][2025-07-14 15:30:04] pottedplant...PCK-Transfer@0.10: 36.19% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 66.19%
+
100%|██████████| 7/7 [00:01<00:00,  3.78it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.75it/s][2025-07-14 15:30:04] sheep...PCK-Transfer@0.10: 20.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 20.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.74it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.72it/s]
 15%|█▌        | 2/13 [00:00<00:02,  3.73it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.67it/s]
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 77%|███████▋  | 10/13 [00:02<00:00,  3.66it/s]
 85%|████████▍ | 11/13 [00:02<00:00,  3.70it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.65it/s]
100%|██████████| 13/13 [00:03<00:00,  3.62it/s][2025-07-14 15:30:08] sofa...PCK-Transfer@0.10: 44.98% | PCK-Transfer@0.05: 23.90% | PCK-Transfer@0.15: 63.55%
+
100%|██████████| 13/13 [00:03<00:00,  3.66it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 15%|█▌        | 3/20 [00:00<00:04,  3.76it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.78it/s]
 45%|████▌     | 9/20 [00:02<00:02,  3.80it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.75it/s]
 55%|█████▌    | 11/20 [00:02<00:02,  3.81it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.77it/s]
 65%|██████▌   | 13/20 [00:03<00:01,  3.80it/s]
 70%|███████   | 14/20 [00:03<00:01,  3.81it/s]
 75%|███████▌  | 15/20 [00:03<00:01,  3.79it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.83it/s]
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 90%|█████████ | 18/20 [00:04<00:00,  3.80it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.76it/s]
100%|██████████| 20/20 [00:05<00:00,  3.84it/s][2025-07-14 15:30:13] train...PCK-Transfer@0.10: 62.75% | PCK-Transfer@0.05: 41.25% | PCK-Transfer@0.15: 82.00%
+
100%|██████████| 20/20 [00:05<00:00,  3.79it/s]
+
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+[2025-07-14 15:30:17] Weighted Per image PCK0.10: 64.23%, image PCK0.05: 44.30%, image PCK0.01: 77.17%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.8_layer_10__t_0.8_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.8_layer_10__t_0.8_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..49bcc70959933f9a9643ef753bcfb74626c6ef4f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.8_layer_10__t_0.8_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 17:08:11] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.8_layer_10__t_0.8_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.8_layer_10', 't_0.8_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.8_layer_10', 't_0.8_layer_18']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.28it/s][2025-07-14 17:09:49] tvmonitor...PCK-Transfer@0.10: 43.89% | PCK-Transfer@0.05: 24.44% | PCK-Transfer@0.15: 55.00%
+
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+[2025-07-14 17:09:49] Weighted Per image PCK0.10: 71.42%, image PCK0.05: 51.18%, image PCK0.01: 80.96%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.8_layer_13__t_0.8_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.8_layer_13__t_0.8_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..91ddfc77ebf2a317bdc29d24cb137cd981a9818a
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.8_layer_13__t_0.8_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-14 17:17:39] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.8_layer_13__t_0.8_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.8_layer_13', 't_0.8_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.8_layer_13', 't_0.8_layer_18']
+Number of parameters corr net: 120
+
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100%|██████████| 8/8 [00:02<00:00,  3.52it/s][2025-07-14 17:18:02] bottle...PCK-Transfer@0.10: 57.81% | PCK-Transfer@0.05: 45.31% | PCK-Transfer@0.15: 70.31%
+
100%|██████████| 8/8 [00:02<00:00,  3.47it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 47%|████▋     | 15/32 [00:04<00:04,  3.56it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.56it/s]
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 59%|█████▉    | 19/32 [00:05<00:03,  3.53it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.53it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.57it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.50it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.50it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.54it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.59it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.52it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.55it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.51it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.50it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.50it/s]
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100%|██████████| 32/32 [00:09<00:00,  3.60it/s][2025-07-14 17:18:11] bus...PCK-Transfer@0.10: 81.61% | PCK-Transfer@0.05: 69.90% | PCK-Transfer@0.15: 88.65%
+
100%|██████████| 32/32 [00:09<00:00,  3.51it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.58it/s]
 11%|█         | 2/19 [00:00<00:04,  3.44it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.45it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.42it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.49it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.52it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.60it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.59it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.53it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.58it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.59it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.55it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.55it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.53it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.55it/s]
100%|██████████| 19/19 [00:05<00:00,  3.61it/s][2025-07-14 17:18:17] car...PCK-Transfer@0.10: 87.00% | PCK-Transfer@0.05: 74.04% | PCK-Transfer@0.15: 90.93%
+
100%|██████████| 19/19 [00:05<00:00,  3.54it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.57it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.50it/s]
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 63%|██████▎   | 17/27 [00:04<00:02,  3.51it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.59it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.58it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.54it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.51it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.49it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.51it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.51it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.52it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.50it/s]
100%|██████████| 27/27 [00:07<00:00,  3.50it/s][2025-07-14 17:18:24] cat...PCK-Transfer@0.10: 76.74% | PCK-Transfer@0.05: 60.79% | PCK-Transfer@0.15: 85.83%
+
100%|██████████| 27/27 [00:07<00:00,  3.51it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.43it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.61it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.63it/s]
 31%|███       | 4/13 [00:01<00:02,  3.58it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.57it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.52it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.48it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.54it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.59it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.61it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.64it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.60it/s]
100%|██████████| 13/13 [00:03<00:00,  3.59it/s][2025-07-14 17:18:28] chair...PCK-Transfer@0.10: 49.96% | PCK-Transfer@0.05: 28.85% | PCK-Transfer@0.15: 57.24%
+
100%|██████████| 13/13 [00:03<00:00,  3.58it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.67it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.61it/s]
100%|██████████| 3/3 [00:00<00:00,  3.58it/s][2025-07-14 17:18:29] cow...PCK-Transfer@0.10: 85.42% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.59it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.49it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.53it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.55it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.65it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.61it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.59it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.56it/s]
100%|██████████| 8/8 [00:02<00:00,  3.58it/s][2025-07-14 17:18:31] diningtable...PCK-Transfer@0.10: 53.65% | PCK-Transfer@0.05: 24.48% | PCK-Transfer@0.15: 63.54%
+
100%|██████████| 8/8 [00:02<00:00,  3.58it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.43it/s]
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 17%|█▋        | 4/24 [00:01<00:05,  3.60it/s]
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 29%|██▉       | 7/24 [00:01<00:04,  3.58it/s]
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 42%|████▏     | 10/24 [00:02<00:03,  3.59it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.59it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.58it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.51it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.51it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.51it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.56it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.60it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.58it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.59it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.60it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.62it/s]
100%|██████████| 24/24 [00:06<00:00,  3.64it/s][2025-07-14 17:18:38] dog...PCK-Transfer@0.10: 76.97% | PCK-Transfer@0.05: 56.37% | PCK-Transfer@0.15: 84.32%
+
100%|██████████| 24/24 [00:06<00:00,  3.57it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
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 22%|██▏       | 2/9 [00:00<00:01,  3.62it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.53it/s]
100%|██████████| 9/9 [00:02<00:00,  3.57it/s][2025-07-14 17:18:40] horse...PCK-Transfer@0.10: 75.21% | PCK-Transfer@0.05: 52.09% | PCK-Transfer@0.15: 84.74%
+
100%|██████████| 9/9 [00:02<00:00,  3.60it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.54it/s]
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 67%|██████▋   | 18/27 [00:05<00:02,  3.57it/s]
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 81%|████████▏ | 22/27 [00:06<00:01,  3.66it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.63it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.67it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.69it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.62it/s][2025-07-14 17:18:48] motorbike...PCK-Transfer@0.10: 79.94% | PCK-Transfer@0.05: 56.83% | PCK-Transfer@0.15: 89.57%
+
100%|██████████| 27/27 [00:07<00:00,  3.59it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.57it/s]
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 42%|████▏     | 5/12 [00:01<00:01,  3.52it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.53it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.48it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.47it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.45it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.47it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.44it/s]
100%|██████████| 12/12 [00:03<00:00,  3.49it/s][2025-07-14 17:18:51] person...PCK-Transfer@0.10: 61.51% | PCK-Transfer@0.05: 40.84% | PCK-Transfer@0.15: 77.73%
+
100%|██████████| 12/12 [00:03<00:00,  3.51it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.26it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.29it/s]
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 71%|███████▏  | 5/7 [00:01<00:00,  3.34it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.40it/s]
100%|██████████| 7/7 [00:02<00:00,  3.44it/s][2025-07-14 17:18:53] pottedplant...PCK-Transfer@0.10: 65.24% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 74.76%
+
100%|██████████| 7/7 [00:02<00:00,  3.38it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.35it/s][2025-07-14 17:18:54] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.35it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.43it/s]
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 77%|███████▋  | 10/13 [00:02<00:00,  3.44it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.38it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.47it/s]
100%|██████████| 13/13 [00:03<00:00,  3.48it/s][2025-07-14 17:18:58] sofa...PCK-Transfer@0.10: 60.86% | PCK-Transfer@0.05: 36.29% | PCK-Transfer@0.15: 70.07%
+
100%|██████████| 13/13 [00:03<00:00,  3.45it/s]
+
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+[2025-07-14 17:19:08] Weighted Per image PCK0.10: 73.51%, image PCK0.05: 54.40%, image PCK0.01: 82.22%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.8_layer_15__t_0.8_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.8_layer_15__t_0.8_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..cc03f7b4deab4161a93e0e215add860ea0a03bf9
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.8_layer_15__t_0.8_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 17:20:19] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.8_layer_15__t_0.8_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.8_layer_15', 't_0.8_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.8_layer_15', 't_0.8_layer_18']
+Number of parameters corr net: 120
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+[2025-07-14 17:21:57] Weighted Per image PCK0.10: 69.97%, image PCK0.05: 52.32%, image PCK0.01: 79.29%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.8_layer_9__t_0.8_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.8_layer_9__t_0.8_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..33404d3fe4d4608fb7a33f4a46dbee2b772c1e0e
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_12__t_0.8_layer_9__t_0.8_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-14 17:02:39] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_12__t_0.8_layer_9__t_0.8_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_12', 't_0.8_layer_9', 't_0.8_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_12', 't_0.8_layer_9', 't_0.8_layer_15']
+Number of parameters corr net: 120
+
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 33%|███▎      | 2/6 [00:00<00:01,  3.10it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.20it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.27it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.31it/s]
100%|██████████| 6/6 [00:01<00:00,  3.27it/s][2025-07-14 17:03:00] boat...PCK-Transfer@0.10: 61.11% | PCK-Transfer@0.05: 38.89% | PCK-Transfer@0.15: 81.94%
+
100%|██████████| 6/6 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.36it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.36it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.41it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.42it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.43it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.47it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.42it/s]
100%|██████████| 8/8 [00:02<00:00,  3.43it/s][2025-07-14 17:03:02] bottle...PCK-Transfer@0.10: 67.19% | PCK-Transfer@0.05: 54.69% | PCK-Transfer@0.15: 81.25%
+
100%|██████████| 8/8 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.39it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.20it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.23it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.30it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.29it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.37it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.35it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.43it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.42it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.39it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.39it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.37it/s]
 41%|████      | 13/32 [00:03<00:05,  3.38it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.41it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.40it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.38it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.34it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.35it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.35it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.36it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.37it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.35it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.39it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.46it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.53it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.46it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.45it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.39it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.36it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.35it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.38it/s]
100%|██████████| 32/32 [00:09<00:00,  3.37it/s][2025-07-14 17:03:11] bus...PCK-Transfer@0.10: 83.18% | PCK-Transfer@0.05: 72.24% | PCK-Transfer@0.15: 87.86%
+
100%|██████████| 32/32 [00:09<00:00,  3.38it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.27it/s]
 11%|█         | 2/19 [00:00<00:05,  3.32it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.39it/s]
 21%|██        | 4/19 [00:01<00:04,  3.45it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.49it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.39it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.35it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.37it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.37it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.41it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.42it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.41it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.44it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.42it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.41it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.43it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.44it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.48it/s]
100%|██████████| 19/19 [00:05<00:00,  3.50it/s][2025-07-14 17:03:17] car...PCK-Transfer@0.10: 90.02% | PCK-Transfer@0.05: 78.80% | PCK-Transfer@0.15: 92.89%
+
100%|██████████| 19/19 [00:05<00:00,  3.42it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.40it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.35it/s]
 11%|█         | 3/27 [00:00<00:07,  3.30it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.42it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.39it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.37it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.39it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.37it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.34it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.35it/s]
 41%|████      | 11/27 [00:03<00:04,  3.37it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.41it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.36it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.39it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.36it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.35it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.38it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.43it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.43it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.39it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.39it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.37it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.37it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.36it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.39it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.40it/s]
100%|██████████| 27/27 [00:07<00:00,  3.39it/s][2025-07-14 17:03:25] cat...PCK-Transfer@0.10: 79.48% | PCK-Transfer@0.05: 63.51% | PCK-Transfer@0.15: 85.25%
+
100%|██████████| 27/27 [00:07<00:00,  3.38it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.37it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.55it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.56it/s]
 31%|███       | 4/13 [00:01<00:02,  3.50it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.48it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.41it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.41it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.48it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.49it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.50it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.52it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.50it/s]
100%|██████████| 13/13 [00:03<00:00,  3.50it/s][2025-07-14 17:03:29] chair...PCK-Transfer@0.10: 50.94% | PCK-Transfer@0.05: 28.76% | PCK-Transfer@0.15: 60.49%
+
100%|██████████| 13/13 [00:03<00:00,  3.49it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.57it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.53it/s]
100%|██████████| 3/3 [00:00<00:00,  3.52it/s][2025-07-14 17:03:30] cow...PCK-Transfer@0.10: 85.42% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.52it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.42it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.48it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.48it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.54it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.51it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.48it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.50it/s]
100%|██████████| 8/8 [00:02<00:00,  3.53it/s][2025-07-14 17:03:32] diningtable...PCK-Transfer@0.10: 56.77% | PCK-Transfer@0.05: 35.94% | PCK-Transfer@0.15: 63.54%
+
100%|██████████| 8/8 [00:02<00:00,  3.51it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.48it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.52it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.51it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.57it/s]
 21%|██        | 5/24 [00:01<00:05,  3.55it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.53it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.53it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.51it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.52it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.55it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.56it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.55it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.53it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.51it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.50it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.53it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.53it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.52it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.52it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.49it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.49it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.49it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.50it/s]
100%|██████████| 24/24 [00:06<00:00,  3.51it/s][2025-07-14 17:03:39] dog...PCK-Transfer@0.10: 79.32% | PCK-Transfer@0.05: 59.13% | PCK-Transfer@0.15: 86.20%
+
100%|██████████| 24/24 [00:06<00:00,  3.52it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.49it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.50it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.53it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.58it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.51it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.48it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.43it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.43it/s]
100%|██████████| 9/9 [00:02<00:00,  3.46it/s][2025-07-14 17:03:41] horse...PCK-Transfer@0.10: 77.99% | PCK-Transfer@0.05: 55.00% | PCK-Transfer@0.15: 86.43%
+
100%|██████████| 9/9 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.62it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.56it/s]
 11%|█         | 3/27 [00:00<00:06,  3.53it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.47it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.46it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.40it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.44it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.43it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.43it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.42it/s]
 41%|████      | 11/27 [00:03<00:04,  3.45it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.45it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.50it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.51it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.52it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.50it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.48it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.51it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.46it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.46it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.50it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.45it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.49it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.56it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.56it/s]
100%|██████████| 27/27 [00:07<00:00,  3.56it/s][2025-07-14 17:03:49] motorbike...PCK-Transfer@0.10: 83.68% | PCK-Transfer@0.05: 60.52% | PCK-Transfer@0.15: 91.23%
+
100%|██████████| 27/27 [00:07<00:00,  3.49it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.49it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.59it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.61it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.65it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.57it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.57it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.54it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.52it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.50it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.49it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.47it/s]
100%|██████████| 12/12 [00:03<00:00,  3.51it/s][2025-07-14 17:03:52] person...PCK-Transfer@0.10: 61.77% | PCK-Transfer@0.05: 41.75% | PCK-Transfer@0.15: 75.25%
+
100%|██████████| 12/12 [00:03<00:00,  3.53it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.34it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.36it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.42it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.40it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.38it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.43it/s]
100%|██████████| 7/7 [00:02<00:00,  3.44it/s][2025-07-14 17:03:55] pottedplant...PCK-Transfer@0.10: 50.48% | PCK-Transfer@0.05: 29.05% | PCK-Transfer@0.15: 69.52%
+
100%|██████████| 7/7 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.39it/s][2025-07-14 17:03:55] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.38it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.51it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.52it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.53it/s]
 31%|███       | 4/13 [00:01<00:02,  3.42it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.31it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.38it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.42it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.42it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.41it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.46it/s]
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+[2025-07-14 17:04:09] Weighted Per image PCK0.10: 74.44%, image PCK0.05: 56.71%, image PCK0.01: 82.55%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_15__t_0.3_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_15__t_0.3_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..9ea4a276d99c9437729d3231d724c6001f853323
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_15__t_0.3_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 17:23:36] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_15__t_0.3_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.3_layer_15', 't_0.3_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.3_layer_15', 't_0.3_layer_20']
+Number of parameters corr net: 120
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+[2025-07-14 17:25:06] Weighted Per image PCK0.10: 48.45%, image PCK0.05: 31.28%, image PCK0.01: 59.03%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_15__t_0.5_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_15__t_0.5_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..4cbdfc8b64404f72064b27057169287e0dc9c063
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_15__t_0.5_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-14 17:26:51] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_15__t_0.5_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.3_layer_15', 't_0.5_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.3_layer_15', 't_0.5_layer_12']
+Number of parameters corr net: 120
+
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100%|██████████| 30/30 [00:09<00:00,  3.11it/s][2025-07-14 17:27:08] bicycle...PCK-Transfer@0.10: 87.36% | PCK-Transfer@0.05: 76.12% | PCK-Transfer@0.15: 91.64%
+
100%|██████████| 30/30 [00:09<00:00,  3.02it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.01it/s]
 20%|██        | 2/10 [00:00<00:02,  3.03it/s]
 30%|███       | 3/10 [00:01<00:02,  2.91it/s]
 40%|████      | 4/10 [00:01<00:02,  2.93it/s]
 50%|█████     | 5/10 [00:01<00:01,  2.96it/s]
 60%|██████    | 6/10 [00:02<00:01,  2.93it/s]
 70%|███████   | 7/10 [00:02<00:01,  2.95it/s]
 80%|████████  | 8/10 [00:02<00:00,  2.96it/s]
 90%|█████████ | 9/10 [00:03<00:00,  2.95it/s]
100%|██████████| 10/10 [00:03<00:00,  2.96it/s][2025-07-14 17:27:12] bird...PCK-Transfer@0.10: 77.64% | PCK-Transfer@0.05: 55.03% | PCK-Transfer@0.15: 89.44%
+
100%|██████████| 10/10 [00:03<00:00,  2.96it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.14it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.13it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.10it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.03it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.04it/s]
100%|██████████| 6/6 [00:01<00:00,  3.05it/s][2025-07-14 17:27:14] boat...PCK-Transfer@0.10: 59.72% | PCK-Transfer@0.05: 34.72% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 6/6 [00:01<00:00,  3.06it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.85it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.01it/s]
 38%|███▊      | 3/8 [00:01<00:01,  2.97it/s]
 50%|█████     | 4/8 [00:01<00:01,  2.95it/s]
 62%|██████▎   | 5/8 [00:01<00:01,  2.96it/s]
 75%|███████▌  | 6/8 [00:02<00:00,  2.97it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.02it/s]
100%|██████████| 8/8 [00:02<00:00,  3.03it/s][2025-07-14 17:27:16] bottle...PCK-Transfer@0.10: 59.38% | PCK-Transfer@0.05: 48.44% | PCK-Transfer@0.15: 68.75%
+
100%|██████████| 8/8 [00:02<00:00,  2.99it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.12it/s]
  6%|▋         | 2/32 [00:00<00:10,  2.97it/s]
  9%|▉         | 3/32 [00:01<00:09,  2.96it/s]
 12%|█▎        | 4/32 [00:01<00:09,  2.97it/s]
 16%|█▌        | 5/32 [00:01<00:09,  2.96it/s]
 19%|█▉        | 6/32 [00:02<00:08,  2.92it/s]
 22%|██▏       | 7/32 [00:02<00:08,  2.92it/s]
 25%|██▌       | 8/32 [00:02<00:08,  2.88it/s]
 28%|██▊       | 9/32 [00:03<00:07,  2.94it/s]
 31%|███▏      | 10/32 [00:03<00:07,  3.08it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.14it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.10it/s]
 41%|████      | 13/32 [00:04<00:06,  3.05it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.06it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.06it/s]
 50%|█████     | 16/32 [00:05<00:05,  3.08it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.12it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.10it/s]
 59%|█████▉    | 19/32 [00:06<00:04,  3.14it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.13it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.15it/s]
 69%|██████▉   | 22/32 [00:07<00:03,  3.17it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.18it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.16it/s]
 78%|███████▊  | 25/32 [00:08<00:02,  3.11it/s]
 81%|████████▏ | 26/32 [00:08<00:01,  3.15it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.13it/s]
 88%|████████▊ | 28/32 [00:09<00:01,  3.14it/s]
 91%|█████████ | 29/32 [00:09<00:00,  3.16it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.15it/s]
 97%|█████████▋| 31/32 [00:10<00:00,  3.10it/s]
100%|██████████| 32/32 [00:10<00:00,  3.09it/s][2025-07-14 17:27:27] bus...PCK-Transfer@0.10: 79.53% | PCK-Transfer@0.05: 67.03% | PCK-Transfer@0.15: 84.22%
+
100%|██████████| 32/32 [00:10<00:00,  3.08it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.97it/s]
 11%|█         | 2/19 [00:00<00:05,  3.04it/s]
 16%|█▌        | 3/19 [00:00<00:05,  3.04it/s]
 21%|██        | 4/19 [00:01<00:04,  3.04it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.06it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.03it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.03it/s]
 42%|████▏     | 8/19 [00:02<00:03,  2.99it/s]
 47%|████▋     | 9/19 [00:02<00:03,  2.99it/s]
 53%|█████▎    | 10/19 [00:03<00:03,  2.95it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  2.94it/s]
 63%|██████▎   | 12/19 [00:04<00:02,  2.98it/s]
 68%|██████▊   | 13/19 [00:04<00:02,  2.99it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  2.99it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.05it/s]
 84%|████████▍ | 16/19 [00:05<00:00,  3.09it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.14it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.15it/s]
100%|██████████| 19/19 [00:06<00:00,  3.12it/s][2025-07-14 17:27:33] car...PCK-Transfer@0.10: 89.10% | PCK-Transfer@0.05: 78.55% | PCK-Transfer@0.15: 90.91%
+
100%|██████████| 19/19 [00:06<00:00,  3.04it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.07it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.13it/s]
 11%|█         | 3/27 [00:00<00:07,  3.17it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.09it/s]
 19%|█▊        | 5/27 [00:01<00:07,  3.08it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.05it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.07it/s]
 30%|██▉       | 8/27 [00:02<00:06,  3.08it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.09it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.09it/s]
 41%|████      | 11/27 [00:03<00:05,  3.09it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.09it/s]
 48%|████▊     | 13/27 [00:04<00:04,  3.13it/s]
 52%|█████▏    | 14/27 [00:04<00:04,  3.13it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.17it/s]
 59%|█████▉    | 16/27 [00:05<00:03,  3.22it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.14it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.07it/s]
 70%|███████   | 19/27 [00:06<00:02,  3.05it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.11it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.15it/s]
 81%|████████▏ | 22/27 [00:07<00:01,  3.18it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.16it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.16it/s]
 93%|█████████▎| 25/27 [00:08<00:00,  3.16it/s]
 96%|█████████▋| 26/27 [00:08<00:00,  3.16it/s]
100%|██████████| 27/27 [00:08<00:00,  3.13it/s][2025-07-14 17:27:42] cat...PCK-Transfer@0.10: 84.47% | PCK-Transfer@0.05: 69.63% | PCK-Transfer@0.15: 88.80%
+
100%|██████████| 27/27 [00:08<00:00,  3.12it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.75it/s]
 15%|█▌        | 2/13 [00:00<00:03,  2.89it/s]
 23%|██▎       | 3/13 [00:01<00:03,  2.93it/s]
 31%|███       | 4/13 [00:01<00:03,  2.92it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.00it/s]
 46%|████▌     | 6/13 [00:02<00:02,  3.03it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.08it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.08it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.09it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.08it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.08it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.13it/s]
100%|██████████| 13/13 [00:04<00:00,  3.11it/s][2025-07-14 17:27:46] chair...PCK-Transfer@0.10: 45.09% | PCK-Transfer@0.05: 30.45% | PCK-Transfer@0.15: 54.81%
+
100%|██████████| 13/13 [00:04<00:00,  3.05it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.04it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.13it/s]
100%|██████████| 3/3 [00:00<00:00,  3.14it/s][2025-07-14 17:27:47] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 60.42% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.13it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.80it/s]
 25%|██▌       | 2/8 [00:00<00:02,  2.89it/s]
 38%|███▊      | 3/8 [00:01<00:01,  3.02it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.07it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.11it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.18it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.23it/s]
100%|██████████| 8/8 [00:02<00:00,  3.19it/s][2025-07-14 17:27:49] diningtable...PCK-Transfer@0.10: 47.92% | PCK-Transfer@0.05: 26.04% | PCK-Transfer@0.15: 64.06%
+
100%|██████████| 8/8 [00:02<00:00,  3.12it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.10it/s]
  8%|▊         | 2/24 [00:00<00:07,  3.11it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.10it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.09it/s]
 21%|██        | 5/24 [00:01<00:06,  3.12it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.12it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.14it/s]
 33%|███▎      | 8/24 [00:02<00:05,  3.16it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.15it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.18it/s]
 46%|████▌     | 11/24 [00:03<00:04,  3.20it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.19it/s]
 54%|█████▍    | 13/24 [00:04<00:03,  3.22it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.21it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.26it/s]
 67%|██████▋   | 16/24 [00:05<00:02,  3.25it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.24it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.26it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.27it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.32it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.33it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.32it/s]
 96%|█████████▌| 23/24 [00:07<00:00,  3.28it/s]
100%|██████████| 24/24 [00:07<00:00,  3.29it/s][2025-07-14 17:27:57] dog...PCK-Transfer@0.10: 76.00% | PCK-Transfer@0.05: 56.51% | PCK-Transfer@0.15: 86.82%
+
100%|██████████| 24/24 [00:07<00:00,  3.22it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.31it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.32it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.30it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.23it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.26it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.27it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.30it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.27it/s]
100%|██████████| 9/9 [00:02<00:00,  3.23it/s][2025-07-14 17:28:00] horse...PCK-Transfer@0.10: 78.41% | PCK-Transfer@0.05: 54.21% | PCK-Transfer@0.15: 84.10%
+
100%|██████████| 9/9 [00:02<00:00,  3.26it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.18it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.30it/s]
 11%|█         | 3/27 [00:00<00:07,  3.35it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.33it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.33it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.42it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.37it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.38it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.40it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.41it/s]
 41%|████      | 11/27 [00:03<00:04,  3.40it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.39it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.35it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.40it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.43it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.43it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.43it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.42it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.42it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.41it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.41it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.48it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.49it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.51it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.57it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.56it/s]
100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-14 17:28:08] motorbike...PCK-Transfer@0.10: 84.19% | PCK-Transfer@0.05: 59.26% | PCK-Transfer@0.15: 91.28%
+
100%|██████████| 27/27 [00:07<00:00,  3.43it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.47it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.62it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.57it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.60it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.49it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.47it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.43it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.43it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.42it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.42it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.40it/s]
100%|██████████| 12/12 [00:03<00:00,  3.45it/s][2025-07-14 17:28:11] person...PCK-Transfer@0.10: 63.00% | PCK-Transfer@0.05: 44.15% | PCK-Transfer@0.15: 75.54%
+
100%|██████████| 12/12 [00:03<00:00,  3.46it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.32it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.31it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.35it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.34it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.31it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.35it/s]
100%|██████████| 7/7 [00:02<00:00,  3.40it/s][2025-07-14 17:28:13] pottedplant...PCK-Transfer@0.10: 45.71% | PCK-Transfer@0.05: 29.05% | PCK-Transfer@0.15: 67.62%
+
100%|██████████| 7/7 [00:02<00:00,  3.36it/s]
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+[2025-07-14 17:28:28] Weighted Per image PCK0.10: 73.09%, image PCK0.05: 55.79%, image PCK0.01: 81.34%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_15__t_0.5_layer_9.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_15__t_0.5_layer_9.log
new file mode 100644
index 0000000000000000000000000000000000000000..ff2305a58cfa56ff7460051c7cbb6e1b5d535207
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_15__t_0.5_layer_9.log
@@ -0,0 +1,44 @@
+[2025-07-14 17:24:30] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_15__t_0.5_layer_9', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.3_layer_15', 't_0.5_layer_9'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.3_layer_15', 't_0.5_layer_9']
+Number of parameters corr net: 120
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+[2025-07-14 17:26:06] Weighted Per image PCK0.10: 74.86%, image PCK0.05: 57.34%, image PCK0.01: 82.77%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_15__t_0.7_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_15__t_0.7_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..56584cf14d5daafc8ed5ef45a7cf8e5dec086077
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_15__t_0.7_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 17:43:41] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_15__t_0.7_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.3_layer_15', 't_0.7_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.3_layer_15', 't_0.7_layer_15']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  2.94it/s][2025-07-14 17:43:49] aeroplane...PCK-Transfer@0.10: 74.72% | PCK-Transfer@0.05: 54.93% | PCK-Transfer@0.15: 83.27%
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 47%|████▋     | 14/30 [00:04<00:05,  2.99it/s]
 50%|█████     | 15/30 [00:05<00:05,  3.00it/s]
 53%|█████▎    | 16/30 [00:05<00:04,  2.98it/s]
 57%|█████▋    | 17/30 [00:05<00:04,  2.91it/s]
 60%|██████    | 18/30 [00:06<00:04,  2.92it/s]
 63%|██████▎   | 19/30 [00:06<00:03,  2.94it/s]
 67%|██████▋   | 20/30 [00:06<00:03,  2.95it/s]
 70%|███████   | 21/30 [00:07<00:03,  2.99it/s]
 73%|███████▎  | 22/30 [00:07<00:02,  3.04it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.01it/s]
 80%|████████  | 24/30 [00:08<00:01,  3.04it/s]
 83%|████████▎ | 25/30 [00:08<00:01,  3.00it/s]
 87%|████████▋ | 26/30 [00:08<00:01,  3.01it/s]
 90%|█████████ | 27/30 [00:09<00:01,  2.96it/s]
 93%|█████████▎| 28/30 [00:09<00:00,  2.94it/s]
 97%|█████████▋| 29/30 [00:09<00:00,  2.93it/s]
100%|██████████| 30/30 [00:10<00:00,  2.93it/s][2025-07-14 17:43:59] bicycle...PCK-Transfer@0.10: 74.36% | PCK-Transfer@0.05: 58.85% | PCK-Transfer@0.15: 82.24%
+
100%|██████████| 30/30 [00:10<00:00,  2.95it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:03,  2.99it/s]
 20%|██        | 2/10 [00:00<00:02,  2.92it/s]
 30%|███       | 3/10 [00:01<00:02,  2.95it/s]
 40%|████      | 4/10 [00:01<00:02,  2.96it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.00it/s]
 60%|██████    | 6/10 [00:02<00:01,  3.00it/s]
 70%|███████   | 7/10 [00:02<00:01,  2.98it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.01it/s]
 90%|█████████ | 9/10 [00:03<00:00,  2.93it/s]
100%|██████████| 10/10 [00:03<00:00,  2.90it/s][2025-07-14 17:44:03] bird...PCK-Transfer@0.10: 68.69% | PCK-Transfer@0.05: 47.81% | PCK-Transfer@0.15: 84.72%
+
100%|██████████| 10/10 [00:03<00:00,  2.95it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  2.92it/s]
 33%|███▎      | 2/6 [00:00<00:01,  2.88it/s]
 50%|█████     | 3/6 [00:01<00:01,  2.94it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  2.86it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  2.90it/s]
100%|██████████| 6/6 [00:02<00:00,  2.95it/s][2025-07-14 17:44:05] boat...PCK-Transfer@0.10: 36.11% | PCK-Transfer@0.05: 23.61% | PCK-Transfer@0.15: 56.94%
+
100%|██████████| 6/6 [00:02<00:00,  2.92it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.98it/s]
 25%|██▌       | 2/8 [00:00<00:02,  2.98it/s]
 38%|███▊      | 3/8 [00:01<00:01,  2.96it/s]
 50%|█████     | 4/8 [00:01<00:01,  2.97it/s]
 62%|██████▎   | 5/8 [00:01<00:01,  2.98it/s]
 75%|███████▌  | 6/8 [00:02<00:00,  2.98it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.06it/s]
100%|██████████| 8/8 [00:02<00:00,  3.02it/s][2025-07-14 17:44:08] bottle...PCK-Transfer@0.10: 45.31% | PCK-Transfer@0.05: 31.25% | PCK-Transfer@0.15: 51.56%
+
100%|██████████| 8/8 [00:02<00:00,  3.00it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:11,  2.66it/s]
  6%|▋         | 2/32 [00:00<00:10,  2.85it/s]
  9%|▉         | 3/32 [00:01<00:10,  2.87it/s]
 12%|█▎        | 4/32 [00:01<00:09,  2.85it/s]
 16%|█▌        | 5/32 [00:01<00:09,  2.92it/s]
 19%|█▉        | 6/32 [00:02<00:08,  2.89it/s]
 22%|██▏       | 7/32 [00:02<00:08,  2.92it/s]
 25%|██▌       | 8/32 [00:02<00:08,  2.92it/s]
 28%|██▊       | 9/32 [00:03<00:07,  2.95it/s]
 31%|███▏      | 10/32 [00:03<00:07,  3.02it/s]
 34%|███▍      | 11/32 [00:03<00:07,  3.00it/s]
 38%|███▊      | 12/32 [00:04<00:06,  3.01it/s]
 41%|████      | 13/32 [00:04<00:06,  2.99it/s]
 44%|████▍     | 14/32 [00:04<00:06,  2.92it/s]
 47%|████▋     | 15/32 [00:05<00:05,  2.97it/s]
 50%|█████     | 16/32 [00:05<00:05,  2.99it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.00it/s]
 56%|█████▋    | 18/32 [00:06<00:04,  3.01it/s]
 59%|█████▉    | 19/32 [00:06<00:04,  3.01it/s]
 62%|██████▎   | 20/32 [00:06<00:04,  2.93it/s]
 66%|██████▌   | 21/32 [00:07<00:03,  2.92it/s]
 69%|██████▉   | 22/32 [00:07<00:03,  2.99it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.02it/s]
 75%|███████▌  | 24/32 [00:08<00:02,  3.01it/s]
 78%|███████▊  | 25/32 [00:08<00:02,  2.99it/s]
 81%|████████▏ | 26/32 [00:08<00:01,  3.02it/s]
 84%|████████▍ | 27/32 [00:09<00:01,  2.96it/s]
 88%|████████▊ | 28/32 [00:09<00:01,  2.96it/s]
 91%|█████████ | 29/32 [00:09<00:01,  2.98it/s]
 94%|█████████▍| 30/32 [00:10<00:00,  2.97it/s]
 97%|█████████▋| 31/32 [00:10<00:00,  2.95it/s]
100%|██████████| 32/32 [00:10<00:00,  2.89it/s][2025-07-14 17:44:18] bus...PCK-Transfer@0.10: 60.26% | PCK-Transfer@0.05: 46.98% | PCK-Transfer@0.15: 71.46%
+
100%|██████████| 32/32 [00:10<00:00,  2.95it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:07,  2.51it/s]
 11%|█         | 2/19 [00:00<00:06,  2.80it/s]
 16%|█▌        | 3/19 [00:01<00:05,  2.85it/s]
 21%|██        | 4/19 [00:01<00:05,  2.88it/s]
 26%|██▋       | 5/19 [00:01<00:04,  2.88it/s]
 32%|███▏      | 6/19 [00:02<00:04,  2.98it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.07it/s]
 42%|████▏     | 8/19 [00:02<00:03,  2.94it/s]
 47%|████▋     | 9/19 [00:03<00:03,  2.99it/s]
 53%|█████▎    | 10/19 [00:03<00:03,  2.98it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  2.98it/s]
 63%|██████▎   | 12/19 [00:04<00:02,  3.00it/s]
 68%|██████▊   | 13/19 [00:04<00:02,  2.84it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  2.80it/s]
 79%|███████▉  | 15/19 [00:05<00:01,  2.75it/s]
 84%|████████▍ | 16/19 [00:05<00:01,  2.79it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  2.89it/s]
 95%|█████████▍| 18/19 [00:06<00:00,  2.93it/s]
100%|██████████| 19/19 [00:06<00:00,  2.96it/s][2025-07-14 17:44:25] car...PCK-Transfer@0.10: 79.41% | PCK-Transfer@0.05: 65.34% | PCK-Transfer@0.15: 84.06%
+
100%|██████████| 19/19 [00:06<00:00,  2.91it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.05it/s]
  7%|▋         | 2/27 [00:00<00:08,  3.05it/s]
 11%|█         | 3/27 [00:00<00:07,  3.04it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.05it/s]
 19%|█▊        | 5/27 [00:01<00:07,  3.04it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.07it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.08it/s]
 30%|██▉       | 8/27 [00:02<00:06,  2.98it/s]
 33%|███▎      | 9/27 [00:02<00:06,  2.99it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.05it/s]
 41%|████      | 11/27 [00:03<00:05,  3.06it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.06it/s]
 48%|████▊     | 13/27 [00:04<00:04,  3.14it/s]
 52%|█████▏    | 14/27 [00:04<00:04,  3.12it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.16it/s]
 59%|█████▉    | 16/27 [00:05<00:03,  3.22it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.11it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.05it/s]
 70%|███████   | 19/27 [00:06<00:02,  3.02it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.07it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.12it/s]
 81%|████████▏ | 22/27 [00:07<00:01,  3.16it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.17it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.21it/s]
 93%|█████████▎| 25/27 [00:08<00:00,  3.20it/s]
 96%|█████████▋| 26/27 [00:08<00:00,  3.18it/s]
100%|██████████| 27/27 [00:08<00:00,  3.12it/s][2025-07-14 17:44:34] cat...PCK-Transfer@0.10: 73.09% | PCK-Transfer@0.05: 57.30% | PCK-Transfer@0.15: 79.67%
+
100%|██████████| 27/27 [00:08<00:00,  3.10it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:05,  2.35it/s]
 15%|█▌        | 2/13 [00:00<00:04,  2.73it/s]
 23%|██▎       | 3/13 [00:01<00:03,  2.90it/s]
 31%|███       | 4/13 [00:01<00:03,  3.00it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.06it/s]
 46%|████▌     | 6/13 [00:02<00:02,  3.09it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.11it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.10it/s]
 69%|██████▉   | 9/13 [00:03<00:01,  3.04it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.01it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.05it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.10it/s]
100%|██████████| 13/13 [00:04<00:00,  3.10it/s][2025-07-14 17:44:38] chair...PCK-Transfer@0.10: 29.68% | PCK-Transfer@0.05: 14.70% | PCK-Transfer@0.15: 39.81%
+
100%|██████████| 13/13 [00:04<00:00,  3.03it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.04it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.13it/s]
100%|██████████| 3/3 [00:00<00:00,  3.15it/s][2025-07-14 17:44:39] cow...PCK-Transfer@0.10: 77.08% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 3/3 [00:00<00:00,  3.14it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.83it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.03it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.10it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.10it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.15it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.17it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.14it/s]
100%|██████████| 8/8 [00:02<00:00,  3.15it/s][2025-07-14 17:44:42] diningtable...PCK-Transfer@0.10: 39.58% | PCK-Transfer@0.05: 17.71% | PCK-Transfer@0.15: 51.04%
+
100%|██████████| 8/8 [00:02<00:00,  3.12it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:08,  2.58it/s]
  8%|▊         | 2/24 [00:00<00:07,  2.88it/s]
 12%|█▎        | 3/24 [00:01<00:06,  3.04it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.07it/s]
 21%|██        | 5/24 [00:01<00:06,  3.11it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.12it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.14it/s]
 33%|███▎      | 8/24 [00:02<00:05,  3.19it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.18it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.17it/s]
 46%|████▌     | 11/24 [00:03<00:04,  3.19it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.20it/s]
 54%|█████▍    | 13/24 [00:04<00:03,  3.19it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.14it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.09it/s]
 67%|██████▋   | 16/24 [00:05<00:02,  3.10it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.10it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.10it/s]
 79%|███████▉  | 19/24 [00:06<00:01,  3.12it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.08it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.02it/s]
 92%|█████████▏| 22/24 [00:07<00:00,  3.05it/s]
 96%|█████████▌| 23/24 [00:07<00:00,  3.03it/s]
100%|██████████| 24/24 [00:07<00:00,  3.03it/s][2025-07-14 17:44:49] dog...PCK-Transfer@0.10: 59.09% | PCK-Transfer@0.05: 43.67% | PCK-Transfer@0.15: 75.29%
+
100%|██████████| 24/24 [00:07<00:00,  3.09it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.10it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.13it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.07it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.08it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.14it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.14it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.15it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.09it/s]
100%|██████████| 9/9 [00:02<00:00,  3.02it/s][2025-07-14 17:44:52] horse...PCK-Transfer@0.10: 66.11% | PCK-Transfer@0.05: 41.90% | PCK-Transfer@0.15: 71.51%
+
100%|██████████| 9/9 [00:02<00:00,  3.08it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:09,  2.75it/s]
  7%|▋         | 2/27 [00:00<00:08,  2.85it/s]
 11%|█         | 3/27 [00:01<00:08,  2.98it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.08it/s]
 19%|█▊        | 5/27 [00:01<00:07,  3.13it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.17it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.13it/s]
 30%|██▉       | 8/27 [00:02<00:06,  3.12it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.17it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.16it/s]
 41%|████      | 11/27 [00:03<00:05,  3.15it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.16it/s]
 48%|████▊     | 13/27 [00:04<00:04,  3.19it/s]
 52%|█████▏    | 14/27 [00:04<00:04,  3.19it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.19it/s]
 59%|█████▉    | 16/27 [00:05<00:03,  3.21it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.18it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.18it/s]
 70%|███████   | 19/27 [00:06<00:02,  3.20it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.11it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.08it/s]
 81%|████████▏ | 22/27 [00:07<00:01,  3.06it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.06it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.09it/s]
 93%|█████████▎| 25/27 [00:08<00:00,  3.08it/s]
 96%|█████████▋| 26/27 [00:08<00:00,  3.10it/s]
100%|██████████| 27/27 [00:08<00:00,  3.07it/s][2025-07-14 17:45:01] motorbike...PCK-Transfer@0.10: 71.37% | PCK-Transfer@0.05: 47.77% | PCK-Transfer@0.15: 80.65%
+
100%|██████████| 27/27 [00:08<00:00,  3.11it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:04,  2.51it/s]
 17%|█▋        | 2/12 [00:00<00:03,  2.66it/s]
 25%|██▌       | 3/12 [00:01<00:03,  2.78it/s]
 33%|███▎      | 4/12 [00:01<00:02,  2.81it/s]
 42%|████▏     | 5/12 [00:01<00:02,  2.88it/s]
 50%|█████     | 6/12 [00:02<00:02,  2.91it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  2.97it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  2.96it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.37it/s][2025-07-14 17:45:18] train...PCK-Transfer@0.10: 54.50% | PCK-Transfer@0.05: 34.25% | PCK-Transfer@0.15: 72.50%
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+[2025-07-14 17:45:23] Weighted Per image PCK0.10: 59.37%, image PCK0.05: 42.82%, image PCK0.01: 70.49%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_15__t_0.8_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_15__t_0.8_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..99ecb3f6095cb979bf240a9573efa1047d750cf9
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_15__t_0.8_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-14 17:47:55] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_15__t_0.8_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.3_layer_15', 't_0.8_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.3_layer_15', 't_0.8_layer_11']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.53it/s][2025-07-14 17:49:24] tvmonitor...PCK-Transfer@0.10: 48.89% | PCK-Transfer@0.05: 30.56% | PCK-Transfer@0.15: 63.33%
+
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+[2025-07-14 17:49:24] Weighted Per image PCK0.10: 77.88%, image PCK0.05: 59.38%, image PCK0.01: 85.13%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_15__t_0.8_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_15__t_0.8_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..795342f200e7661735f999a0f9dc015fb8e8e1ba
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_15__t_0.8_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 17:46:11] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_15__t_0.8_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.3_layer_15', 't_0.8_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.3_layer_15', 't_0.8_layer_5']
+Number of parameters corr net: 120
+
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 93%|█████████▎| 14/15 [00:06<00:00,  3.08it/s]
100%|██████████| 15/15 [00:06<00:00,  3.09it/s][2025-07-14 17:46:18] aeroplane...PCK-Transfer@0.10: 68.74% | PCK-Transfer@0.05: 47.80% | PCK-Transfer@0.15: 77.31%
+
100%|██████████| 15/15 [00:06<00:00,  2.34it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:09,  3.06it/s]
  7%|▋         | 2/30 [00:00<00:09,  2.87it/s]
 10%|█         | 3/30 [00:00<00:08,  3.06it/s]
 13%|█▎        | 4/30 [00:01<00:08,  3.07it/s]
 17%|█▋        | 5/30 [00:01<00:08,  3.09it/s]
 20%|██        | 6/30 [00:01<00:07,  3.02it/s]
 23%|██▎       | 7/30 [00:02<00:07,  2.99it/s]
 27%|██▋       | 8/30 [00:02<00:07,  3.06it/s]
 30%|███       | 9/30 [00:02<00:06,  3.08it/s]
 33%|███▎      | 10/30 [00:03<00:06,  3.14it/s]
 37%|███▋      | 11/30 [00:03<00:06,  3.12it/s]
 40%|████      | 12/30 [00:03<00:05,  3.05it/s]
 43%|████▎     | 13/30 [00:04<00:05,  3.05it/s]
 47%|████▋     | 14/30 [00:04<00:05,  3.14it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.17it/s]
 53%|█████▎    | 16/30 [00:05<00:04,  3.06it/s]
 57%|█████▋    | 17/30 [00:05<00:04,  3.03it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.02it/s]
 63%|██████▎   | 19/30 [00:06<00:03,  2.99it/s]
 67%|██████▋   | 20/30 [00:06<00:03,  2.98it/s]
 70%|███████   | 21/30 [00:06<00:03,  2.98it/s]
 73%|███████▎  | 22/30 [00:07<00:02,  2.96it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  2.94it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.01it/s]
 83%|████████▎ | 25/30 [00:08<00:01,  2.89it/s]
 87%|████████▋ | 26/30 [00:08<00:01,  2.88it/s]
 90%|█████████ | 27/30 [00:08<00:01,  2.85it/s]
 93%|█████████▎| 28/30 [00:09<00:00,  2.84it/s]
 97%|█████████▋| 29/30 [00:09<00:00,  2.81it/s]
100%|██████████| 30/30 [00:10<00:00,  2.90it/s][2025-07-14 17:46:28] bicycle...PCK-Transfer@0.10: 70.12% | PCK-Transfer@0.05: 50.97% | PCK-Transfer@0.15: 78.00%
+
100%|██████████| 30/30 [00:10<00:00,  2.99it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:03,  2.84it/s]
 20%|██        | 2/10 [00:00<00:02,  2.94it/s]
 30%|███       | 3/10 [00:01<00:02,  2.95it/s]
 40%|████      | 4/10 [00:01<00:02,  2.99it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.01it/s]
 60%|██████    | 6/10 [00:02<00:01,  3.01it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.05it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.12it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.15it/s]
100%|██████████| 10/10 [00:03<00:00,  3.17it/s][2025-07-14 17:46:32] bird...PCK-Transfer@0.10: 63.83% | PCK-Transfer@0.05: 42.72% | PCK-Transfer@0.15: 77.50%
+
100%|██████████| 10/10 [00:03<00:00,  3.07it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.07it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.06it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.09it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.05it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.07it/s]
100%|██████████| 6/6 [00:01<00:00,  3.12it/s][2025-07-14 17:46:34] boat...PCK-Transfer@0.10: 37.50% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 52.78%
+
100%|██████████| 6/6 [00:01<00:00,  3.09it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.75it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.07it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.14it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.17it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.20it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.23it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.30it/s]
100%|██████████| 8/8 [00:02<00:00,  3.29it/s][2025-07-14 17:46:36] bottle...PCK-Transfer@0.10: 40.62% | PCK-Transfer@0.05: 26.56% | PCK-Transfer@0.15: 51.56%
+
100%|██████████| 8/8 [00:02<00:00,  3.21it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  2.95it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.03it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.07it/s]
 12%|█▎        | 4/32 [00:01<00:09,  3.04it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.10it/s]
 19%|█▉        | 6/32 [00:01<00:08,  3.08it/s]
 22%|██▏       | 7/32 [00:02<00:08,  3.12it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.11it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.14it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.19it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.22it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.21it/s]
 41%|████      | 13/32 [00:04<00:05,  3.21it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.22it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.22it/s]
 50%|█████     | 16/32 [00:05<00:05,  3.20it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.22it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.13it/s]
 59%|█████▉    | 19/32 [00:06<00:04,  3.09it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.10it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.12it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.17it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.21it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.16it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.14it/s]
 81%|████████▏ | 26/32 [00:08<00:01,  3.09it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.10it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.09it/s]
 91%|█████████ | 29/32 [00:09<00:00,  3.13it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.10it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.10it/s]
100%|██████████| 32/32 [00:10<00:00,  3.14it/s][2025-07-14 17:46:46] bus...PCK-Transfer@0.10: 54.53% | PCK-Transfer@0.05: 36.82% | PCK-Transfer@0.15: 67.55%
+
100%|██████████| 32/32 [00:10<00:00,  3.14it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:08,  2.08it/s]
 11%|█         | 2/19 [00:00<00:06,  2.57it/s]
 16%|█▌        | 3/19 [00:01<00:06,  2.39it/s]
 21%|██        | 4/19 [00:01<00:05,  2.56it/s]
 26%|██▋       | 5/19 [00:01<00:05,  2.68it/s]
 32%|███▏      | 6/19 [00:02<00:04,  2.72it/s]
 37%|███▋      | 7/19 [00:02<00:04,  2.87it/s]
 42%|████▏     | 8/19 [00:02<00:03,  2.93it/s]
 47%|████▋     | 9/19 [00:03<00:03,  2.99it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.02it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.07it/s]
 63%|██████▎   | 12/19 [00:04<00:02,  3.14it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.14it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.15it/s]
 79%|███████▉  | 15/19 [00:05<00:01,  3.20it/s]
 84%|████████▍ | 16/19 [00:05<00:00,  3.20it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.21it/s]
 95%|█████████▍| 18/19 [00:06<00:00,  3.20it/s]
100%|██████████| 19/19 [00:06<00:00,  3.18it/s][2025-07-14 17:46:53] car...PCK-Transfer@0.10: 74.05% | PCK-Transfer@0.05: 58.67% | PCK-Transfer@0.15: 80.39%
+
100%|██████████| 19/19 [00:06<00:00,  2.97it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.00it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.16it/s]
 11%|█         | 3/27 [00:00<00:07,  3.23it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.11it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.15it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.18it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.17it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.19it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.27it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.25it/s]
 41%|████      | 11/27 [00:03<00:04,  3.25it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.24it/s]
 48%|████▊     | 13/27 [00:04<00:04,  3.30it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.34it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.36it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.33it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.28it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.28it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.31it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.34it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.36it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.34it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.33it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.30it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.24it/s]
100%|██████████| 27/27 [00:08<00:00,  3.24it/s][2025-07-14 17:47:01] cat...PCK-Transfer@0.10: 66.31% | PCK-Transfer@0.05: 47.90% | PCK-Transfer@0.15: 74.84%
+
100%|██████████| 27/27 [00:08<00:00,  3.26it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.59it/s]
 15%|█▌        | 2/13 [00:00<00:03,  2.89it/s]
 23%|██▎       | 3/13 [00:01<00:03,  3.03it/s]
 31%|███       | 4/13 [00:01<00:02,  3.05it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.04it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.13it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.19it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.18it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.20it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.19it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.16it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.22it/s]
100%|██████████| 13/13 [00:04<00:00,  3.19it/s][2025-07-14 17:47:05] chair...PCK-Transfer@0.10: 31.11% | PCK-Transfer@0.05: 14.70% | PCK-Transfer@0.15: 43.68%
+
100%|██████████| 13/13 [00:04<00:00,  3.13it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.62it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  2.90it/s]
100%|██████████| 3/3 [00:01<00:00,  3.06it/s][2025-07-14 17:47:06] cow...PCK-Transfer@0.10: 62.50% | PCK-Transfer@0.05: 37.50% | PCK-Transfer@0.15: 81.25%
+
100%|██████████| 3/3 [00:01<00:00,  2.98it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.62it/s]
 25%|██▌       | 2/8 [00:00<00:02,  2.85it/s]
 38%|███▊      | 3/8 [00:01<00:01,  3.08it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.14it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.22it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.24it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.29it/s]
100%|██████████| 8/8 [00:02<00:00,  3.29it/s][2025-07-14 17:47:09] diningtable...PCK-Transfer@0.10: 42.71% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 53.12%
+
100%|██████████| 8/8 [00:02<00:00,  3.18it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.19it/s]
  8%|▊         | 2/24 [00:00<00:07,  3.14it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.19it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.16it/s]
 21%|██        | 5/24 [00:01<00:05,  3.20it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.23it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.26it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.27it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.28it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.25it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.26it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.29it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.31it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.27it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.33it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.31it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.31it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.30it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.25it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.28it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.27it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.29it/s]
 96%|█████████▌| 23/24 [00:07<00:00,  3.30it/s]
100%|██████████| 24/24 [00:07<00:00,  3.28it/s][2025-07-14 17:47:16] dog...PCK-Transfer@0.10: 53.50% | PCK-Transfer@0.05: 38.86% | PCK-Transfer@0.15: 72.61%
+
100%|██████████| 24/24 [00:07<00:00,  3.27it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.21it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.24it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.17it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.19it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.22it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.28it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.36it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.38it/s]
100%|██████████| 9/9 [00:02<00:00,  3.36it/s][2025-07-14 17:47:19] horse...PCK-Transfer@0.10: 57.38% | PCK-Transfer@0.05: 30.95% | PCK-Transfer@0.15: 63.86%
+
100%|██████████| 9/9 [00:02<00:00,  3.30it/s]
+
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 37%|███▋      | 10/27 [00:03<00:05,  3.30it/s]
 41%|████      | 11/27 [00:03<00:04,  3.27it/s]
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+[2025-07-14 17:47:47] Weighted Per image PCK0.10: 54.68%, image PCK0.05: 36.60%, image PCK0.01: 66.62%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_18__t_0.5_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_18__t_0.5_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..67b1a12d3d3f6b1e1090e42c9d6be62b2fcf17b6
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_18__t_0.5_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-14 17:58:51] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_18__t_0.5_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.3_layer_18', 't_0.5_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.3_layer_18', 't_0.5_layer_15']
+Number of parameters corr net: 120
+
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100%|██████████| 19/19 [00:05<00:00,  3.47it/s][2025-07-14 17:59:30] car...PCK-Transfer@0.10: 83.45% | PCK-Transfer@0.05: 68.43% | PCK-Transfer@0.15: 85.17%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.35it/s][2025-07-14 17:59:38] cat...PCK-Transfer@0.10: 77.09% | PCK-Transfer@0.05: 59.93% | PCK-Transfer@0.15: 83.82%
+
100%|██████████| 27/27 [00:07<00:00,  3.40it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.37it/s][2025-07-14 17:59:42] chair...PCK-Transfer@0.10: 32.12% | PCK-Transfer@0.05: 18.91% | PCK-Transfer@0.15: 39.06%
+
100%|██████████| 13/13 [00:03<00:00,  3.37it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.47it/s][2025-07-14 17:59:43] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 60.42% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.47it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.41it/s][2025-07-14 17:59:45] diningtable...PCK-Transfer@0.10: 36.46% | PCK-Transfer@0.05: 16.15% | PCK-Transfer@0.15: 51.04%
+
100%|██████████| 8/8 [00:02<00:00,  3.39it/s]
+
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100%|██████████| 24/24 [00:06<00:00,  3.44it/s][2025-07-14 17:59:52] dog...PCK-Transfer@0.10: 68.12% | PCK-Transfer@0.05: 49.22% | PCK-Transfer@0.15: 80.84%
+
100%|██████████| 24/24 [00:06<00:00,  3.46it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.43it/s][2025-07-14 17:59:54] horse...PCK-Transfer@0.10: 70.48% | PCK-Transfer@0.05: 48.12% | PCK-Transfer@0.15: 76.30%
+
100%|██████████| 9/9 [00:02<00:00,  3.45it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.33it/s][2025-07-14 18:00:02] motorbike...PCK-Transfer@0.10: 79.25% | PCK-Transfer@0.05: 53.84% | PCK-Transfer@0.15: 86.67%
+
100%|██████████| 27/27 [00:07<00:00,  3.41it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.43it/s][2025-07-14 18:00:06] person...PCK-Transfer@0.10: 53.60% | PCK-Transfer@0.05: 36.99% | PCK-Transfer@0.15: 65.61%
+
100%|██████████| 12/12 [00:03<00:00,  3.43it/s]
+
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100%|██████████| 7/7 [00:02<00:00,  3.41it/s][2025-07-14 18:00:08] pottedplant...PCK-Transfer@0.10: 51.43% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 60.95%
+
100%|██████████| 7/7 [00:02<00:00,  3.38it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.34it/s][2025-07-14 18:00:08] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.33it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.45it/s][2025-07-14 18:00:12] sofa...PCK-Transfer@0.10: 43.96% | PCK-Transfer@0.05: 25.53% | PCK-Transfer@0.15: 56.68%
+
100%|██████████| 13/13 [00:03<00:00,  3.43it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.42it/s][2025-07-14 18:00:18] train...PCK-Transfer@0.10: 61.75% | PCK-Transfer@0.05: 35.25% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 20/20 [00:05<00:00,  3.42it/s]
+
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 80%|████████  | 12/15 [00:03<00:00,  3.43it/s]
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 93%|█████████▎| 14/15 [00:04<00:00,  3.36it/s]
100%|██████████| 15/15 [00:04<00:00,  3.37it/s][2025-07-14 18:00:22] tvmonitor...PCK-Transfer@0.10: 36.11% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 42.78%
+
100%|██████████| 15/15 [00:04<00:00,  3.42it/s]
+[2025-07-14 18:00:22] Weighted Per image PCK0.10: 65.35%, image PCK0.05: 47.33%, image PCK0.01: 73.99%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_18__t_0.5_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_18__t_0.5_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..4c6cb1a25b07550878ca05261d3c2cc849d62ff3
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_18__t_0.5_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 17:54:07] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_18__t_0.5_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.3_layer_18', 't_0.5_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.3_layer_18', 't_0.5_layer_5']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.67it/s][2025-07-14 17:55:35] tvmonitor...PCK-Transfer@0.10: 15.00% | PCK-Transfer@0.05: 10.00% | PCK-Transfer@0.15: 23.33%
+
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+[2025-07-14 17:55:35] Weighted Per image PCK0.10: 47.60%, image PCK0.05: 30.54%, image PCK0.01: 59.10%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_18__t_0.7_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_18__t_0.7_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..82fc412f1ff69e551dcb21dfe151a8af659d8306
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_18__t_0.7_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-14 18:09:57] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_18__t_0.7_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.3_layer_18', 't_0.7_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.3_layer_18', 't_0.7_layer_10']
+Number of parameters corr net: 120
+
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 56%|█████▋    | 18/32 [00:05<00:04,  3.45it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.46it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.47it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.49it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.42it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.40it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.44it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.50it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.48it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.52it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.46it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.44it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.44it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.51it/s]
100%|██████████| 32/32 [00:09<00:00,  3.51it/s][2025-07-14 18:10:29] bus...PCK-Transfer@0.10: 86.30% | PCK-Transfer@0.05: 69.90% | PCK-Transfer@0.15: 88.39%
+
100%|██████████| 32/32 [00:09<00:00,  3.47it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.54it/s]
 11%|█         | 2/19 [00:00<00:04,  3.44it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.42it/s]
 21%|██        | 4/19 [00:01<00:04,  3.42it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.38it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.34it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.39it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.39it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.45it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.46it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.44it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.45it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.47it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.44it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.42it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.40it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.42it/s]
100%|██████████| 19/19 [00:05<00:00,  3.45it/s][2025-07-14 18:10:34] car...PCK-Transfer@0.10: 93.17% | PCK-Transfer@0.05: 84.57% | PCK-Transfer@0.15: 95.67%
+
100%|██████████| 19/19 [00:05<00:00,  3.43it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.47it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.32it/s]
 11%|█         | 3/27 [00:00<00:07,  3.26it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.37it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.34it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.37it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.41it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.38it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.40it/s]
 41%|████      | 11/27 [00:03<00:04,  3.39it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.43it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.42it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.36it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.33it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.40it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.50it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.47it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.46it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.44it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.44it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.41it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.41it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.40it/s]
100%|██████████| 27/27 [00:07<00:00,  3.38it/s][2025-07-14 18:10:42] cat...PCK-Transfer@0.10: 84.75% | PCK-Transfer@0.05: 68.67% | PCK-Transfer@0.15: 88.53%
+
100%|██████████| 27/27 [00:07<00:00,  3.40it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.39it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.65it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.69it/s]
 31%|███       | 4/13 [00:01<00:02,  3.63it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.61it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.56it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.53it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.62it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.62it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.67it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.69it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.66it/s]
100%|██████████| 13/13 [00:03<00:00,  3.67it/s][2025-07-14 18:10:46] chair...PCK-Transfer@0.10: 49.34% | PCK-Transfer@0.05: 30.90% | PCK-Transfer@0.15: 58.93%
+
100%|██████████| 13/13 [00:03<00:00,  3.63it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.68it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.65it/s]
100%|██████████| 3/3 [00:00<00:00,  3.64it/s][2025-07-14 18:10:47] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 72.92% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.64it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.54it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.54it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.58it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.66it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.63it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.61it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.59it/s]
100%|██████████| 8/8 [00:02<00:00,  3.61it/s][2025-07-14 18:10:49] diningtable...PCK-Transfer@0.10: 51.56% | PCK-Transfer@0.05: 23.96% | PCK-Transfer@0.15: 65.10%
+
100%|██████████| 8/8 [00:02<00:00,  3.60it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.44it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.56it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.58it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.66it/s]
 21%|██        | 5/24 [00:01<00:05,  3.62it/s]
 25%|██▌       | 6/24 [00:01<00:04,  3.62it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.62it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.61it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.60it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.67it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.62it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.59it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.57it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.54it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.54it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.58it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.61it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.60it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.58it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.60it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.58it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.59it/s]
100%|██████████| 24/24 [00:06<00:00,  3.60it/s][2025-07-14 18:10:56] dog...PCK-Transfer@0.10: 79.83% | PCK-Transfer@0.05: 60.44% | PCK-Transfer@0.15: 87.14%
+
100%|██████████| 24/24 [00:06<00:00,  3.60it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.46it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.48it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.56it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.68it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.57it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.56it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.52it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.48it/s]
100%|██████████| 9/9 [00:02<00:00,  3.50it/s][2025-07-14 18:10:58] horse...PCK-Transfer@0.10: 79.05% | PCK-Transfer@0.05: 63.33% | PCK-Transfer@0.15: 85.00%
+
100%|██████████| 9/9 [00:02<00:00,  3.53it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.49it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.56it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.52it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.53it/s]
 41%|████      | 11/27 [00:03<00:04,  3.56it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.57it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.59it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.61it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.63it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.61it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.56it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.54it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.55it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.54it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.56it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.64it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.63it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.67it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.73it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.71it/s]
100%|██████████| 27/27 [00:07<00:00,  3.71it/s][2025-07-14 18:11:06] motorbike...PCK-Transfer@0.10: 84.85% | PCK-Transfer@0.05: 64.32% | PCK-Transfer@0.15: 91.56%
+
100%|██████████| 27/27 [00:07<00:00,  3.59it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.59it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.74it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.79it/s]
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 42%|████▏     | 5/12 [00:01<00:01,  3.69it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.69it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.64it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.64it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.60it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.58it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.55it/s]
100%|██████████| 12/12 [00:03<00:00,  3.62it/s][2025-07-14 18:11:09] person...PCK-Transfer@0.10: 66.09% | PCK-Transfer@0.05: 47.55% | PCK-Transfer@0.15: 78.14%
+
100%|██████████| 12/12 [00:03<00:00,  3.65it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.30it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.33it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.35it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.34it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.37it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.43it/s]
100%|██████████| 7/7 [00:02<00:00,  3.46it/s][2025-07-14 18:11:11] pottedplant...PCK-Transfer@0.10: 65.24% | PCK-Transfer@0.05: 39.05% | PCK-Transfer@0.15: 75.24%
+
100%|██████████| 7/7 [00:02<00:00,  3.40it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.36it/s][2025-07-14 18:11:11] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.35it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.58it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.60it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.63it/s]
 31%|███       | 4/13 [00:01<00:02,  3.65it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.61it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.63it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.52it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.51it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.59it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.54it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.62it/s]
100%|██████████| 13/13 [00:03<00:00,  3.60it/s][2025-07-14 18:11:15] sofa...PCK-Transfer@0.10: 58.05% | PCK-Transfer@0.05: 37.75% | PCK-Transfer@0.15: 71.00%
+
100%|██████████| 13/13 [00:03<00:00,  3.59it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
  5%|▌         | 1/20 [00:00<00:05,  3.39it/s]
 10%|█         | 2/20 [00:00<00:05,  3.42it/s]
 15%|█▌        | 3/20 [00:00<00:04,  3.50it/s]
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 25%|██▌       | 5/20 [00:01<00:04,  3.52it/s]
 30%|███       | 6/20 [00:01<00:03,  3.56it/s]
 35%|███▌      | 7/20 [00:01<00:03,  3.61it/s]
 40%|████      | 8/20 [00:02<00:03,  3.54it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.51it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.54it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.53it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.57it/s]
 65%|██████▌   | 13/20 [00:03<00:02,  3.49it/s]
 70%|███████   | 14/20 [00:03<00:01,  3.48it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.49it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.47it/s]
 85%|████████▌ | 17/20 [00:04<00:00,  3.58it/s]
 90%|█████████ | 18/20 [00:05<00:00,  3.55it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.60it/s]
100%|██████████| 20/20 [00:05<00:00,  3.55it/s][2025-07-14 18:11:21] train...PCK-Transfer@0.10: 70.75% | PCK-Transfer@0.05: 50.50% | PCK-Transfer@0.15: 81.75%
+
100%|██████████| 20/20 [00:05<00:00,  3.53it/s]
+
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 60%|██████    | 9/15 [00:02<00:01,  3.64it/s]
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+[2025-07-14 18:11:25] Weighted Per image PCK0.10: 76.70%, image PCK0.05: 59.04%, image PCK0.01: 83.50%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_18__t_0.7_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_18__t_0.7_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..6fbf4b8c9f4ff542b2d038f9e52b6520d313abbf
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_18__t_0.7_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 18:14:18] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_18__t_0.7_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.3_layer_18', 't_0.7_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.3_layer_18', 't_0.7_layer_15']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.53it/s][2025-07-14 18:15:55] tvmonitor...PCK-Transfer@0.10: 25.00% | PCK-Transfer@0.05: 18.33% | PCK-Transfer@0.15: 33.33%
+
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+[2025-07-14 18:15:55] Weighted Per image PCK0.10: 53.23%, image PCK0.05: 35.90%, image PCK0.01: 63.65%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_20__t_0.5_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_20__t_0.5_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..a81b49cd1df1b40d4628e2ee0a371b665d3a51e1
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_20__t_0.5_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 18:30:52] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_20__t_0.5_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.3_layer_20', 't_0.5_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.3_layer_20', 't_0.5_layer_20']
+Number of parameters corr net: 120
+
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100%|██████████| 8/8 [00:02<00:00,  3.63it/s][2025-07-14 18:31:14] bottle...PCK-Transfer@0.10: 23.44% | PCK-Transfer@0.05: 12.50% | PCK-Transfer@0.15: 29.69%
+
100%|██████████| 8/8 [00:02<00:00,  3.61it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 47%|████▋     | 15/32 [00:04<00:04,  3.56it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.56it/s]
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 59%|█████▉    | 19/32 [00:05<00:03,  3.54it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.57it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.61it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.55it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.55it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.63it/s]
 78%|███████▊  | 25/32 [00:06<00:01,  3.70it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.66it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.67it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.59it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.56it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.56it/s]
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100%|██████████| 32/32 [00:08<00:00,  3.63it/s][2025-07-14 18:31:23] bus...PCK-Transfer@0.10: 38.39% | PCK-Transfer@0.05: 25.36% | PCK-Transfer@0.15: 47.24%
+
100%|██████████| 32/32 [00:08<00:00,  3.58it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:04,  3.72it/s]
 11%|█         | 2/19 [00:00<00:05,  3.16it/s]
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 37%|███▋      | 7/19 [00:02<00:03,  3.43it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.50it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.49it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.56it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.58it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.53it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.54it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.56it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.54it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.54it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.51it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.57it/s]
100%|██████████| 19/19 [00:05<00:00,  3.65it/s][2025-07-14 18:31:29] car...PCK-Transfer@0.10: 54.00% | PCK-Transfer@0.05: 39.06% | PCK-Transfer@0.15: 59.99%
+
100%|██████████| 19/19 [00:05<00:00,  3.52it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.58it/s]
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 11%|█         | 3/27 [00:00<00:06,  3.44it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.53it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.49it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.55it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.58it/s]
 41%|████      | 11/27 [00:03<00:04,  3.61it/s]
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 63%|██████▎   | 17/27 [00:04<00:02,  3.55it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.61it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.62it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.57it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.55it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.53it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.56it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.55it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.57it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.56it/s]
100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-14 18:31:36] cat...PCK-Transfer@0.10: 61.60% | PCK-Transfer@0.05: 40.01% | PCK-Transfer@0.15: 69.70%
+
100%|██████████| 27/27 [00:07<00:00,  3.56it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.48it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.63it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.66it/s]
 31%|███       | 4/13 [00:01<00:02,  3.60it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.60it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.56it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.57it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.64it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.67it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.69it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.70it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.65it/s]
100%|██████████| 13/13 [00:03<00:00,  3.66it/s][2025-07-14 18:31:40] chair...PCK-Transfer@0.10: 19.23% | PCK-Transfer@0.05: 11.54% | PCK-Transfer@0.15: 28.93%
+
100%|██████████| 13/13 [00:03<00:00,  3.64it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.67it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.65it/s]
100%|██████████| 3/3 [00:00<00:00,  3.64it/s][2025-07-14 18:31:41] cow...PCK-Transfer@0.10: 60.42% | PCK-Transfer@0.05: 35.42% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.64it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.65it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.63it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.62it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.68it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.65it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.62it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.62it/s]
100%|██████████| 8/8 [00:02<00:00,  3.65it/s][2025-07-14 18:31:43] diningtable...PCK-Transfer@0.10: 27.60% | PCK-Transfer@0.05: 7.81% | PCK-Transfer@0.15: 40.10%
+
100%|██████████| 8/8 [00:02<00:00,  3.64it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
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  8%|▊         | 2/24 [00:00<00:06,  3.62it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.63it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.71it/s]
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 29%|██▉       | 7/24 [00:01<00:04,  3.64it/s]
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 42%|████▏     | 10/24 [00:02<00:03,  3.67it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.68it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.68it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.63it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.65it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.61it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.61it/s]
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 96%|█████████▌| 23/24 [00:06<00:00,  3.65it/s]
100%|██████████| 24/24 [00:06<00:00,  3.63it/s][2025-07-14 18:31:49] dog...PCK-Transfer@0.10: 49.54% | PCK-Transfer@0.05: 32.45% | PCK-Transfer@0.15: 61.39%
+
100%|██████████| 24/24 [00:06<00:00,  3.65it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
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 22%|██▏       | 2/9 [00:00<00:01,  3.60it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.58it/s]
100%|██████████| 9/9 [00:02<00:00,  3.64it/s][2025-07-14 18:31:52] horse...PCK-Transfer@0.10: 43.33% | PCK-Transfer@0.05: 23.78% | PCK-Transfer@0.15: 48.89%
+
100%|██████████| 9/9 [00:02<00:00,  3.64it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.58it/s]
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 63%|██████▎   | 17/27 [00:04<00:02,  3.61it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.63it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.67it/s]
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 78%|███████▊  | 21/27 [00:05<00:01,  3.67it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.72it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.69it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.70it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.63it/s][2025-07-14 18:31:59] motorbike...PCK-Transfer@0.10: 46.17% | PCK-Transfer@0.05: 28.30% | PCK-Transfer@0.15: 58.37%
+
100%|██████████| 27/27 [00:07<00:00,  3.63it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.46it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.61it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.65it/s]
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 42%|████▏     | 5/12 [00:01<00:01,  3.56it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.55it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.50it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.49it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.46it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.47it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.48it/s]
100%|██████████| 12/12 [00:03<00:00,  3.56it/s][2025-07-14 18:32:03] person...PCK-Transfer@0.10: 39.78% | PCK-Transfer@0.05: 22.41% | PCK-Transfer@0.15: 51.20%
+
100%|██████████| 12/12 [00:03<00:00,  3.54it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.44it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.45it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.53it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.52it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.47it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.52it/s]
100%|██████████| 7/7 [00:01<00:00,  3.56it/s][2025-07-14 18:32:05] pottedplant...PCK-Transfer@0.10: 39.05% | PCK-Transfer@0.05: 19.05% | PCK-Transfer@0.15: 50.95%
+
100%|██████████| 7/7 [00:01<00:00,  3.52it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.53it/s][2025-07-14 18:32:05] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.52it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.65it/s]
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 31%|███       | 4/13 [00:01<00:02,  3.66it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.61it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.63it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.60it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.60it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.65it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.60it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.66it/s]
100%|██████████| 13/13 [00:03<00:00,  3.66it/s][2025-07-14 18:32:09] sofa...PCK-Transfer@0.10: 22.97% | PCK-Transfer@0.05: 11.37% | PCK-Transfer@0.15: 36.71%
+
100%|██████████| 13/13 [00:03<00:00,  3.63it/s]
+
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 60%|██████    | 12/20 [00:03<00:02,  3.61it/s]
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+[2025-07-14 18:32:18] Weighted Per image PCK0.10: 42.71%, image PCK0.05: 26.78%, image PCK0.01: 52.82%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_20__t_0.8_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_20__t_0.8_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..e0083e288079a34ea4c8b5ddaf1eafde56f7206e
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_20__t_0.8_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 18:50:28] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.3_layer_20__t_0.8_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.3_layer_20', 't_0.8_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.3_layer_20', 't_0.8_layer_13']
+Number of parameters corr net: 120
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+
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+[2025-07-14 18:52:02] Weighted Per image PCK0.10: 46.66%, image PCK0.05: 29.59%, image PCK0.01: 56.82%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_10__t_0.7_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_10__t_0.7_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..e23ebcca2cb82074ab65989b034ac7cf190d8a54
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_10__t_0.7_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-14 20:04:10] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_10__t_0.7_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.5_layer_10', 't_0.7_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.5_layer_10', 't_0.7_layer_11']
+Number of parameters corr net: 120
+
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 33%|███▎      | 2/6 [00:00<00:01,  3.60it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.53it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.48it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.51it/s]
100%|██████████| 6/6 [00:01<00:00,  3.58it/s][2025-07-14 20:04:31] boat...PCK-Transfer@0.10: 70.83% | PCK-Transfer@0.05: 47.22% | PCK-Transfer@0.15: 83.33%
+
100%|██████████| 6/6 [00:01<00:00,  3.55it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.53it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.68it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.52it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.51it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.49it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.44it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.49it/s]
100%|██████████| 8/8 [00:02<00:00,  3.44it/s][2025-07-14 20:04:33] bottle...PCK-Transfer@0.10: 73.44% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 81.25%
+
100%|██████████| 8/8 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.63it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.55it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.50it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.45it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.47it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.41it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.44it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.40it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.37it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.46it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.45it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.41it/s]
 41%|████      | 13/32 [00:03<00:05,  3.40it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.40it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.17it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.21it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.34it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.41it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.45it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.46it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.45it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.54it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.56it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.53it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.45it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.47it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.45it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.49it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.52it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.55it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.50it/s]
100%|██████████| 32/32 [00:09<00:00,  3.48it/s][2025-07-14 20:04:42] bus...PCK-Transfer@0.10: 83.18% | PCK-Transfer@0.05: 74.58% | PCK-Transfer@0.15: 87.60%
+
100%|██████████| 32/32 [00:09<00:00,  3.44it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.42it/s]
 11%|█         | 2/19 [00:00<00:04,  3.45it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.47it/s]
 21%|██        | 4/19 [00:01<00:04,  3.41it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.42it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.48it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.54it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.46it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.46it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.39it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.40it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.46it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.45it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.44it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.51it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.50it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.53it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.47it/s]
100%|██████████| 19/19 [00:05<00:00,  3.43it/s][2025-07-14 20:04:48] car...PCK-Transfer@0.10: 92.71% | PCK-Transfer@0.05: 84.92% | PCK-Transfer@0.15: 93.95%
+
100%|██████████| 19/19 [00:05<00:00,  3.45it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.39it/s]
  7%|▋         | 2/27 [00:00<00:08,  2.94it/s]
 11%|█         | 3/27 [00:00<00:07,  3.15it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.21it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.35it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.40it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.39it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.42it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.48it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.50it/s]
 41%|████      | 11/27 [00:03<00:04,  3.45it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.44it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.50it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.48it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.54it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.58it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.51it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.48it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.48it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.49it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.52it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.53it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.50it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.51it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.51it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.51it/s]
100%|██████████| 27/27 [00:07<00:00,  3.52it/s][2025-07-14 20:04:56] cat...PCK-Transfer@0.10: 84.54% | PCK-Transfer@0.05: 71.75% | PCK-Transfer@0.15: 90.31%
+
100%|██████████| 27/27 [00:07<00:00,  3.46it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.42it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.43it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.43it/s]
 31%|███       | 4/13 [00:01<00:02,  3.46it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.47it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.47it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.47it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.41it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.42it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.41it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.41it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.44it/s]
100%|██████████| 13/13 [00:03<00:00,  3.44it/s][2025-07-14 20:05:00] chair...PCK-Transfer@0.10: 60.90% | PCK-Transfer@0.05: 38.50% | PCK-Transfer@0.15: 69.21%
+
100%|██████████| 13/13 [00:03<00:00,  3.44it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.52it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.47it/s]
100%|██████████| 3/3 [00:00<00:00,  3.46it/s][2025-07-14 20:05:00] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 70.83% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.47it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.45it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.41it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.47it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.45it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.47it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.48it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.52it/s]
100%|██████████| 8/8 [00:02<00:00,  3.51it/s][2025-07-14 20:05:03] diningtable...PCK-Transfer@0.10: 56.25% | PCK-Transfer@0.05: 32.29% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 8/8 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.42it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.46it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.48it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.39it/s]
 21%|██        | 5/24 [00:01<00:05,  3.40it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.44it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.45it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.44it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.42it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.39it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.39it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.39it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.41it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.41it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.43it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.43it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.42it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.43it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.43it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.47it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.47it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.46it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.45it/s]
100%|██████████| 24/24 [00:06<00:00,  3.45it/s][2025-07-14 20:05:10] dog...PCK-Transfer@0.10: 86.16% | PCK-Transfer@0.05: 66.49% | PCK-Transfer@0.15: 91.48%
+
100%|██████████| 24/24 [00:06<00:00,  3.43it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.43it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.44it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.40it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.37it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.40it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.34it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.44it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.45it/s]
100%|██████████| 9/9 [00:02<00:00,  3.45it/s][2025-07-14 20:05:12] horse...PCK-Transfer@0.10: 82.35% | PCK-Transfer@0.05: 64.13% | PCK-Transfer@0.15: 88.31%
+
100%|██████████| 9/9 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.24it/s]
  7%|▋         | 2/27 [00:00<00:08,  3.03it/s]
 11%|█         | 3/27 [00:00<00:07,  3.23it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.31it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.36it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.44it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.39it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.41it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.45it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.46it/s]
 41%|████      | 11/27 [00:03<00:04,  3.43it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.42it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.42it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.42it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.44it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.46it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.47it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.47it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.46it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.49it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.47it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.43it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.45it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.44it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.42it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.43it/s]
100%|██████████| 27/27 [00:07<00:00,  3.44it/s][2025-07-14 20:05:20] motorbike...PCK-Transfer@0.10: 87.69% | PCK-Transfer@0.05: 66.63% | PCK-Transfer@0.15: 92.80%
+
100%|██████████| 27/27 [00:07<00:00,  3.42it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.50it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.40it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.38it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.36it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.44it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.45it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.49it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.48it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.49it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.48it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.49it/s]
100%|██████████| 12/12 [00:03<00:00,  3.44it/s][2025-07-14 20:05:24] person...PCK-Transfer@0.10: 68.98% | PCK-Transfer@0.05: 51.81% | PCK-Transfer@0.15: 79.11%
+
100%|██████████| 12/12 [00:03<00:00,  3.45it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.42it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.52it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.50it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.53it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.57it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.52it/s]
100%|██████████| 7/7 [00:01<00:00,  3.52it/s][2025-07-14 20:05:26] pottedplant...PCK-Transfer@0.10: 53.33% | PCK-Transfer@0.05: 31.43% | PCK-Transfer@0.15: 72.38%
+
100%|██████████| 7/7 [00:01<00:00,  3.52it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.46it/s][2025-07-14 20:05:26] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.45it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.21it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.31it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.30it/s]
 31%|███       | 4/13 [00:01<00:02,  3.18it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.25it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.28it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.32it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.37it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.41it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.39it/s]
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+[2025-07-14 20:05:40] Weighted Per image PCK0.10: 78.05%, image PCK0.05: 62.03%, image PCK0.01: 85.58%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_10__t_0.8_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_10__t_0.8_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..ba27a4de9519df99460fc319954083fb6ed7af7b
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_10__t_0.8_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-14 20:10:40] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_10__t_0.8_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.5_layer_10', 't_0.8_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.5_layer_10', 't_0.8_layer_11']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.61it/s][2025-07-14 20:12:08] tvmonitor...PCK-Transfer@0.10: 45.00% | PCK-Transfer@0.05: 27.22% | PCK-Transfer@0.15: 58.33%
+
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+[2025-07-14 20:12:08] Weighted Per image PCK0.10: 78.19%, image PCK0.05: 60.48%, image PCK0.01: 85.24%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_10_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_10_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..b2f747dd98676ca77510d5fd8ce84bfd1834c1ca
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_10_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-11 23:07:05] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_10_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.5_layer_10'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.5_layer_10']
+Number of parameters corr net: 120
+
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100%|██████████| 30/30 [00:08<00:00,  3.43it/s][2025-07-11 23:07:20] bicycle...PCK-Transfer@0.10: 76.67% | PCK-Transfer@0.05: 61.82% | PCK-Transfer@0.15: 83.64%
+
100%|██████████| 30/30 [00:08<00:00,  3.42it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.54it/s]
 20%|██        | 2/10 [00:00<00:02,  3.58it/s]
 30%|███       | 3/10 [00:00<00:01,  3.52it/s]
 40%|████      | 4/10 [00:01<00:01,  3.48it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.50it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.48it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.48it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.51it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.51it/s]
100%|██████████| 10/10 [00:02<00:00,  3.50it/s][2025-07-11 23:07:23] bird...PCK-Transfer@0.10: 74.03% | PCK-Transfer@0.05: 52.53% | PCK-Transfer@0.15: 87.22%
+
100%|██████████| 10/10 [00:02<00:00,  3.50it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.06it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.44it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.47it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.27it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.25it/s]
100%|██████████| 6/6 [00:01<00:00,  3.39it/s][2025-07-11 23:07:25] boat...PCK-Transfer@0.10: 52.78% | PCK-Transfer@0.05: 29.17% | PCK-Transfer@0.15: 72.22%
+
100%|██████████| 6/6 [00:01<00:00,  3.35it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.33it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.47it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.20it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.25it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.33it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.38it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.51it/s]
100%|██████████| 8/8 [00:02<00:00,  3.41it/s][2025-07-11 23:07:27] bottle...PCK-Transfer@0.10: 56.25% | PCK-Transfer@0.05: 42.19% | PCK-Transfer@0.15: 65.62%
+
100%|██████████| 8/8 [00:02<00:00,  3.37it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.79it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.44it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.28it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.34it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.37it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.37it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.42it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.31it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.38it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.47it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.47it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.48it/s]
 41%|████      | 13/32 [00:03<00:05,  3.42it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.36it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.38it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.40it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.45it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.46it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.51it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.50it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.49it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.54it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.47it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.45it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.40it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.48it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.49it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.49it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.53it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.54it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.51it/s]
100%|██████████| 32/32 [00:09<00:00,  3.46it/s][2025-07-11 23:07:37] bus...PCK-Transfer@0.10: 70.42% | PCK-Transfer@0.05: 57.40% | PCK-Transfer@0.15: 79.27%
+
100%|██████████| 32/32 [00:09<00:00,  3.45it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.72it/s]
 11%|█         | 2/19 [00:00<00:05,  3.12it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.23it/s]
 21%|██        | 4/19 [00:01<00:04,  3.22it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.22it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.34it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.41it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.38it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.33it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.28it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.33it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.39it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.40it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.36it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.41it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.40it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.40it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.36it/s]
100%|██████████| 19/19 [00:05<00:00,  3.34it/s][2025-07-11 23:07:42] car...PCK-Transfer@0.10: 87.06% | PCK-Transfer@0.05: 75.67% | PCK-Transfer@0.15: 89.14%
+
100%|██████████| 19/19 [00:05<00:00,  3.32it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:11,  2.34it/s]
  7%|▋         | 2/27 [00:00<00:08,  2.86it/s]
 11%|█         | 3/27 [00:01<00:07,  3.12it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.23it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.29it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.34it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.35it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.37it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.41it/s]
 37%|███▋      | 10/27 [00:03<00:04,  3.42it/s]
 41%|████      | 11/27 [00:03<00:04,  3.42it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.37it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.46it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.45it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.49it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.56it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.52it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.50it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.51it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.55it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.55it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.58it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.58it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.59it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.57it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.56it/s]
100%|██████████| 27/27 [00:07<00:00,  3.56it/s][2025-07-11 23:07:50] cat...PCK-Transfer@0.10: 78.12% | PCK-Transfer@0.05: 60.83% | PCK-Transfer@0.15: 84.47%
+
100%|██████████| 27/27 [00:07<00:00,  3.44it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:05,  2.25it/s]
 15%|█▌        | 2/13 [00:00<00:04,  2.58it/s]
 23%|██▎       | 3/13 [00:01<00:03,  2.89it/s]
 31%|███       | 4/13 [00:01<00:02,  3.09it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.22it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.26it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.28it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.24it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.19it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.21it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.21it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.30it/s]
100%|██████████| 13/13 [00:04<00:00,  3.31it/s][2025-07-11 23:07:54] chair...PCK-Transfer@0.10: 39.38% | PCK-Transfer@0.05: 25.58% | PCK-Transfer@0.15: 55.24%
+
100%|██████████| 13/13 [00:04<00:00,  3.16it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.12it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.21it/s]
100%|██████████| 3/3 [00:00<00:00,  3.31it/s][2025-07-11 23:07:55] cow...PCK-Transfer@0.10: 85.42% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 3/3 [00:00<00:00,  3.27it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.48it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.40it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.45it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.45it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.43it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.49it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.52it/s]
100%|██████████| 8/8 [00:02<00:00,  3.53it/s][2025-07-11 23:07:58] diningtable...PCK-Transfer@0.10: 44.79% | PCK-Transfer@0.05: 27.08% | PCK-Transfer@0.15: 59.90%
+
100%|██████████| 8/8 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:08,  2.74it/s]
  8%|▊         | 2/24 [00:00<00:07,  3.00it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.26it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.33it/s]
 21%|██        | 5/24 [00:01<00:05,  3.39it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.44it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.48it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.54it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.56it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.44it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.46it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.49it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.50it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.51it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.56it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.55it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.54it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.56it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.55it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.60it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.47it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.47it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.49it/s]
100%|██████████| 24/24 [00:06<00:00,  3.52it/s][2025-07-11 23:08:05] dog...PCK-Transfer@0.10: 68.92% | PCK-Transfer@0.05: 48.21% | PCK-Transfer@0.15: 83.62%
+
100%|██████████| 24/24 [00:06<00:00,  3.47it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.04it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.22it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.29it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.33it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.28it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.41it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.49it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.52it/s]
100%|██████████| 9/9 [00:02<00:00,  3.50it/s][2025-07-11 23:08:07] horse...PCK-Transfer@0.10: 77.49% | PCK-Transfer@0.05: 55.00% | PCK-Transfer@0.15: 80.79%
+
100%|██████████| 9/9 [00:02<00:00,  3.40it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:09,  2.85it/s]
  7%|▋         | 2/27 [00:00<00:08,  3.11it/s]
 11%|█         | 3/27 [00:00<00:07,  3.29it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.40it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.47it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.59it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.56it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.58it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.61it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.63it/s]
 41%|████      | 11/27 [00:03<00:04,  3.63it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.62it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.64it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.61it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.60it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.60it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.60it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.59it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.59it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.63it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.61it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.58it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.58it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.59it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.55it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.57it/s]
100%|██████████| 27/27 [00:07<00:00,  3.58it/s][2025-07-11 23:08:15] motorbike...PCK-Transfer@0.10: 71.01% | PCK-Transfer@0.05: 48.51% | PCK-Transfer@0.15: 81.72%
+
100%|██████████| 27/27 [00:07<00:00,  3.56it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.54it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.51it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.53it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.49it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.59it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.64it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.70it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.67it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.69it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.63it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.64it/s]
100%|██████████| 12/12 [00:03<00:00,  3.56it/s][2025-07-11 23:08:18] person...PCK-Transfer@0.10: 53.67% | PCK-Transfer@0.05: 36.42% | PCK-Transfer@0.15: 64.48%
+
100%|██████████| 12/12 [00:03<00:00,  3.60it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.61it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.64it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.61it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.61it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.68it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.66it/s]
100%|██████████| 7/7 [00:01<00:00,  3.64it/s][2025-07-11 23:08:20] pottedplant...PCK-Transfer@0.10: 49.05% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 70.95%
+
100%|██████████| 7/7 [00:01<00:00,  3.64it/s]
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+[2025-07-11 23:08:33] Weighted Per image PCK0.10: 65.93%, image PCK0.05: 48.60%, image PCK0.01: 76.59%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_11__t_0.6_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_11__t_0.6_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..f3c93414fca80af6474a3df2564f7b953f2c2afe
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_11__t_0.6_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-14 20:24:35] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_11__t_0.6_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.5_layer_11', 't_0.6_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.5_layer_11', 't_0.6_layer_18']
+Number of parameters corr net: 120
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+
100%|██████████| 15/15 [00:04<00:00,  3.44it/s]
+[2025-07-14 20:26:06] Weighted Per image PCK0.10: 68.69%, image PCK0.05: 52.36%, image PCK0.01: 77.46%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_11__t_0.7_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_11__t_0.7_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..ff1860df52c9a9bc775b252b9e8fea898b9738c6
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_11__t_0.7_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-14 20:27:44] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_11__t_0.7_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.5_layer_11', 't_0.7_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.5_layer_11', 't_0.7_layer_10']
+Number of parameters corr net: 120
+
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 50%|█████     | 15/30 [00:04<00:04,  3.27it/s]
 53%|█████▎    | 16/30 [00:05<00:04,  3.31it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.37it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.39it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.41it/s]
 67%|██████▋   | 20/30 [00:06<00:02,  3.40it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.36it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.31it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.39it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.37it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.43it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.48it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.50it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.53it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.50it/s]
100%|██████████| 30/30 [00:09<00:00,  3.47it/s][2025-07-14 20:28:00] bicycle...PCK-Transfer@0.10: 88.85% | PCK-Transfer@0.05: 76.70% | PCK-Transfer@0.15: 91.58%
+
100%|██████████| 30/30 [00:09<00:00,  3.28it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.07it/s]
 20%|██        | 2/10 [00:00<00:02,  3.21it/s]
 30%|███       | 3/10 [00:00<00:02,  3.34it/s]
 40%|████      | 4/10 [00:01<00:01,  3.30it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.26it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.33it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.35it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.32it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.25it/s]
100%|██████████| 10/10 [00:03<00:00,  3.31it/s][2025-07-14 20:28:03] bird...PCK-Transfer@0.10: 80.58% | PCK-Transfer@0.05: 55.39% | PCK-Transfer@0.15: 92.92%
+
100%|██████████| 10/10 [00:03<00:00,  3.29it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  2.96it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.11it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.13it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.21it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.32it/s]
100%|██████████| 6/6 [00:01<00:00,  3.35it/s][2025-07-14 20:28:05] boat...PCK-Transfer@0.10: 72.22% | PCK-Transfer@0.05: 45.83% | PCK-Transfer@0.15: 84.72%
+
100%|██████████| 6/6 [00:01<00:00,  3.26it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.12it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.26it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.35it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.39it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.42it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.46it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.38it/s]
100%|██████████| 8/8 [00:02<00:00,  3.36it/s][2025-07-14 20:28:07] bottle...PCK-Transfer@0.10: 71.88% | PCK-Transfer@0.05: 57.81% | PCK-Transfer@0.15: 79.69%
+
100%|██████████| 8/8 [00:02<00:00,  3.36it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.26it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.28it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.28it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.34it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.33it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.30it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.28it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.26it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.23it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.20it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.23it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.26it/s]
 41%|████      | 13/32 [00:03<00:05,  3.26it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.32it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.34it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.24it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.22it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.18it/s]
 59%|█████▉    | 19/32 [00:05<00:04,  3.21it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.24it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.29it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.26it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.26it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.31it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.37it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.33it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.36it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.31it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.28it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.29it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.35it/s]
100%|██████████| 32/32 [00:09<00:00,  3.37it/s][2025-07-14 20:28:17] bus...PCK-Transfer@0.10: 85.00% | PCK-Transfer@0.05: 75.36% | PCK-Transfer@0.15: 87.86%
+
100%|██████████| 32/32 [00:09<00:00,  3.29it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.46it/s]
 11%|█         | 2/19 [00:00<00:05,  3.23it/s]
 16%|█▌        | 3/19 [00:00<00:05,  3.11it/s]
 21%|██        | 4/19 [00:01<00:04,  3.27it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.28it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.17it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.18it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.26it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.30it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.36it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.41it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.39it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.42it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.43it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.41it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.32it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.32it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.36it/s]
100%|██████████| 19/19 [00:05<00:00,  3.44it/s][2025-07-14 20:28:23] car...PCK-Transfer@0.10: 93.69% | PCK-Transfer@0.05: 87.60% | PCK-Transfer@0.15: 95.45%
+
100%|██████████| 19/19 [00:05<00:00,  3.34it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.43it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.45it/s]
 11%|█         | 3/27 [00:00<00:07,  3.37it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.36it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.35it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.33it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.37it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.38it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.37it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.39it/s]
 41%|████      | 11/27 [00:03<00:04,  3.41it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.43it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.39it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.41it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.39it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.38it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.40it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.46it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.47it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.43it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.36it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.31it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.29it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.33it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.39it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.40it/s]
100%|██████████| 27/27 [00:07<00:00,  3.40it/s][2025-07-14 20:28:31] cat...PCK-Transfer@0.10: 87.07% | PCK-Transfer@0.05: 72.11% | PCK-Transfer@0.15: 90.31%
+
100%|██████████| 27/27 [00:07<00:00,  3.39it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.69it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.07it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.25it/s]
 31%|███       | 4/13 [00:01<00:02,  3.30it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.31it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.30it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.34it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.40it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.44it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.47it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.49it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.46it/s]
100%|██████████| 13/13 [00:03<00:00,  3.47it/s][2025-07-14 20:28:35] chair...PCK-Transfer@0.10: 57.80% | PCK-Transfer@0.05: 38.25% | PCK-Transfer@0.15: 65.60%
+
100%|██████████| 13/13 [00:03<00:00,  3.37it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.61it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.49it/s]
100%|██████████| 3/3 [00:00<00:00,  3.39it/s][2025-07-14 20:28:35] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 72.92% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.42it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.33it/s]
 25%|██▌       | 2/8 [00:00<00:02,  2.71it/s]
 38%|███▊      | 3/8 [00:01<00:01,  2.87it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.08it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.15it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.20it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.27it/s]
100%|██████████| 8/8 [00:02<00:00,  3.34it/s][2025-07-14 20:28:38] diningtable...PCK-Transfer@0.10: 53.12% | PCK-Transfer@0.05: 35.42% | PCK-Transfer@0.15: 68.75%
+
100%|██████████| 8/8 [00:02<00:00,  3.18it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:08,  2.82it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.14it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.19it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.31it/s]
 21%|██        | 5/24 [00:01<00:05,  3.21it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.24it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.29it/s]
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 38%|███▊      | 9/24 [00:02<00:04,  3.33it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.40it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.42it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.44it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.27it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.20it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.25it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.31it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.36it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.37it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.38it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.36it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.38it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.39it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.40it/s]
100%|██████████| 24/24 [00:07<00:00,  3.40it/s][2025-07-14 20:28:45] dog...PCK-Transfer@0.10: 83.48% | PCK-Transfer@0.05: 65.62% | PCK-Transfer@0.15: 90.30%
+
100%|██████████| 24/24 [00:07<00:00,  3.32it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.25it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.34it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.42it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.51it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.45it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.42it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.39it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.40it/s]
100%|██████████| 9/9 [00:02<00:00,  3.43it/s][2025-07-14 20:28:48] horse...PCK-Transfer@0.10: 82.35% | PCK-Transfer@0.05: 66.77% | PCK-Transfer@0.15: 88.31%
+
100%|██████████| 9/9 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.18it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.36it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.42it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.43it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.42it/s]
 41%|████      | 11/27 [00:03<00:04,  3.45it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.46it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.49it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.48it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.48it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.46it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.45it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.47it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.52it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.46it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.48it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.54it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.53it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.55it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.59it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.58it/s]
100%|██████████| 27/27 [00:07<00:00,  3.56it/s][2025-07-14 20:28:56] motorbike...PCK-Transfer@0.10: 87.27% | PCK-Transfer@0.05: 65.20% | PCK-Transfer@0.15: 92.39%
+
100%|██████████| 27/27 [00:07<00:00,  3.47it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
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 25%|██▌       | 3/12 [00:00<00:02,  3.48it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.49it/s]
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 67%|██████▋   | 8/12 [00:02<00:01,  3.49it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.46it/s]
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+[2025-07-14 20:29:15] Weighted Per image PCK0.10: 78.63%, image PCK0.05: 62.51%, image PCK0.01: 85.35%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_12__t_0.6_layer_10_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_12__t_0.6_layer_10_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..4b9cc1e96df871e6a04f53c444acf1d69d64b35b
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_12__t_0.6_layer_10_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 20:44:52] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_12__t_0.6_layer_10_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.5_layer_12', 't_0.6_layer_10'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.5_layer_12', 't_0.6_layer_10']
+Number of parameters corr net: 120
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+[2025-07-14 20:46:16] Weighted Per image PCK0.10: 70.37%, image PCK0.05: 52.99%, image PCK0.01: 79.55%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_12__t_0.8_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_12__t_0.8_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..2a29cbae42fefc97a2598282a81b51aa259cb4fb
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_12__t_0.8_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-14 21:02:09] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_12__t_0.8_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.5_layer_12', 't_0.8_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.5_layer_12', 't_0.8_layer_13']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  3.33it/s][2025-07-14 21:02:16] aeroplane...PCK-Transfer@0.10: 86.52% | PCK-Transfer@0.05: 68.19% | PCK-Transfer@0.15: 91.92%
+
100%|██████████| 15/15 [00:06<00:00,  2.49it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:08,  3.47it/s]
  7%|▋         | 2/30 [00:00<00:08,  3.47it/s]
 10%|█         | 3/30 [00:00<00:08,  3.37it/s]
 13%|█▎        | 4/30 [00:01<00:07,  3.40it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.49it/s]
 20%|██        | 6/30 [00:01<00:06,  3.52it/s]
 23%|██▎       | 7/30 [00:02<00:06,  3.49it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.37it/s]
 30%|███       | 9/30 [00:02<00:06,  3.37it/s]
 33%|███▎      | 10/30 [00:02<00:05,  3.34it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.39it/s]
 40%|████      | 12/30 [00:03<00:05,  3.40it/s]
 43%|████▎     | 13/30 [00:03<00:04,  3.41it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.37it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.37it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.42it/s]
 57%|█████▋    | 17/30 [00:04<00:03,  3.48it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.45it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.41it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.39it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.33it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.31it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.39it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.35it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.37it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.40it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.39it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.42it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.46it/s]
100%|██████████| 30/30 [00:08<00:00,  3.44it/s][2025-07-14 21:02:25] bicycle...PCK-Transfer@0.10: 87.03% | PCK-Transfer@0.05: 76.12% | PCK-Transfer@0.15: 91.00%
+
100%|██████████| 30/30 [00:08<00:00,  3.41it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.37it/s]
 20%|██        | 2/10 [00:00<00:02,  3.36it/s]
 30%|███       | 3/10 [00:00<00:02,  3.38it/s]
 40%|████      | 4/10 [00:01<00:01,  3.35it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.35it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.43it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.44it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.45it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.41it/s]
100%|██████████| 10/10 [00:02<00:00,  3.44it/s][2025-07-14 21:02:28] bird...PCK-Transfer@0.10: 82.22% | PCK-Transfer@0.05: 58.14% | PCK-Transfer@0.15: 91.81%
+
100%|██████████| 10/10 [00:02<00:00,  3.41it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.19it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.27it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.35it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.40it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.47it/s]
100%|██████████| 6/6 [00:01<00:00,  3.42it/s][2025-07-14 21:02:29] boat...PCK-Transfer@0.10: 66.67% | PCK-Transfer@0.05: 45.83% | PCK-Transfer@0.15: 81.94%
+
100%|██████████| 6/6 [00:01<00:00,  3.39it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.48it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.37it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.40it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.37it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.40it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.44it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.39it/s]
100%|██████████| 8/8 [00:02<00:00,  3.42it/s][2025-07-14 21:02:32] bottle...PCK-Transfer@0.10: 67.19% | PCK-Transfer@0.05: 48.44% | PCK-Transfer@0.15: 79.69%
+
100%|██████████| 8/8 [00:02<00:00,  3.41it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.32it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.38it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.14it/s]
 12%|█▎        | 4/32 [00:01<00:09,  2.91it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.01it/s]
 19%|█▉        | 6/32 [00:01<00:08,  3.18it/s]
 22%|██▏       | 7/32 [00:02<00:08,  3.04it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.14it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.17it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.18it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.23it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.27it/s]
 41%|████      | 13/32 [00:04<00:05,  3.33it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.40it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.40it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.39it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.38it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.38it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.36it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.38it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.38it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.35it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.36it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.41it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.46it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.41it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.43it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.38it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.36it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.36it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.42it/s]
100%|██████████| 32/32 [00:09<00:00,  3.44it/s][2025-07-14 21:02:41] bus...PCK-Transfer@0.10: 85.78% | PCK-Transfer@0.05: 74.58% | PCK-Transfer@0.15: 88.91%
+
100%|██████████| 32/32 [00:09<00:00,  3.31it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.49it/s]
 11%|█         | 2/19 [00:00<00:04,  3.44it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.41it/s]
 21%|██        | 4/19 [00:01<00:04,  3.42it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.40it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.33it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.29it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.35it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.34it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.35it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.40it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.38it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.40it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.42it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.40it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.40it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.38it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.42it/s]
100%|██████████| 19/19 [00:05<00:00,  3.48it/s][2025-07-14 21:02:47] car...PCK-Transfer@0.10: 88.46% | PCK-Transfer@0.05: 80.72% | PCK-Transfer@0.15: 91.27%
+
100%|██████████| 19/19 [00:05<00:00,  3.40it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.38it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.31it/s]
 11%|█         | 3/27 [00:00<00:07,  3.28it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.33it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.33it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.34it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.35it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.38it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.38it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.39it/s]
 41%|████      | 11/27 [00:03<00:04,  3.38it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.41it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.37it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.38it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.34it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.35it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.37it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.40it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.39it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.34it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.31it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.29it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.30it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.26it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.29it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.28it/s]
100%|██████████| 27/27 [00:08<00:00,  3.29it/s][2025-07-14 21:02:55] cat...PCK-Transfer@0.10: 83.55% | PCK-Transfer@0.05: 68.40% | PCK-Transfer@0.15: 89.33%
+
100%|██████████| 27/27 [00:08<00:00,  3.34it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.46it/s]
 15%|█▌        | 2/13 [00:00<00:03,  2.89it/s]
 23%|██▎       | 3/13 [00:01<00:03,  3.12it/s]
 31%|███       | 4/13 [00:01<00:02,  3.20it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.25it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.24it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.24it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.32it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.38it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.44it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.47it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.45it/s]
100%|██████████| 13/13 [00:03<00:00,  3.46it/s][2025-07-14 21:02:59] chair...PCK-Transfer@0.10: 50.11% | PCK-Transfer@0.05: 31.75% | PCK-Transfer@0.15: 61.92%
+
100%|██████████| 13/13 [00:03<00:00,  3.31it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.50it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.47it/s]
100%|██████████| 3/3 [00:00<00:00,  3.43it/s][2025-07-14 21:03:00] cow...PCK-Transfer@0.10: 97.92% | PCK-Transfer@0.05: 75.00% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.44it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.39it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.43it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.44it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.48it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.47it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.44it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.45it/s]
100%|██████████| 8/8 [00:02<00:00,  3.47it/s][2025-07-14 21:03:02] diningtable...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 23.96% | PCK-Transfer@0.15: 63.02%
+
100%|██████████| 8/8 [00:02<00:00,  3.46it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.34it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.42it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.37it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.41it/s]
 21%|██        | 5/24 [00:01<00:05,  3.38it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.39it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.40it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.40it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.43it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.48it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.49it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.48it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.48it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.46it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.44it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.46it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.47it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.46it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.46it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.43it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.43it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.45it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.45it/s]
100%|██████████| 24/24 [00:06<00:00,  3.45it/s][2025-07-14 21:03:09] dog...PCK-Transfer@0.10: 81.22% | PCK-Transfer@0.05: 62.14% | PCK-Transfer@0.15: 88.98%
+
100%|██████████| 24/24 [00:06<00:00,  3.44it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.06it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.24it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.35it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.46it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.42it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.40it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.37it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.38it/s]
100%|██████████| 9/9 [00:02<00:00,  3.42it/s][2025-07-14 21:03:12] horse...PCK-Transfer@0.10: 80.63% | PCK-Transfer@0.05: 57.65% | PCK-Transfer@0.15: 84.60%
+
100%|██████████| 9/9 [00:02<00:00,  3.38it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.40it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.31it/s]
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 37%|███▋      | 10/27 [00:02<00:05,  3.36it/s]
 41%|████      | 11/27 [00:03<00:04,  3.39it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.46it/s][2025-07-14 21:03:20] motorbike...PCK-Transfer@0.10: 82.97% | PCK-Transfer@0.05: 62.01% | PCK-Transfer@0.15: 89.33%
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100%|██████████| 7/7 [00:02<00:00,  3.39it/s][2025-07-14 21:03:26] pottedplant...PCK-Transfer@0.10: 53.33% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 70.00%
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100%|██████████| 13/13 [00:03<00:00,  3.33it/s][2025-07-14 21:03:30] sofa...PCK-Transfer@0.10: 57.58% | PCK-Transfer@0.05: 40.33% | PCK-Transfer@0.15: 70.61%
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100%|██████████| 20/20 [00:05<00:00,  3.42it/s][2025-07-14 21:03:36] train...PCK-Transfer@0.10: 75.00% | PCK-Transfer@0.05: 51.25% | PCK-Transfer@0.15: 83.00%
+
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100%|██████████| 15/15 [00:04<00:00,  3.46it/s][2025-07-14 21:03:40] tvmonitor...PCK-Transfer@0.10: 38.89% | PCK-Transfer@0.05: 26.11% | PCK-Transfer@0.15: 55.00%
+
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+[2025-07-14 21:03:40] Weighted Per image PCK0.10: 75.78%, image PCK0.05: 58.47%, image PCK0.01: 83.53%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_12__t_0.8_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_12__t_0.8_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..05af68a8a7d527c03441d3bc62d071ef6ac94b79
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_12__t_0.8_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-14 21:03:44] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_12__t_0.8_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.5_layer_12', 't_0.8_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.5_layer_12', 't_0.8_layer_18']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.43it/s][2025-07-14 21:04:16] bus...PCK-Transfer@0.10: 81.35% | PCK-Transfer@0.05: 67.81% | PCK-Transfer@0.15: 83.70%
+
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100%|██████████| 19/19 [00:05<00:00,  3.45it/s][2025-07-14 21:04:22] car...PCK-Transfer@0.10: 90.46% | PCK-Transfer@0.05: 79.64% | PCK-Transfer@0.15: 92.74%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.36it/s][2025-07-14 21:04:30] cat...PCK-Transfer@0.10: 82.83% | PCK-Transfer@0.05: 66.97% | PCK-Transfer@0.15: 89.30%
+
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+
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100%|██████████| 13/13 [00:03<00:00,  3.47it/s][2025-07-14 21:04:34] chair...PCK-Transfer@0.10: 45.21% | PCK-Transfer@0.05: 28.23% | PCK-Transfer@0.15: 53.29%
+
100%|██████████| 13/13 [00:03<00:00,  3.46it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.47it/s][2025-07-14 21:04:35] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 70.83% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.48it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.52it/s][2025-07-14 21:04:37] diningtable...PCK-Transfer@0.10: 48.96% | PCK-Transfer@0.05: 29.17% | PCK-Transfer@0.15: 58.85%
+
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100%|██████████| 24/24 [00:06<00:00,  3.50it/s][2025-07-14 21:04:44] dog...PCK-Transfer@0.10: 75.59% | PCK-Transfer@0.05: 57.48% | PCK-Transfer@0.15: 87.05%
+
100%|██████████| 24/24 [00:06<00:00,  3.49it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.48it/s][2025-07-14 21:04:46] horse...PCK-Transfer@0.10: 75.37% | PCK-Transfer@0.05: 54.87% | PCK-Transfer@0.15: 83.54%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.58it/s][2025-07-14 21:04:54] motorbike...PCK-Transfer@0.10: 82.15% | PCK-Transfer@0.05: 60.77% | PCK-Transfer@0.15: 89.29%
+
100%|██████████| 27/27 [00:07<00:00,  3.52it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.52it/s][2025-07-14 21:04:58] person...PCK-Transfer@0.10: 59.62% | PCK-Transfer@0.05: 42.09% | PCK-Transfer@0.15: 72.85%
+
100%|██████████| 12/12 [00:03<00:00,  3.55it/s]
+
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100%|██████████| 7/7 [00:02<00:00,  3.47it/s][2025-07-14 21:05:00] pottedplant...PCK-Transfer@0.10: 60.95% | PCK-Transfer@0.05: 27.14% | PCK-Transfer@0.15: 72.86%
+
100%|██████████| 7/7 [00:02<00:00,  3.44it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.42it/s][2025-07-14 21:05:00] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.41it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.53it/s][2025-07-14 21:05:04] sofa...PCK-Transfer@0.10: 58.08% | PCK-Transfer@0.05: 37.36% | PCK-Transfer@0.15: 68.83%
+
100%|██████████| 13/13 [00:03<00:00,  3.51it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.47it/s][2025-07-14 21:05:09] train...PCK-Transfer@0.10: 70.75% | PCK-Transfer@0.05: 50.25% | PCK-Transfer@0.15: 81.75%
+
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+
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100%|██████████| 15/15 [00:04<00:00,  3.52it/s][2025-07-14 21:05:14] tvmonitor...PCK-Transfer@0.10: 42.22% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 56.67%
+
100%|██████████| 15/15 [00:04<00:00,  3.51it/s]
+[2025-07-14 21:05:14] Weighted Per image PCK0.10: 73.23%, image PCK0.05: 55.88%, image PCK0.01: 81.42%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_13__t_0.5_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_13__t_0.5_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..855682f94a6a4cdd69198effd6c156443a7f268e
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_13__t_0.5_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-14 21:05:18] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_13__t_0.5_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.5_layer_13', 't_0.5_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.5_layer_13', 't_0.5_layer_15']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:02<00:00,  3.48it/s][2025-07-14 21:06:34] pottedplant...PCK-Transfer@0.10: 50.95% | PCK-Transfer@0.05: 29.05% | PCK-Transfer@0.15: 65.24%
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100%|██████████| 15/15 [00:04<00:00,  3.50it/s][2025-07-14 21:06:48] tvmonitor...PCK-Transfer@0.10: 37.78% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 47.78%
+
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+[2025-07-14 21:06:48] Weighted Per image PCK0.10: 71.31%, image PCK0.05: 54.91%, image PCK0.01: 79.09%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_15__t_0.7_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_15__t_0.7_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..d58171ce004274e26c0f3d92a1aff455c7182c77
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_15__t_0.7_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 21:42:01] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_15__t_0.7_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.5_layer_15', 't_0.7_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.5_layer_15', 't_0.7_layer_15']
+Number of parameters corr net: 120
+
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 53%|█████▎    | 17/32 [00:04<00:04,  3.46it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.46it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.45it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.47it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.48it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.40it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.43it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.36it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.46it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.42it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.48it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.42it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.41it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.40it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.49it/s]
100%|██████████| 32/32 [00:09<00:00,  3.41it/s][2025-07-14 21:42:33] bus...PCK-Transfer@0.10: 67.81% | PCK-Transfer@0.05: 58.70% | PCK-Transfer@0.15: 76.41%
+
100%|██████████| 32/32 [00:09<00:00,  3.46it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.43it/s]
 11%|█         | 2/19 [00:00<00:05,  3.34it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.38it/s]
 21%|██        | 4/19 [00:01<00:04,  3.41it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.41it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.41it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.48it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.47it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.44it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.49it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.43it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.43it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.49it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.47it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.46it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.48it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.53it/s]
100%|██████████| 19/19 [00:05<00:00,  3.56it/s][2025-07-14 21:42:38] car...PCK-Transfer@0.10: 85.48% | PCK-Transfer@0.05: 74.57% | PCK-Transfer@0.15: 88.46%
+
100%|██████████| 19/19 [00:05<00:00,  3.47it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  2.97it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.43it/s]
 41%|████      | 11/27 [00:03<00:04,  3.50it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.56it/s]
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 59%|█████▉    | 16/27 [00:04<00:03,  3.41it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.45it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.45it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.45it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.47it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.44it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.27it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.28it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.34it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.37it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.31it/s]
100%|██████████| 27/27 [00:07<00:00,  3.37it/s][2025-07-14 21:42:46] cat...PCK-Transfer@0.10: 79.81% | PCK-Transfer@0.05: 63.43% | PCK-Transfer@0.15: 84.10%
+
100%|██████████| 27/27 [00:07<00:00,  3.41it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.62it/s]
 15%|█▌        | 2/13 [00:00<00:03,  2.90it/s]
 23%|██▎       | 3/13 [00:01<00:03,  3.02it/s]
 31%|███       | 4/13 [00:01<00:02,  3.20it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.27it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.33it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.42it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.53it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.41it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.33it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.40it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.46it/s]
100%|██████████| 13/13 [00:03<00:00,  3.52it/s][2025-07-14 21:42:50] chair...PCK-Transfer@0.10: 37.56% | PCK-Transfer@0.05: 22.41% | PCK-Transfer@0.15: 45.98%
+
100%|██████████| 13/13 [00:03<00:00,  3.35it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.59it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  2.93it/s]
100%|██████████| 3/3 [00:00<00:00,  3.20it/s][2025-07-14 21:42:51] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.08it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.29it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.44it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.51it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.61it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.61it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.61it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.62it/s]
100%|██████████| 8/8 [00:02<00:00,  3.65it/s][2025-07-14 21:42:53] diningtable...PCK-Transfer@0.10: 39.06% | PCK-Transfer@0.05: 16.15% | PCK-Transfer@0.15: 54.17%
+
100%|██████████| 8/8 [00:02<00:00,  3.59it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  2.93it/s]
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 12%|█▎        | 3/24 [00:00<00:06,  3.25it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.32it/s]
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 29%|██▉       | 7/24 [00:02<00:04,  3.46it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.59it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.54it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.47it/s]
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 83%|████████▎ | 20/24 [00:05<00:01,  3.48it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.51it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.57it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.57it/s]
100%|██████████| 24/24 [00:06<00:00,  3.57it/s][2025-07-14 21:43:00] dog...PCK-Transfer@0.10: 67.56% | PCK-Transfer@0.05: 48.94% | PCK-Transfer@0.15: 78.62%
+
100%|██████████| 24/24 [00:06<00:00,  3.48it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.02it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.13it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.51it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.54it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.57it/s]
100%|██████████| 9/9 [00:02<00:00,  3.62it/s][2025-07-14 21:43:03] horse...PCK-Transfer@0.10: 66.11% | PCK-Transfer@0.05: 50.50% | PCK-Transfer@0.15: 69.29%
+
100%|██████████| 9/9 [00:02<00:00,  3.50it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.61it/s]
 41%|████      | 11/27 [00:03<00:04,  3.64it/s]
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 59%|█████▉    | 16/27 [00:04<00:03,  3.66it/s]
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 67%|██████▋   | 18/27 [00:04<00:02,  3.61it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.58it/s]
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 78%|███████▊  | 21/27 [00:05<00:01,  3.59it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.67it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.68it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.66it/s][2025-07-14 21:43:10] motorbike...PCK-Transfer@0.10: 75.92% | PCK-Transfer@0.05: 53.97% | PCK-Transfer@0.15: 84.49%
+
100%|██████████| 27/27 [00:07<00:00,  3.64it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.24it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.54it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.65it/s]
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 42%|████▏     | 5/12 [00:01<00:01,  3.69it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.71it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.68it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.65it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.59it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.52it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.53it/s]
100%|██████████| 12/12 [00:03<00:00,  3.58it/s][2025-07-14 21:43:14] person...PCK-Transfer@0.10: 50.86% | PCK-Transfer@0.05: 36.53% | PCK-Transfer@0.15: 60.37%
+
100%|██████████| 12/12 [00:03<00:00,  3.60it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.54it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.51it/s]
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 86%|████████▌ | 6/7 [00:01<00:00,  3.58it/s]
100%|██████████| 7/7 [00:01<00:00,  3.65it/s][2025-07-14 21:43:16] pottedplant...PCK-Transfer@0.10: 50.95% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 72.86%
+
100%|██████████| 7/7 [00:01<00:00,  3.59it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  2.52it/s][2025-07-14 21:43:16] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  2.51it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.45it/s]
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 85%|████████▍ | 11/13 [00:03<00:00,  3.58it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.57it/s]
100%|██████████| 13/13 [00:03<00:00,  3.60it/s][2025-07-14 21:43:20] sofa...PCK-Transfer@0.10: 43.11% | PCK-Transfer@0.05: 27.83% | PCK-Transfer@0.15: 55.92%
+
100%|██████████| 13/13 [00:03<00:00,  3.42it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.62it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.61it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.66it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.65it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.67it/s]
 65%|██████▌   | 13/20 [00:03<00:01,  3.64it/s]
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 80%|████████  | 16/20 [00:04<00:01,  3.63it/s]
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 90%|█████████ | 18/20 [00:05<00:00,  3.68it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.72it/s]
100%|██████████| 20/20 [00:05<00:00,  3.69it/s][2025-07-14 21:43:25] train...PCK-Transfer@0.10: 64.75% | PCK-Transfer@0.05: 39.25% | PCK-Transfer@0.15: 82.75%
+
100%|██████████| 20/20 [00:05<00:00,  3.60it/s]
+
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+[2025-07-14 21:43:30] Weighted Per image PCK0.10: 65.59%, image PCK0.05: 49.45%, image PCK0.01: 74.53%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_20__t_0.6_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_20__t_0.6_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..c61ba36ecc848865995806a88dc8909d0d4a42a7
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_20__t_0.6_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 22:15:53] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_20__t_0.6_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.5_layer_20', 't_0.6_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.5_layer_20', 't_0.6_layer_11']
+Number of parameters corr net: 120
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100%|██████████| 20/20 [00:05<00:00,  3.72it/s][2025-07-14 22:17:13] train...PCK-Transfer@0.10: 56.50% | PCK-Transfer@0.05: 31.25% | PCK-Transfer@0.15: 66.50%
+
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100%|██████████| 15/15 [00:04<00:00,  3.55it/s][2025-07-14 22:17:17] tvmonitor...PCK-Transfer@0.10: 30.00% | PCK-Transfer@0.05: 23.33% | PCK-Transfer@0.15: 36.67%
+
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+[2025-07-14 22:17:17] Weighted Per image PCK0.10: 53.97%, image PCK0.05: 36.59%, image PCK0.01: 64.13%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_20__t_0.8_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_20__t_0.8_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..ad5f47943fc6247e8b97560753286518bcfd3a1a
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_20__t_0.8_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-14 22:33:20] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_20__t_0.8_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.5_layer_20', 't_0.8_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.5_layer_20', 't_0.8_layer_18']
+Number of parameters corr net: 120
+
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100%|██████████| 8/8 [00:02<00:00,  3.40it/s][2025-07-14 22:33:43] bottle...PCK-Transfer@0.10: 42.19% | PCK-Transfer@0.05: 31.25% | PCK-Transfer@0.15: 48.44%
+
100%|██████████| 8/8 [00:02<00:00,  3.34it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 47%|████▋     | 15/32 [00:04<00:05,  3.34it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.33it/s]
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 59%|█████▉    | 19/32 [00:05<00:03,  3.35it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.36it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.32it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.39it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.42it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.41it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.37it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.42it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.37it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.41it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.47it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.48it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.44it/s]
100%|██████████| 32/32 [00:09<00:00,  3.45it/s][2025-07-14 22:33:53] bus...PCK-Transfer@0.10: 67.29% | PCK-Transfer@0.05: 49.58% | PCK-Transfer@0.15: 75.10%
+
100%|██████████| 32/32 [00:09<00:00,  3.39it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.46it/s]
 11%|█         | 2/19 [00:00<00:04,  3.53it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.41it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.46it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.50it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.47it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.47it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.43it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.43it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.44it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.45it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.40it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.46it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.48it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.49it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.43it/s]
100%|██████████| 19/19 [00:05<00:00,  3.38it/s][2025-07-14 22:33:58] car...PCK-Transfer@0.10: 82.98% | PCK-Transfer@0.05: 67.44% | PCK-Transfer@0.15: 85.96%
+
100%|██████████| 19/19 [00:05<00:00,  3.44it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:09,  2.66it/s]
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 11%|█         | 3/27 [00:00<00:07,  3.21it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.26it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.32it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.37it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.45it/s]
 37%|███▋      | 10/27 [00:03<00:04,  3.45it/s]
 41%|████      | 11/27 [00:03<00:04,  3.42it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.40it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.51it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.52it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.45it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.40it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.35it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.39it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.40it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.41it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.44it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.44it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.32it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.34it/s]
100%|██████████| 27/27 [00:07<00:00,  3.38it/s][2025-07-14 22:34:06] cat...PCK-Transfer@0.10: 75.74% | PCK-Transfer@0.05: 57.71% | PCK-Transfer@0.15: 80.47%
+
100%|██████████| 27/27 [00:07<00:00,  3.38it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.32it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.08it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.15it/s]
 31%|███       | 4/13 [00:01<00:02,  3.13it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.23it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.30it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.35it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.36it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.37it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.37it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.38it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.43it/s]
100%|██████████| 13/13 [00:03<00:00,  3.44it/s][2025-07-14 22:34:10] chair...PCK-Transfer@0.10: 24.94% | PCK-Transfer@0.05: 15.60% | PCK-Transfer@0.15: 33.46%
+
100%|██████████| 13/13 [00:03<00:00,  3.34it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.44it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.50it/s]
100%|██████████| 3/3 [00:00<00:00,  3.50it/s][2025-07-14 22:34:11] cow...PCK-Transfer@0.10: 81.25% | PCK-Transfer@0.05: 60.42% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 3/3 [00:00<00:00,  3.49it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.46it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.43it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.45it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.41it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.45it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.49it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.52it/s]
100%|██████████| 8/8 [00:02<00:00,  3.50it/s][2025-07-14 22:34:14] diningtable...PCK-Transfer@0.10: 24.48% | PCK-Transfer@0.05: 13.54% | PCK-Transfer@0.15: 39.58%
+
100%|██████████| 8/8 [00:02<00:00,  3.47it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.41it/s]
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 12%|█▎        | 3/24 [00:00<00:06,  3.48it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.43it/s]
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 25%|██▌       | 6/24 [00:01<00:05,  3.46it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.48it/s]
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 42%|████▏     | 10/24 [00:02<00:04,  3.43it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.43it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.44it/s]
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 58%|█████▊    | 14/24 [00:04<00:02,  3.45it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.48it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.47it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.49it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.41it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.35it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.33it/s]
100%|██████████| 24/24 [00:06<00:00,  3.32it/s][2025-07-14 22:34:21] dog...PCK-Transfer@0.10: 66.74% | PCK-Transfer@0.05: 49.46% | PCK-Transfer@0.15: 75.84%
+
100%|██████████| 24/24 [00:07<00:00,  3.43it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:03,  2.45it/s]
 22%|██▏       | 2/9 [00:00<00:02,  2.82it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.37it/s]
100%|██████████| 9/9 [00:02<00:00,  3.35it/s][2025-07-14 22:34:23] horse...PCK-Transfer@0.10: 67.67% | PCK-Transfer@0.05: 44.15% | PCK-Transfer@0.15: 75.08%
+
100%|██████████| 9/9 [00:02<00:00,  3.21it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.41it/s]
 41%|████      | 11/27 [00:03<00:04,  3.41it/s]
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 48%|████▊     | 13/27 [00:03<00:04,  3.38it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.38it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.40it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.41it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.41it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.39it/s]
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 78%|███████▊  | 21/27 [00:06<00:01,  3.42it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.39it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.42it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.45it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.42it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.44it/s]
100%|██████████| 27/27 [00:07<00:00,  3.46it/s][2025-07-14 22:34:31] motorbike...PCK-Transfer@0.10: 73.48% | PCK-Transfer@0.05: 53.98% | PCK-Transfer@0.15: 82.10%
+
100%|██████████| 27/27 [00:07<00:00,  3.41it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.46it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.42it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.43it/s]
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 42%|████▏     | 5/12 [00:01<00:01,  3.52it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.53it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.58it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.55it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.58it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.55it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.58it/s]
100%|██████████| 12/12 [00:03<00:00,  3.52it/s][2025-07-14 22:34:35] person...PCK-Transfer@0.10: 53.01% | PCK-Transfer@0.05: 33.98% | PCK-Transfer@0.15: 63.82%
+
100%|██████████| 12/12 [00:03<00:00,  3.52it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.64it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.66it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.57it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.61it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.65it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.60it/s]
100%|██████████| 7/7 [00:01<00:00,  3.59it/s][2025-07-14 22:34:37] pottedplant...PCK-Transfer@0.10: 48.10% | PCK-Transfer@0.05: 23.81% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 7/7 [00:01<00:00,  3.60it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.58it/s][2025-07-14 22:34:37] sheep...PCK-Transfer@0.10: 80.00% | PCK-Transfer@0.05: 60.00% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.57it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.53it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.51it/s]
 31%|███       | 4/13 [00:01<00:02,  3.48it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.50it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.51it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.53it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.52it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.49it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.56it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.49it/s]
100%|██████████| 13/13 [00:03<00:00,  3.47it/s][2025-07-14 22:34:41] sofa...PCK-Transfer@0.10: 45.64% | PCK-Transfer@0.05: 23.30% | PCK-Transfer@0.15: 54.43%
+
100%|██████████| 13/13 [00:03<00:00,  3.50it/s]
+
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 60%|██████    | 12/20 [00:03<00:02,  3.57it/s]
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+[2025-07-14 22:34:51] Weighted Per image PCK0.10: 63.01%, image PCK0.05: 45.19%, image PCK0.01: 71.44%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_20__t_0.8_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_20__t_0.8_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..c6988d17da83580b8b13f7320fd09467d24d5924
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_20__t_0.8_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-14 22:33:30] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_20__t_0.8_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.5_layer_20', 't_0.8_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.5_layer_20', 't_0.8_layer_20']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.13it/s][2025-07-14 22:35:05] tvmonitor...PCK-Transfer@0.10: 26.67% | PCK-Transfer@0.05: 18.33% | PCK-Transfer@0.15: 33.33%
+
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+[2025-07-14 22:35:05] Weighted Per image PCK0.10: 58.42%, image PCK0.05: 40.36%, image PCK0.01: 67.52%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_9__t_0.6_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_9__t_0.6_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..15b1a313ecbbf0cfad57c0a68f62eb888e7c0f11
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_9__t_0.6_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-14 19:32:25] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_9__t_0.6_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.5_layer_9', 't_0.6_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.5_layer_9', 't_0.6_layer_15']
+Number of parameters corr net: 120
+
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 33%|███▎      | 2/6 [00:00<00:01,  3.27it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.37it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.45it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.49it/s]
100%|██████████| 6/6 [00:01<00:00,  3.39it/s][2025-07-14 19:32:46] boat...PCK-Transfer@0.10: 55.56% | PCK-Transfer@0.05: 29.17% | PCK-Transfer@0.15: 73.61%
+
100%|██████████| 6/6 [00:01<00:00,  3.39it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.36it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.33it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.36it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.38it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.37it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.41it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.40it/s]
100%|██████████| 8/8 [00:02<00:00,  3.44it/s][2025-07-14 19:32:49] bottle...PCK-Transfer@0.10: 62.50% | PCK-Transfer@0.05: 53.12% | PCK-Transfer@0.15: 73.44%
+
100%|██████████| 8/8 [00:02<00:00,  3.40it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.26it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.36it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.35it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.41it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.40it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.49it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.44it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.51it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.50it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.39it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.38it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.31it/s]
 41%|████      | 13/32 [00:03<00:05,  3.35it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.40it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.41it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.41it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.40it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.41it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.43it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.44it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.47it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.41it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.41it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.42it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.46it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.40it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.39it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.34it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.33it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.33it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.35it/s]
100%|██████████| 32/32 [00:09<00:00,  3.38it/s][2025-07-14 19:32:58] bus...PCK-Transfer@0.10: 81.61% | PCK-Transfer@0.05: 70.68% | PCK-Transfer@0.15: 84.48%
+
100%|██████████| 32/32 [00:09<00:00,  3.40it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.33it/s]
 11%|█         | 2/19 [00:00<00:05,  3.36it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.40it/s]
 21%|██        | 4/19 [00:01<00:04,  3.39it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.41it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.33it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.27it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.13it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.19it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.10it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.10it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  2.98it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.11it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.20it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.25it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.30it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.31it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.35it/s]
100%|██████████| 19/19 [00:05<00:00,  3.39it/s][2025-07-14 19:33:04] car...PCK-Transfer@0.10: 89.04% | PCK-Transfer@0.05: 81.01% | PCK-Transfer@0.15: 91.44%
+
100%|██████████| 19/19 [00:05<00:00,  3.26it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.52it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.45it/s]
 11%|█         | 3/27 [00:00<00:07,  3.35it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.40it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.38it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.32it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.35it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.38it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.36it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.38it/s]
 41%|████      | 11/27 [00:03<00:04,  3.38it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.41it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.38it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.41it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.39it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.39it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.42it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.47it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.47it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.43it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.41it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.40it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.37it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.35it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.37it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.37it/s]
100%|██████████| 27/27 [00:08<00:00,  3.25it/s][2025-07-14 19:33:12] cat...PCK-Transfer@0.10: 84.59% | PCK-Transfer@0.05: 68.75% | PCK-Transfer@0.15: 88.46%
+
100%|██████████| 27/27 [00:08<00:00,  3.37it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.36it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.51it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.52it/s]
 31%|███       | 4/13 [00:01<00:02,  3.44it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.41it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.35it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.34it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.39it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.41it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.43it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.43it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.39it/s]
100%|██████████| 13/13 [00:03<00:00,  3.33it/s][2025-07-14 19:33:16] chair...PCK-Transfer@0.10: 42.46% | PCK-Transfer@0.05: 27.37% | PCK-Transfer@0.15: 53.44%
+
100%|██████████| 13/13 [00:03<00:00,  3.39it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.35it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.39it/s]
100%|██████████| 3/3 [00:00<00:00,  3.42it/s][2025-07-14 19:33:17] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.41it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.34it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.43it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.44it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.52it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.48it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.45it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.47it/s]
100%|██████████| 8/8 [00:02<00:00,  3.48it/s][2025-07-14 19:33:19] diningtable...PCK-Transfer@0.10: 36.98% | PCK-Transfer@0.05: 23.44% | PCK-Transfer@0.15: 61.98%
+
100%|██████████| 8/8 [00:02<00:00,  3.46it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.21it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.39it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.42it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.51it/s]
 21%|██        | 5/24 [00:01<00:05,  3.50it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.48it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.46it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.44it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.45it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.47it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.46it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.44it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.44it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.43it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.43it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.36it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.29it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.31it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.32it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.28it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.28it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.30it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.30it/s]
100%|██████████| 24/24 [00:07<00:00,  3.29it/s][2025-07-14 19:33:26] dog...PCK-Transfer@0.10: 77.43% | PCK-Transfer@0.05: 59.74% | PCK-Transfer@0.15: 87.24%
+
100%|██████████| 24/24 [00:07<00:00,  3.38it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.22it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.31it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.37it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.48it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.42it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.42it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.38it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.39it/s]
100%|██████████| 9/9 [00:02<00:00,  3.43it/s][2025-07-14 19:33:29] horse...PCK-Transfer@0.10: 83.65% | PCK-Transfer@0.05: 60.03% | PCK-Transfer@0.15: 90.40%
+
100%|██████████| 9/9 [00:02<00:00,  3.40it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.61it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.55it/s]
 11%|█         | 3/27 [00:00<00:06,  3.52it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.47it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.48it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.42it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.47it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.46it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.45it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.44it/s]
 41%|████      | 11/27 [00:03<00:04,  3.46it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.47it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.51it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.42it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.42it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.43it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.43it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.46it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.47it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.44it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.46it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.51it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.47it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.49it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.52it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.51it/s]
100%|██████████| 27/27 [00:07<00:00,  3.49it/s][2025-07-14 19:33:36] motorbike...PCK-Transfer@0.10: 84.59% | PCK-Transfer@0.05: 61.22% | PCK-Transfer@0.15: 90.08%
+
100%|██████████| 27/27 [00:07<00:00,  3.47it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.51it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.63it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.66it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.68it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.56it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.55it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.51it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.51it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.48it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.48it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.45it/s]
100%|██████████| 12/12 [00:03<00:00,  3.51it/s][2025-07-14 19:33:40] person...PCK-Transfer@0.10: 59.95% | PCK-Transfer@0.05: 39.87% | PCK-Transfer@0.15: 70.33%
+
100%|██████████| 12/12 [00:03<00:00,  3.53it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.38it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.36it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.41it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.37it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.33it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.38it/s]
100%|██████████| 7/7 [00:02<00:00,  3.42it/s][2025-07-14 19:33:42] pottedplant...PCK-Transfer@0.10: 53.81% | PCK-Transfer@0.05: 31.43% | PCK-Transfer@0.15: 70.48%
+
100%|██████████| 7/7 [00:02<00:00,  3.39it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.44it/s][2025-07-14 19:33:42] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.43it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.48it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.51it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.52it/s]
 31%|███       | 4/13 [00:01<00:02,  3.53it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.47it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.46it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.47it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.46it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.46it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.50it/s]
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+[2025-07-14 19:33:56] Weighted Per image PCK0.10: 72.58%, image PCK0.05: 56.63%, image PCK0.01: 81.01%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_9__t_0.7_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_9__t_0.7_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..56b77cce18c1fb86064b0d2b40051a6f57017646
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_9__t_0.7_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-14 19:37:12] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_9__t_0.7_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.5_layer_9', 't_0.7_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.5_layer_9', 't_0.7_layer_11']
+Number of parameters corr net: 120
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+[2025-07-14 19:38:43] Weighted Per image PCK0.10: 77.71%, image PCK0.05: 61.87%, image PCK0.01: 85.06%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_9__t_0.8_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_9__t_0.8_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..98d9ab0c6c4178e08667852fc541d3ea0e134734
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_9__t_0.8_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-14 19:45:18] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_9__t_0.8_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.5_layer_9', 't_0.8_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.5_layer_9', 't_0.8_layer_12']
+Number of parameters corr net: 120
+
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100%|██████████| 30/30 [00:08<00:00,  3.35it/s][2025-07-14 19:45:34] bicycle...PCK-Transfer@0.10: 85.79% | PCK-Transfer@0.05: 73.36% | PCK-Transfer@0.15: 90.06%
+
100%|██████████| 30/30 [00:08<00:00,  3.38it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.40it/s]
 20%|██        | 2/10 [00:00<00:02,  3.33it/s]
 30%|███       | 3/10 [00:00<00:02,  3.44it/s]
 40%|████      | 4/10 [00:01<00:01,  3.44it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.43it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.51it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.47it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.49it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.44it/s]
100%|██████████| 10/10 [00:02<00:00,  3.48it/s][2025-07-14 19:45:37] bird...PCK-Transfer@0.10: 84.58% | PCK-Transfer@0.05: 55.78% | PCK-Transfer@0.15: 90.56%
+
100%|██████████| 10/10 [00:02<00:00,  3.46it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.21it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.29it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.37it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.44it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.51it/s]
100%|██████████| 6/6 [00:01<00:00,  3.41it/s][2025-07-14 19:45:39] boat...PCK-Transfer@0.10: 63.89% | PCK-Transfer@0.05: 48.61% | PCK-Transfer@0.15: 81.94%
+
100%|██████████| 6/6 [00:01<00:00,  3.40it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.52it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.44it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.39it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.40it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.42it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.43it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.39it/s]
100%|██████████| 8/8 [00:02<00:00,  3.42it/s][2025-07-14 19:45:41] bottle...PCK-Transfer@0.10: 68.75% | PCK-Transfer@0.05: 54.69% | PCK-Transfer@0.15: 78.12%
+
100%|██████████| 8/8 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.19it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.29it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.32it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.37it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.35it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.45it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.45it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.51it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.49it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.41it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.39it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.35it/s]
 41%|████      | 13/32 [00:03<00:05,  3.38it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.40it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.40it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.41it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.38it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.40it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.41it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.39it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.39it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.35it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.36it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.42it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.46it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.34it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.38it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.36it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.36it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.34it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.41it/s]
100%|██████████| 32/32 [00:09<00:00,  3.44it/s][2025-07-14 19:45:51] bus...PCK-Transfer@0.10: 83.44% | PCK-Transfer@0.05: 72.24% | PCK-Transfer@0.15: 87.34%
+
100%|██████████| 32/32 [00:09<00:00,  3.39it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.10it/s]
 11%|█         | 2/19 [00:00<00:05,  3.22it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.30it/s]
 21%|██        | 4/19 [00:01<00:04,  3.34it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.36it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.33it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.06it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.05it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.15it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.26it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.32it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.30it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.34it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.38it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.36it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.37it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.35it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.40it/s]
100%|██████████| 19/19 [00:05<00:00,  3.45it/s][2025-07-14 19:45:57] car...PCK-Transfer@0.10: 91.04% | PCK-Transfer@0.05: 85.39% | PCK-Transfer@0.15: 93.85%
+
100%|██████████| 19/19 [00:05<00:00,  3.31it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.48it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.40it/s]
 11%|█         | 3/27 [00:00<00:07,  3.36it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.42it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.41it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.37it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.41it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.43it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.39it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.41it/s]
 41%|████      | 11/27 [00:03<00:04,  3.43it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.46it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.41it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.44it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.40it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.39it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.42it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.47it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.46it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.43it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.40it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.39it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.41it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.40it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.41it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.40it/s]
100%|██████████| 27/27 [00:07<00:00,  3.37it/s][2025-07-14 19:46:05] cat...PCK-Transfer@0.10: 81.81% | PCK-Transfer@0.05: 64.13% | PCK-Transfer@0.15: 85.78%
+
100%|██████████| 27/27 [00:07<00:00,  3.41it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.41it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.57it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.54it/s]
 31%|███       | 4/13 [00:01<00:02,  3.50it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.50it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.43it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.45it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.50it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.51it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.53it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.54it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.51it/s]
100%|██████████| 13/13 [00:03<00:00,  3.49it/s][2025-07-14 19:46:08] chair...PCK-Transfer@0.10: 51.03% | PCK-Transfer@0.05: 34.66% | PCK-Transfer@0.15: 63.57%
+
100%|██████████| 13/13 [00:03<00:00,  3.50it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.46it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.44it/s]
100%|██████████| 3/3 [00:00<00:00,  3.41it/s][2025-07-14 19:46:09] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 68.75% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.42it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.45it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.45it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.44it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.47it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.43it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.41it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.41it/s]
100%|██████████| 8/8 [00:02<00:00,  3.44it/s][2025-07-14 19:46:11] diningtable...PCK-Transfer@0.10: 52.08% | PCK-Transfer@0.05: 27.08% | PCK-Transfer@0.15: 68.23%
+
100%|██████████| 8/8 [00:02<00:00,  3.43it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.39it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.45it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.42it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.48it/s]
 21%|██        | 5/24 [00:01<00:05,  3.44it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.43it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.43it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.41it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.42it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.48it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.46it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.45it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.44it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.42it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.42it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.45it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.43it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.41it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.42it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.44it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.45it/s]
100%|██████████| 24/24 [00:06<00:00,  3.43it/s][2025-07-14 19:46:18] dog...PCK-Transfer@0.10: 80.39% | PCK-Transfer@0.05: 62.42% | PCK-Transfer@0.15: 87.69%
+
100%|██████████| 24/24 [00:06<00:00,  3.43it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.46it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.47it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.51it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.55it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.46it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.43it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.39it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.39it/s]
100%|██████████| 9/9 [00:02<00:00,  3.43it/s][2025-07-14 19:46:21] horse...PCK-Transfer@0.10: 82.91% | PCK-Transfer@0.05: 58.70% | PCK-Transfer@0.15: 88.31%
+
100%|██████████| 9/9 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.59it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.52it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.31it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.32it/s]
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 37%|███▋      | 10/27 [00:02<00:05,  3.38it/s]
 41%|████      | 11/27 [00:03<00:04,  3.40it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.38it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.33it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.37it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.38it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.38it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.36it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.39it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.42it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.40it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.41it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.47it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.45it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.48it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.39it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.40it/s]
100%|██████████| 27/27 [00:07<00:00,  3.43it/s][2025-07-14 19:46:29] motorbike...PCK-Transfer@0.10: 83.77% | PCK-Transfer@0.05: 61.22% | PCK-Transfer@0.15: 90.95%
+
100%|██████████| 27/27 [00:07<00:00,  3.40it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.44it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.58it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.60it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.61it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.49it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.49it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.44it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.46it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.42it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.44it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.42it/s]
100%|██████████| 12/12 [00:03<00:00,  3.47it/s][2025-07-14 19:46:33] person...PCK-Transfer@0.10: 62.38% | PCK-Transfer@0.05: 40.39% | PCK-Transfer@0.15: 74.71%
+
100%|██████████| 12/12 [00:03<00:00,  3.48it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.17it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.25it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.34it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.33it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.32it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.37it/s]
100%|██████████| 7/7 [00:02<00:00,  3.40it/s][2025-07-14 19:46:35] pottedplant...PCK-Transfer@0.10: 50.95% | PCK-Transfer@0.05: 27.14% | PCK-Transfer@0.15: 68.10%
+
100%|██████████| 7/7 [00:02<00:00,  3.35it/s]
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+[2025-07-14 19:46:49] Weighted Per image PCK0.10: 75.43%, image PCK0.05: 58.10%, image PCK0.01: 83.69%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..7e92a56c4f3a8aa4aa8079fc5e133aee1f0bf097
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-11 23:06:58] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.5_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.5_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.5_layer_9']
+Number of parameters corr net: 120
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+[2025-07-11 23:08:26] Weighted Per image PCK0.10: 63.81%, image PCK0.05: 45.47%, image PCK0.01: 75.29%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_10__t_0.6_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_10__t_0.6_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..f862d642b164ac98398b0fc69b5ebbaaaf5378da
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_10__t_0.6_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-14 23:19:04] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_10__t_0.6_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.6_layer_10', 't_0.6_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.6_layer_10', 't_0.6_layer_20']
+Number of parameters corr net: 120
+
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 50%|█████     | 15/30 [00:04<00:04,  3.37it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.40it/s]
 57%|█████▋    | 17/30 [00:04<00:03,  3.38it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.38it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.42it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.44it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.49it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.54it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.50it/s]
 80%|████████  | 24/30 [00:06<00:01,  3.54it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.52it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.52it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.52it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.50it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.52it/s]
100%|██████████| 30/30 [00:08<00:00,  3.58it/s][2025-07-14 23:19:19] bicycle...PCK-Transfer@0.10: 78.55% | PCK-Transfer@0.05: 66.42% | PCK-Transfer@0.15: 83.70%
+
100%|██████████| 30/30 [00:08<00:00,  3.46it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.68it/s]
 20%|██        | 2/10 [00:00<00:02,  3.67it/s]
 30%|███       | 3/10 [00:00<00:01,  3.62it/s]
 40%|████      | 4/10 [00:01<00:01,  3.61it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.62it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.59it/s]
 70%|███████   | 7/10 [00:01<00:00,  3.60it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.56it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.58it/s]
100%|██████████| 10/10 [00:02<00:00,  3.56it/s][2025-07-14 23:19:22] bird...PCK-Transfer@0.10: 68.92% | PCK-Transfer@0.05: 49.42% | PCK-Transfer@0.15: 83.97%
+
100%|██████████| 10/10 [00:02<00:00,  3.59it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.75it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.74it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.69it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.59it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.54it/s]
100%|██████████| 6/6 [00:01<00:00,  3.57it/s][2025-07-14 23:19:24] boat...PCK-Transfer@0.10: 52.78% | PCK-Transfer@0.05: 31.94% | PCK-Transfer@0.15: 72.22%
+
100%|██████████| 6/6 [00:01<00:00,  3.60it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.54it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.72it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.62it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.55it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.54it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.54it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.63it/s]
100%|██████████| 8/8 [00:02<00:00,  3.61it/s][2025-07-14 23:19:26] bottle...PCK-Transfer@0.10: 43.75% | PCK-Transfer@0.05: 32.81% | PCK-Transfer@0.15: 53.12%
+
100%|██████████| 8/8 [00:02<00:00,  3.60it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.81it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.64it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.56it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.55it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.55it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.46it/s]
 22%|██▏       | 7/32 [00:01<00:07,  3.47it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.44it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.44it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.53it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.57it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.58it/s]
 41%|████      | 13/32 [00:03<00:05,  3.55it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.53it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.55it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.55it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.59it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.59it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.55it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.51it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.49it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.55it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.55it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.56it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.55it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.59it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.56it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.59it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.61it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.62it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.55it/s]
100%|██████████| 32/32 [00:09<00:00,  3.53it/s][2025-07-14 23:19:35] bus...PCK-Transfer@0.10: 67.81% | PCK-Transfer@0.05: 56.09% | PCK-Transfer@0.15: 75.10%
+
100%|██████████| 32/32 [00:09<00:00,  3.55it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.42it/s]
 11%|█         | 2/19 [00:00<00:04,  3.52it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.50it/s]
 21%|██        | 4/19 [00:01<00:04,  3.48it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.38it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.35it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.43it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.43it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.42it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.40it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.43it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.48it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.48it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.47it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.54it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.56it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.57it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.54it/s]
100%|██████████| 19/19 [00:05<00:00,  3.49it/s][2025-07-14 23:19:40] car...PCK-Transfer@0.10: 81.97% | PCK-Transfer@0.05: 69.97% | PCK-Transfer@0.15: 86.88%
+
100%|██████████| 19/19 [00:05<00:00,  3.47it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.38it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.49it/s]
 11%|█         | 3/27 [00:00<00:06,  3.57it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.52it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.53it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.56it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.52it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.52it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.56it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.55it/s]
 41%|████      | 11/27 [00:03<00:04,  3.52it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.48it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.54it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.55it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.63it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.65it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.54it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.50it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.49it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.55it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.56it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.59it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.58it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.57it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.56it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.55it/s]
100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-14 23:19:48] cat...PCK-Transfer@0.10: 75.00% | PCK-Transfer@0.05: 57.66% | PCK-Transfer@0.15: 82.34%
+
100%|██████████| 27/27 [00:07<00:00,  3.54it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.49it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.47it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.45it/s]
 31%|███       | 4/13 [00:01<00:02,  3.48it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.51it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.53it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.53it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.49it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.46it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.43it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.42it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.46it/s]
100%|██████████| 13/13 [00:03<00:00,  3.46it/s][2025-07-14 23:19:52] chair...PCK-Transfer@0.10: 34.57% | PCK-Transfer@0.05: 20.88% | PCK-Transfer@0.15: 40.06%
+
100%|██████████| 13/13 [00:03<00:00,  3.47it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.45it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.50it/s]
100%|██████████| 3/3 [00:00<00:00,  3.51it/s][2025-07-14 23:19:53] cow...PCK-Transfer@0.10: 85.42% | PCK-Transfer@0.05: 60.42% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.50it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.42it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.40it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.43it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.42it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.45it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.48it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.52it/s]
100%|██████████| 8/8 [00:02<00:00,  3.49it/s][2025-07-14 23:19:55] diningtable...PCK-Transfer@0.10: 33.85% | PCK-Transfer@0.05: 14.58% | PCK-Transfer@0.15: 58.33%
+
100%|██████████| 8/8 [00:02<00:00,  3.47it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.37it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.42it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.46it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.42it/s]
 21%|██        | 5/24 [00:01<00:05,  3.42it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.43it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.45it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.47it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.47it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.44it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.44it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.44it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.45it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.44it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.49it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.52it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.54it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.53it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.53it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.55it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.55it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.56it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.56it/s]
100%|██████████| 24/24 [00:06<00:00,  3.53it/s][2025-07-14 23:20:02] dog...PCK-Transfer@0.10: 67.21% | PCK-Transfer@0.05: 50.95% | PCK-Transfer@0.15: 80.11%
+
100%|██████████| 24/24 [00:06<00:00,  3.49it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.47it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.47it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.42it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.40it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.45it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.49it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.56it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.56it/s]
100%|██████████| 9/9 [00:02<00:00,  3.52it/s][2025-07-14 23:20:05] horse...PCK-Transfer@0.10: 70.19% | PCK-Transfer@0.05: 48.92% | PCK-Transfer@0.15: 79.44%
+
100%|██████████| 9/9 [00:02<00:00,  3.50it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.37it/s]
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 11%|█         | 3/27 [00:00<00:06,  3.52it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.54it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.52it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.59it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.54it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.54it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.56it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.57it/s]
 41%|████      | 11/27 [00:03<00:04,  3.56it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.55it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.55it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.54it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.54it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.54it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.56it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.55it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.54it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.56it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.55it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.52it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.52it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.52it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.48it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.50it/s]
100%|██████████| 27/27 [00:07<00:00,  3.50it/s][2025-07-14 23:20:12] motorbike...PCK-Transfer@0.10: 79.08% | PCK-Transfer@0.05: 51.26% | PCK-Transfer@0.15: 85.16%
+
100%|██████████| 27/27 [00:07<00:00,  3.53it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.56it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.50it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.48it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.46it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.55it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.58it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.62it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.60it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.63it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.67it/s][2025-07-14 23:20:27] train...PCK-Transfer@0.10: 61.50% | PCK-Transfer@0.05: 43.50% | PCK-Transfer@0.15: 74.50%
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+[2025-07-14 23:20:31] Weighted Per image PCK0.10: 64.62%, image PCK0.05: 48.01%, image PCK0.01: 74.27%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_11__t_0.7_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_11__t_0.7_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..944593c9f0a070544918db78965de92d66d75081
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_11__t_0.7_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-14 23:38:46] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_11__t_0.7_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.6_layer_11', 't_0.7_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.6_layer_11', 't_0.7_layer_9']
+Number of parameters corr net: 120
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+[2025-07-14 23:40:14] Weighted Per image PCK0.10: 70.11%, image PCK0.05: 52.29%, image PCK0.01: 80.08%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_12__t_0.6_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_12__t_0.6_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..08dac10c41908aeecb8f4ed9d398e67b5e584436
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_12__t_0.6_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-14 23:52:26] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_12__t_0.6_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.6_layer_12', 't_0.6_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.6_layer_12', 't_0.6_layer_13']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.44it/s][2025-07-14 23:52:32] aeroplane...PCK-Transfer@0.10: 84.17% | PCK-Transfer@0.05: 72.66% | PCK-Transfer@0.15: 92.43%
+
100%|██████████| 15/15 [00:05<00:00,  2.59it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:08,  3.51it/s]
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 10%|█         | 3/30 [00:00<00:08,  3.31it/s]
 13%|█▎        | 4/30 [00:01<00:07,  3.38it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.52it/s]
 20%|██        | 6/30 [00:01<00:06,  3.45it/s]
 23%|██▎       | 7/30 [00:02<00:06,  3.45it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.37it/s]
 30%|███       | 9/30 [00:02<00:06,  3.36it/s]
 33%|███▎      | 10/30 [00:02<00:06,  3.33it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.43it/s]
 40%|████      | 12/30 [00:03<00:05,  3.40it/s]
 43%|████▎     | 13/30 [00:03<00:04,  3.44it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.35it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.36it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.40it/s]
 57%|█████▋    | 17/30 [00:04<00:03,  3.47it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.36it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.26it/s]
 67%|██████▋   | 20/30 [00:05<00:03,  3.28it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.28it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.16it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.23it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.25it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.30it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.34it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.37it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.35it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.36it/s]
100%|██████████| 30/30 [00:08<00:00,  3.36it/s][2025-07-14 23:52:41] bicycle...PCK-Transfer@0.10: 88.27% | PCK-Transfer@0.05: 77.94% | PCK-Transfer@0.15: 91.94%
+
100%|██████████| 30/30 [00:08<00:00,  3.36it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.43it/s]
 20%|██        | 2/10 [00:00<00:02,  3.34it/s]
 30%|███       | 3/10 [00:00<00:02,  3.36it/s]
 40%|████      | 4/10 [00:01<00:01,  3.35it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.33it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.36it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.36it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.39it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.37it/s]
100%|██████████| 10/10 [00:02<00:00,  3.41it/s][2025-07-14 23:52:44] bird...PCK-Transfer@0.10: 81.11% | PCK-Transfer@0.05: 57.25% | PCK-Transfer@0.15: 92.92%
+
100%|██████████| 10/10 [00:02<00:00,  3.37it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.25it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.25it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.36it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.42it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.49it/s]
100%|██████████| 6/6 [00:01<00:00,  3.41it/s][2025-07-14 23:52:46] boat...PCK-Transfer@0.10: 55.56% | PCK-Transfer@0.05: 34.72% | PCK-Transfer@0.15: 72.22%
+
100%|██████████| 6/6 [00:01<00:00,  3.39it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.46it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.40it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.44it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.44it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.44it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.47it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.42it/s]
100%|██████████| 8/8 [00:02<00:00,  3.42it/s][2025-07-14 23:52:48] bottle...PCK-Transfer@0.10: 64.06% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 73.44%
+
100%|██████████| 8/8 [00:02<00:00,  3.43it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  3.00it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.16it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.23it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.29it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.29it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.38it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.38it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.43it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.43it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.36it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.33it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.32it/s]
 41%|████      | 13/32 [00:03<00:05,  3.37it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.42it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.42it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.41it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.39it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.40it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.40it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.41it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.46it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.43it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.42it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.50it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.55it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.49it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.50it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.44it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.40it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.38it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.44it/s]
100%|██████████| 32/32 [00:09<00:00,  3.43it/s][2025-07-14 23:52:58] bus...PCK-Transfer@0.10: 83.18% | PCK-Transfer@0.05: 74.32% | PCK-Transfer@0.15: 86.04%
+
100%|██████████| 32/32 [00:09<00:00,  3.40it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.36it/s]
 11%|█         | 2/19 [00:00<00:05,  3.37it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.37it/s]
 21%|██        | 4/19 [00:01<00:04,  3.39it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.39it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.34it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.24it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.25it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.29it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.40it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.43it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.38it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.31it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.31it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.32it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.35it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.34it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.37it/s]
100%|██████████| 19/19 [00:05<00:00,  3.38it/s][2025-07-14 23:53:04] car...PCK-Transfer@0.10: 90.90% | PCK-Transfer@0.05: 84.82% | PCK-Transfer@0.15: 93.19%
+
100%|██████████| 19/19 [00:05<00:00,  3.35it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.30it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.31it/s]
 11%|█         | 3/27 [00:00<00:07,  3.30it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.37it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.36it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.35it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.38it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.40it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.37it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.38it/s]
 41%|████      | 11/27 [00:03<00:04,  3.40it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.44it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.35it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.34it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.38it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.47it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.47it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.43it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.43it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.43it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.42it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.44it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.45it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.45it/s]
100%|██████████| 27/27 [00:07<00:00,  3.44it/s][2025-07-14 23:53:11] cat...PCK-Transfer@0.10: 87.77% | PCK-Transfer@0.05: 70.47% | PCK-Transfer@0.15: 91.55%
+
100%|██████████| 27/27 [00:07<00:00,  3.40it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.49it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.56it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.58it/s]
 31%|███       | 4/13 [00:01<00:02,  3.54it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.49it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.46it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.49it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.56it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.57it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.57it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.59it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.56it/s]
100%|██████████| 13/13 [00:03<00:00,  3.54it/s][2025-07-14 23:53:15] chair...PCK-Transfer@0.10: 49.98% | PCK-Transfer@0.05: 33.38% | PCK-Transfer@0.15: 60.13%
+
100%|██████████| 13/13 [00:03<00:00,  3.54it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.52it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.54it/s]
100%|██████████| 3/3 [00:00<00:00,  3.54it/s][2025-07-14 23:53:16] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.53it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.57it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.56it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.51it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.54it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.50it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.46it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.48it/s]
100%|██████████| 8/8 [00:02<00:00,  3.52it/s][2025-07-14 23:53:18] diningtable...PCK-Transfer@0.10: 46.88% | PCK-Transfer@0.05: 37.50% | PCK-Transfer@0.15: 61.46%
+
100%|██████████| 8/8 [00:02<00:00,  3.51it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.34it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.42it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.46it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.50it/s]
 21%|██        | 5/24 [00:01<00:05,  3.47it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.48it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.48it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.46it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.46it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.53it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.53it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.53it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.50it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.47it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.47it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.49it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.51it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.51it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.51it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.48it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.47it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.47it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.50it/s]
100%|██████████| 24/24 [00:06<00:00,  3.50it/s][2025-07-14 23:53:25] dog...PCK-Transfer@0.10: 82.29% | PCK-Transfer@0.05: 62.94% | PCK-Transfer@0.15: 88.80%
+
100%|██████████| 24/24 [00:06<00:00,  3.49it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.47it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.41it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.44it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.55it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.51it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.49it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.47it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.48it/s]
100%|██████████| 9/9 [00:02<00:00,  3.52it/s][2025-07-14 23:53:28] horse...PCK-Transfer@0.10: 84.71% | PCK-Transfer@0.05: 65.58% | PCK-Transfer@0.15: 91.19%
+
100%|██████████| 9/9 [00:02<00:00,  3.49it/s]
+
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 41%|████      | 11/27 [00:03<00:04,  3.36it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.54it/s][2025-07-14 23:53:35] motorbike...PCK-Transfer@0.10: 87.64% | PCK-Transfer@0.05: 63.20% | PCK-Transfer@0.15: 93.95%
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100%|██████████| 12/12 [00:03<00:00,  3.42it/s][2025-07-14 23:53:39] person...PCK-Transfer@0.10: 65.44% | PCK-Transfer@0.05: 45.61% | PCK-Transfer@0.15: 75.73%
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100%|██████████| 7/7 [00:02<00:00,  3.36it/s][2025-07-14 23:53:41] pottedplant...PCK-Transfer@0.10: 60.48% | PCK-Transfer@0.05: 39.05% | PCK-Transfer@0.15: 77.14%
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100%|██████████| 13/13 [00:03<00:00,  3.54it/s][2025-07-14 23:53:45] sofa...PCK-Transfer@0.10: 61.07% | PCK-Transfer@0.05: 41.24% | PCK-Transfer@0.15: 73.77%
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100%|██████████| 20/20 [00:05<00:00,  3.50it/s][2025-07-14 23:53:51] train...PCK-Transfer@0.10: 70.75% | PCK-Transfer@0.05: 45.25% | PCK-Transfer@0.15: 81.75%
+
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100%|██████████| 15/15 [00:04<00:00,  3.55it/s][2025-07-14 23:53:55] tvmonitor...PCK-Transfer@0.10: 40.56% | PCK-Transfer@0.05: 32.78% | PCK-Transfer@0.15: 58.33%
+
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+[2025-07-14 23:53:55] Weighted Per image PCK0.10: 76.39%, image PCK0.05: 60.45%, image PCK0.01: 84.14%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_12__t_0.7_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_12__t_0.7_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..dd559046efe3ebb5a91ad2ced8d3ce87320d1d3f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_12__t_0.7_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-14 23:57:14] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_12__t_0.7_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.6_layer_12', 't_0.7_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.6_layer_12', 't_0.7_layer_10']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.45it/s][2025-07-14 23:57:46] bus...PCK-Transfer@0.10: 85.78% | PCK-Transfer@0.05: 76.67% | PCK-Transfer@0.15: 88.65%
+
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100%|██████████| 19/19 [00:05<00:00,  3.48it/s][2025-07-14 23:57:51] car...PCK-Transfer@0.10: 93.97% | PCK-Transfer@0.05: 87.35% | PCK-Transfer@0.15: 96.20%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.62it/s][2025-07-14 23:57:59] cat...PCK-Transfer@0.10: 87.44% | PCK-Transfer@0.05: 73.43% | PCK-Transfer@0.15: 89.17%
+
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+
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100%|██████████| 13/13 [00:03<00:00,  3.41it/s][2025-07-14 23:58:02] chair...PCK-Transfer@0.10: 59.59% | PCK-Transfer@0.05: 42.01% | PCK-Transfer@0.15: 68.25%
+
100%|██████████| 13/13 [00:03<00:00,  3.39it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.55it/s][2025-07-14 23:58:03] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 77.08% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.54it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.49it/s][2025-07-14 23:58:06] diningtable...PCK-Transfer@0.10: 53.12% | PCK-Transfer@0.05: 38.54% | PCK-Transfer@0.15: 68.75%
+
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+
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100%|██████████| 24/24 [00:06<00:00,  3.49it/s][2025-07-14 23:58:13] dog...PCK-Transfer@0.10: 86.82% | PCK-Transfer@0.05: 68.99% | PCK-Transfer@0.15: 92.10%
+
100%|██████████| 24/24 [00:06<00:00,  3.49it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.53it/s][2025-07-14 23:58:15] horse...PCK-Transfer@0.10: 82.35% | PCK-Transfer@0.05: 64.92% | PCK-Transfer@0.15: 87.51%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.45it/s][2025-07-14 23:58:23] motorbike...PCK-Transfer@0.10: 88.01% | PCK-Transfer@0.05: 64.65% | PCK-Transfer@0.15: 92.76%
+
100%|██████████| 27/27 [00:07<00:00,  3.49it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.52it/s][2025-07-14 23:58:26] person...PCK-Transfer@0.10: 71.94% | PCK-Transfer@0.05: 52.39% | PCK-Transfer@0.15: 84.16%
+
100%|██████████| 12/12 [00:03<00:00,  3.51it/s]
+
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100%|██████████| 7/7 [00:01<00:00,  3.54it/s][2025-07-14 23:58:28] pottedplant...PCK-Transfer@0.10: 63.33% | PCK-Transfer@0.05: 37.14% | PCK-Transfer@0.15: 72.86%
+
100%|██████████| 7/7 [00:01<00:00,  3.55it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.49it/s][2025-07-14 23:58:29] sheep...PCK-Transfer@0.10: 80.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.48it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.47it/s][2025-07-14 23:58:32] sofa...PCK-Transfer@0.10: 63.91% | PCK-Transfer@0.05: 43.99% | PCK-Transfer@0.15: 77.95%
+
100%|██████████| 13/13 [00:03<00:00,  3.46it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.59it/s][2025-07-14 23:58:38] train...PCK-Transfer@0.10: 78.00% | PCK-Transfer@0.05: 59.50% | PCK-Transfer@0.15: 86.00%
+
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+
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100%|██████████| 15/15 [00:04<00:00,  3.53it/s][2025-07-14 23:58:42] tvmonitor...PCK-Transfer@0.10: 54.44% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 62.22%
+
100%|██████████| 15/15 [00:04<00:00,  3.53it/s]
+[2025-07-14 23:58:42] Weighted Per image PCK0.10: 80.34%, image PCK0.05: 64.63%, image PCK0.01: 86.31%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_12__t_0.7_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_12__t_0.7_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..c23ed2da35519483f3329777f31d3dfad0a5df93
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_12__t_0.7_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-14 23:57:44] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_12__t_0.7_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.6_layer_12', 't_0.7_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.6_layer_12', 't_0.7_layer_11']
+Number of parameters corr net: 120
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100%|██████████| 9/9 [00:02<00:00,  3.47it/s][2025-07-14 23:58:46] horse...PCK-Transfer@0.10: 82.49% | PCK-Transfer@0.05: 65.98% | PCK-Transfer@0.15: 89.10%
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100%|██████████| 12/12 [00:03<00:00,  3.56it/s][2025-07-14 23:58:57] person...PCK-Transfer@0.10: 70.48% | PCK-Transfer@0.05: 51.77% | PCK-Transfer@0.15: 83.33%
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100%|██████████| 7/7 [00:02<00:00,  3.49it/s][2025-07-14 23:58:59] pottedplant...PCK-Transfer@0.10: 58.10% | PCK-Transfer@0.05: 36.19% | PCK-Transfer@0.15: 72.38%
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+
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100%|██████████| 15/15 [00:04<00:00,  3.58it/s][2025-07-14 23:59:13] tvmonitor...PCK-Transfer@0.10: 48.89% | PCK-Transfer@0.05: 34.44% | PCK-Transfer@0.15: 61.67%
+
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+[2025-07-14 23:59:13] Weighted Per image PCK0.10: 79.59%, image PCK0.05: 65.00%, image PCK0.01: 86.82%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_12__t_0.7_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_12__t_0.7_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..66724ce0854e6341749bcbe0b2e67b7e740d9354
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_12__t_0.7_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 00:01:59] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_12__t_0.7_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.6_layer_12', 't_0.7_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.6_layer_12', 't_0.7_layer_20']
+Number of parameters corr net: 120
+
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 53%|█████▎    | 17/32 [00:04<00:04,  3.58it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.57it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.54it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.54it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.49it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.58it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.50it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.51it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.49it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.50it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.45it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.48it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.51it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.55it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.53it/s]
100%|██████████| 32/32 [00:09<00:00,  3.52it/s][2025-07-15 00:02:31] bus...PCK-Transfer@0.10: 77.45% | PCK-Transfer@0.05: 65.47% | PCK-Transfer@0.15: 80.83%
+
100%|██████████| 32/32 [00:09<00:00,  3.50it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.08it/s]
 11%|█         | 2/19 [00:00<00:05,  3.33it/s]
 16%|█▌        | 3/19 [00:00<00:05,  3.20it/s]
 21%|██        | 4/19 [00:01<00:04,  3.14it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.34it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.40it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.38it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.43it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.41it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.44it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.49it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.52it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.43it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.46it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.48it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.45it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.46it/s]
100%|██████████| 19/19 [00:05<00:00,  3.45it/s][2025-07-15 00:02:36] car...PCK-Transfer@0.10: 88.79% | PCK-Transfer@0.05: 77.59% | PCK-Transfer@0.15: 91.08%
+
100%|██████████| 19/19 [00:05<00:00,  3.40it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.26it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.46it/s]
 11%|█         | 3/27 [00:00<00:07,  3.39it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.33it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.38it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.42it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.43it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.45it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.49it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.49it/s]
 41%|████      | 11/27 [00:03<00:04,  3.49it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.48it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.55it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.55it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.60it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.64it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.57it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.55it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.56it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.61it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.62it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.65it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.62it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.61it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.60it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.61it/s]
100%|██████████| 27/27 [00:07<00:00,  3.62it/s][2025-07-15 00:02:44] cat...PCK-Transfer@0.10: 81.04% | PCK-Transfer@0.05: 60.82% | PCK-Transfer@0.15: 87.19%
+
100%|██████████| 27/27 [00:07<00:00,  3.54it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.19it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.33it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.40it/s]
 31%|███       | 4/13 [00:01<00:02,  3.48it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.52it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.57it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.56it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.53it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.53it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.53it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.53it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.59it/s]
100%|██████████| 13/13 [00:03<00:00,  3.57it/s][2025-07-15 00:02:48] chair...PCK-Transfer@0.10: 43.55% | PCK-Transfer@0.05: 25.15% | PCK-Transfer@0.15: 51.62%
+
100%|██████████| 13/13 [00:03<00:00,  3.52it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.30it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.47it/s]
100%|██████████| 3/3 [00:00<00:00,  3.55it/s][2025-07-15 00:02:48] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.50it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.51it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.49it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.55it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.51it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.56it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.59it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.63it/s]
100%|██████████| 8/8 [00:02<00:00,  3.62it/s][2025-07-15 00:02:51] diningtable...PCK-Transfer@0.10: 37.50% | PCK-Transfer@0.05: 20.83% | PCK-Transfer@0.15: 53.65%
+
100%|██████████| 8/8 [00:02<00:00,  3.58it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.43it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.51it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.60it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.53it/s]
 21%|██        | 5/24 [00:01<00:05,  3.53it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.54it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.54it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.56it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.56it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.52it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.51it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.50it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.52it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.52it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.55it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.58it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.56it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.56it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.57it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.63it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.61it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.60it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.60it/s]
100%|██████████| 24/24 [00:06<00:00,  3.61it/s][2025-07-15 00:02:57] dog...PCK-Transfer@0.10: 71.70% | PCK-Transfer@0.05: 55.26% | PCK-Transfer@0.15: 81.82%
+
100%|██████████| 24/24 [00:06<00:00,  3.56it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.54it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.59it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.55it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.52it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.59it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.64it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.73it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.70it/s]
100%|██████████| 9/9 [00:02<00:00,  3.64it/s][2025-07-15 00:03:00] horse...PCK-Transfer@0.10: 69.55% | PCK-Transfer@0.05: 52.49% | PCK-Transfer@0.15: 78.81%
+
100%|██████████| 9/9 [00:02<00:00,  3.63it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.65it/s]
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 33%|███▎      | 9/27 [00:02<00:04,  3.67it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.68it/s]
 41%|████      | 11/27 [00:03<00:04,  3.66it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.64it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.62it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.63it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.63it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.65it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.66it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.67it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.64it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.67it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.67it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.62it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.62it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.61it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.56it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.59it/s]
100%|██████████| 27/27 [00:07<00:00,  3.60it/s][2025-07-15 00:03:07] motorbike...PCK-Transfer@0.10: 82.98% | PCK-Transfer@0.05: 60.75% | PCK-Transfer@0.15: 88.84%
+
100%|██████████| 27/27 [00:07<00:00,  3.63it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.59it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.55it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.53it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.53it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.64it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.65it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.70it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.67it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.68it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.66it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.69it/s]
100%|██████████| 12/12 [00:03<00:00,  3.64it/s][2025-07-15 00:03:11] person...PCK-Transfer@0.10: 57.85% | PCK-Transfer@0.05: 38.79% | PCK-Transfer@0.15: 69.13%
+
100%|██████████| 12/12 [00:03<00:00,  3.63it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.77it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.83it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.77it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.77it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.83it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.74it/s]
100%|██████████| 7/7 [00:01<00:00,  3.73it/s][2025-07-15 00:03:13] pottedplant...PCK-Transfer@0.10: 53.33% | PCK-Transfer@0.05: 33.81% | PCK-Transfer@0.15: 65.71%
+
100%|██████████| 7/7 [00:01<00:00,  3.76it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.65it/s][2025-07-15 00:03:13] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.64it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.62it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.63it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.63it/s]
 31%|███       | 4/13 [00:01<00:02,  3.59it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.60it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.61it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.60it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.64it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.67it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.65it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.72it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.63it/s]
100%|██████████| 13/13 [00:03<00:00,  3.60it/s][2025-07-15 00:03:17] sofa...PCK-Transfer@0.10: 46.38% | PCK-Transfer@0.05: 24.98% | PCK-Transfer@0.15: 62.92%
+
100%|██████████| 13/13 [00:03<00:00,  3.63it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
  5%|▌         | 1/20 [00:00<00:05,  3.70it/s]
 10%|█         | 2/20 [00:00<00:04,  3.69it/s]
 15%|█▌        | 3/20 [00:00<00:04,  3.67it/s]
 20%|██        | 4/20 [00:01<00:04,  3.70it/s]
 25%|██▌       | 5/20 [00:01<00:04,  3.72it/s]
 30%|███       | 6/20 [00:01<00:03,  3.72it/s]
 35%|███▌      | 7/20 [00:01<00:03,  3.67it/s]
 40%|████      | 8/20 [00:02<00:03,  3.72it/s]
 45%|████▌     | 9/20 [00:02<00:02,  3.75it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.70it/s]
 55%|█████▌    | 11/20 [00:02<00:02,  3.74it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.71it/s]
 65%|██████▌   | 13/20 [00:03<00:01,  3.78it/s]
 70%|███████   | 14/20 [00:03<00:01,  3.77it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.73it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.80it/s]
 85%|████████▌ | 17/20 [00:04<00:00,  3.72it/s]
 90%|█████████ | 18/20 [00:04<00:00,  3.75it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.73it/s]
100%|██████████| 20/20 [00:05<00:00,  3.79it/s][2025-07-15 00:03:22] train...PCK-Transfer@0.10: 68.50% | PCK-Transfer@0.05: 41.25% | PCK-Transfer@0.15: 79.75%
+
100%|██████████| 20/20 [00:05<00:00,  3.74it/s]
+
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 40%|████      | 6/15 [00:01<00:02,  3.77it/s]
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 53%|█████▎    | 8/15 [00:02<00:01,  3.64it/s]
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+[2025-07-15 00:03:26] Weighted Per image PCK0.10: 69.59%, image PCK0.05: 52.61%, image PCK0.01: 77.94%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_13__t_0.7_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_13__t_0.7_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..fd526e01d185fb055f4b6a0ce0c023da72403845
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_13__t_0.7_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-15 00:14:55] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_13__t_0.7_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.6_layer_13', 't_0.7_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.6_layer_13', 't_0.7_layer_12']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:01<00:00,  3.48it/s][2025-07-15 00:16:11] pottedplant...PCK-Transfer@0.10: 63.33% | PCK-Transfer@0.05: 36.67% | PCK-Transfer@0.15: 75.24%
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100%|██████████| 15/15 [00:04<00:00,  3.57it/s][2025-07-15 00:16:24] tvmonitor...PCK-Transfer@0.10: 41.11% | PCK-Transfer@0.05: 31.67% | PCK-Transfer@0.15: 55.56%
+
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+[2025-07-15 00:16:24] Weighted Per image PCK0.10: 77.36%, image PCK0.05: 61.60%, image PCK0.01: 85.21%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_13__t_0.8_layer_9.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_13__t_0.8_layer_9.log
new file mode 100644
index 0000000000000000000000000000000000000000..6483e0ae14d60f8256f32a690729ab03058bd855
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_13__t_0.8_layer_9.log
@@ -0,0 +1,44 @@
+[2025-07-15 00:19:41] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_13__t_0.8_layer_9', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.6_layer_13', 't_0.8_layer_9'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.6_layer_13', 't_0.8_layer_9']
+Number of parameters corr net: 120
+
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100%|██████████| 8/8 [00:02<00:00,  3.60it/s][2025-07-15 00:20:04] bottle...PCK-Transfer@0.10: 71.88% | PCK-Transfer@0.05: 54.69% | PCK-Transfer@0.15: 82.81%
+
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+
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 47%|████▋     | 15/32 [00:04<00:04,  3.62it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.61it/s]
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 56%|█████▋    | 18/32 [00:05<00:03,  3.54it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.54it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.55it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.59it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.54it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.54it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.60it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.64it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.60it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.62it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.57it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.55it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.55it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.61it/s]
100%|██████████| 32/32 [00:08<00:00,  3.64it/s][2025-07-15 00:20:13] bus...PCK-Transfer@0.10: 85.78% | PCK-Transfer@0.05: 72.76% | PCK-Transfer@0.15: 87.34%
+
100%|██████████| 32/32 [00:08<00:00,  3.57it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:04,  3.67it/s]
 11%|█         | 2/19 [00:00<00:04,  3.60it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.57it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.46it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.46it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.47it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.48it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.52it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.55it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.51it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.54it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.56it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.53it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.53it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.52it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.57it/s]
100%|██████████| 19/19 [00:05<00:00,  3.37it/s][2025-07-15 00:20:18] car...PCK-Transfer@0.10: 92.64% | PCK-Transfer@0.05: 83.54% | PCK-Transfer@0.15: 96.20%
+
100%|██████████| 19/19 [00:05<00:00,  3.50it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.55it/s]
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 11%|█         | 3/27 [00:00<00:06,  3.46it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.53it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.52it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.50it/s]
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 30%|██▉       | 8/27 [00:02<00:05,  3.57it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.54it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.56it/s]
 41%|████      | 11/27 [00:03<00:04,  3.58it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.63it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.51it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.51it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.55it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.60it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.60it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.56it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.54it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.52it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.51it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.49it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.49it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.48it/s]
100%|██████████| 27/27 [00:07<00:00,  3.48it/s][2025-07-15 00:20:26] cat...PCK-Transfer@0.10: 85.06% | PCK-Transfer@0.05: 70.98% | PCK-Transfer@0.15: 88.02%
+
100%|██████████| 27/27 [00:07<00:00,  3.53it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.50it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.57it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.61it/s]
 31%|███       | 4/13 [00:01<00:02,  3.58it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.58it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.55it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.54it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.58it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.57it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.63it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.66it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.62it/s]
100%|██████████| 13/13 [00:03<00:00,  3.64it/s][2025-07-15 00:20:29] chair...PCK-Transfer@0.10: 56.20% | PCK-Transfer@0.05: 32.41% | PCK-Transfer@0.15: 63.74%
+
100%|██████████| 13/13 [00:03<00:00,  3.60it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.68it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.62it/s]
100%|██████████| 3/3 [00:00<00:00,  3.61it/s][2025-07-15 00:20:30] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 68.75% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.61it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.49it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.52it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.51it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.59it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.56it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.53it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.54it/s]
100%|██████████| 8/8 [00:02<00:00,  3.59it/s][2025-07-15 00:20:33] diningtable...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 36.46% | PCK-Transfer@0.15: 66.15%
+
100%|██████████| 8/8 [00:02<00:00,  3.56it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.54it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.61it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.58it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.64it/s]
 21%|██        | 5/24 [00:01<00:05,  3.60it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.59it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.58it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.54it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.55it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.59it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.58it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.58it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.58it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.56it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.56it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.60it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.61it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.58it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.52it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.54it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.56it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.54it/s]
100%|██████████| 24/24 [00:06<00:00,  3.54it/s][2025-07-15 00:20:39] dog...PCK-Transfer@0.10: 83.27% | PCK-Transfer@0.05: 65.91% | PCK-Transfer@0.15: 88.84%
+
100%|██████████| 24/24 [00:06<00:00,  3.57it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.52it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.54it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.63it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.55it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.47it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.47it/s]
100%|██████████| 9/9 [00:02<00:00,  3.49it/s][2025-07-15 00:20:42] horse...PCK-Transfer@0.10: 82.65% | PCK-Transfer@0.05: 60.98% | PCK-Transfer@0.15: 89.76%
+
100%|██████████| 9/9 [00:02<00:00,  3.52it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.53it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.55it/s]
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 63%|██████▎   | 17/27 [00:04<00:02,  3.54it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.53it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.53it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.51it/s]
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 81%|████████▏ | 22/27 [00:06<00:01,  3.60it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.55it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.59it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.63it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.60it/s][2025-07-15 00:20:50] motorbike...PCK-Transfer@0.10: 86.00% | PCK-Transfer@0.05: 61.78% | PCK-Transfer@0.15: 93.91%
+
100%|██████████| 27/27 [00:07<00:00,  3.53it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.53it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.70it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.68it/s]
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 42%|████▏     | 5/12 [00:01<00:01,  3.57it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.56it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.51it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.53it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.50it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.51it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.47it/s]
100%|██████████| 12/12 [00:03<00:00,  3.51it/s][2025-07-15 00:20:53] person...PCK-Transfer@0.10: 64.05% | PCK-Transfer@0.05: 43.97% | PCK-Transfer@0.15: 80.96%
+
100%|██████████| 12/12 [00:03<00:00,  3.54it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.38it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.35it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.43it/s]
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 71%|███████▏  | 5/7 [00:01<00:00,  3.39it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.42it/s]
100%|██████████| 7/7 [00:02<00:00,  3.46it/s][2025-07-15 00:20:55] pottedplant...PCK-Transfer@0.10: 53.81% | PCK-Transfer@0.05: 37.14% | PCK-Transfer@0.15: 73.33%
+
100%|██████████| 7/7 [00:02<00:00,  3.43it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.42it/s][2025-07-15 00:20:55] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.41it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.48it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.49it/s]
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 38%|███▊      | 5/13 [00:01<00:02,  3.46it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.44it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.42it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.42it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.39it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.47it/s]
100%|██████████| 13/13 [00:03<00:00,  3.49it/s][2025-07-15 00:20:59] sofa...PCK-Transfer@0.10: 56.84% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 70.64%
+
100%|██████████| 13/13 [00:03<00:00,  3.46it/s]
+
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 55%|█████▌    | 11/20 [00:03<00:02,  3.46it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.49it/s]
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+[2025-07-15 00:21:09] Weighted Per image PCK0.10: 77.11%, image PCK0.05: 59.84%, image PCK0.01: 84.76%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_15__t_0.7_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_15__t_0.7_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..b7f2835a39e9d2921813f83ca79d5f871c622142
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_15__t_0.7_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 00:32:09] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_15__t_0.7_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.6_layer_15', 't_0.7_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.6_layer_15', 't_0.7_layer_13']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:02<00:00,  3.37it/s][2025-07-15 00:33:31] pottedplant...PCK-Transfer@0.10: 55.71% | PCK-Transfer@0.05: 31.43% | PCK-Transfer@0.15: 70.48%
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100%|██████████| 15/15 [00:04<00:00,  3.35it/s][2025-07-15 00:33:46] tvmonitor...PCK-Transfer@0.10: 40.56% | PCK-Transfer@0.05: 29.44% | PCK-Transfer@0.15: 47.22%
+
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+[2025-07-15 00:33:46] Weighted Per image PCK0.10: 69.58%, image PCK0.05: 52.07%, image PCK0.01: 77.70%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_15__t_0.7_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_15__t_0.7_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..7f1ba20b3d920ea1ccf2d1a9e61b66e8ee62a3c6
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_15__t_0.7_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 00:33:51] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_15__t_0.7_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.6_layer_15', 't_0.7_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.6_layer_15', 't_0.7_layer_18']
+Number of parameters corr net: 120
+
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 33%|███▎      | 2/6 [00:00<00:01,  3.23it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.14it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.07it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.14it/s]
100%|██████████| 6/6 [00:01<00:00,  3.22it/s][2025-07-15 00:34:13] boat...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 26.39% | PCK-Transfer@0.15: 70.83%
+
100%|██████████| 6/6 [00:01<00:00,  3.18it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.07it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.25it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.21it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.24it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.28it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.27it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.32it/s]
100%|██████████| 8/8 [00:02<00:00,  3.35it/s][2025-07-15 00:34:15] bottle...PCK-Transfer@0.10: 46.88% | PCK-Transfer@0.05: 34.38% | PCK-Transfer@0.15: 56.25%
+
100%|██████████| 8/8 [00:02<00:00,  3.29it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.12it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.03it/s]
  9%|▉         | 3/32 [00:01<00:09,  2.98it/s]
 12%|█▎        | 4/32 [00:01<00:09,  3.05it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.12it/s]
 19%|█▉        | 6/32 [00:01<00:08,  3.05it/s]
 22%|██▏       | 7/32 [00:02<00:08,  3.09it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.11it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.16it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.23it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.23it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.22it/s]
 41%|████      | 13/32 [00:04<00:05,  3.22it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.23it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.25it/s]
 50%|█████     | 16/32 [00:05<00:04,  3.27it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.31it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.33it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.35it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.32it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.29it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.34it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.35it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.23it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.18it/s]
 81%|████████▏ | 26/32 [00:08<00:01,  3.22it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.18it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.23it/s]
 91%|█████████ | 29/32 [00:09<00:00,  3.27it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.21it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.21it/s]
100%|██████████| 32/32 [00:09<00:00,  3.21it/s][2025-07-15 00:34:25] bus...PCK-Transfer@0.10: 71.46% | PCK-Transfer@0.05: 59.22% | PCK-Transfer@0.15: 77.97%
+
100%|██████████| 32/32 [00:09<00:00,  3.21it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.88it/s]
 11%|█         | 2/19 [00:00<00:05,  3.07it/s]
 16%|█▌        | 3/19 [00:00<00:05,  3.04it/s]
 21%|██        | 4/19 [00:01<00:04,  3.11it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.17it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.25it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.33it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.31it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.31it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.26it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.28it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.32it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.28it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.28it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.31it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.33it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.36it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.32it/s]
100%|██████████| 19/19 [00:05<00:00,  3.29it/s][2025-07-15 00:34:31] car...PCK-Transfer@0.10: 85.22% | PCK-Transfer@0.05: 74.38% | PCK-Transfer@0.15: 89.33%
+
100%|██████████| 19/19 [00:05<00:00,  3.26it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.04it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.22it/s]
 11%|█         | 3/27 [00:00<00:07,  3.33it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.31it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.33it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.33it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.33it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.29it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.32it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.31it/s]
 41%|████      | 11/27 [00:03<00:04,  3.31it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.31it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.35it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.35it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.40it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.43it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.37it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.35it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.34it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.39it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.36it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.39it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.39it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.38it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.38it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.34it/s]
100%|██████████| 27/27 [00:08<00:00,  3.33it/s][2025-07-15 00:34:39] cat...PCK-Transfer@0.10: 80.86% | PCK-Transfer@0.05: 61.38% | PCK-Transfer@0.15: 85.37%
+
100%|██████████| 27/27 [00:08<00:00,  3.34it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:05,  2.16it/s]
 15%|█▌        | 2/13 [00:00<00:04,  2.59it/s]
 23%|██▎       | 3/13 [00:01<00:03,  2.81it/s]
 31%|███       | 4/13 [00:01<00:03,  2.99it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.11it/s]
 46%|████▌     | 6/13 [00:02<00:02,  3.20it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.24it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.25it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.26it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.28it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.26it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.26it/s]
100%|██████████| 13/13 [00:04<00:00,  3.27it/s][2025-07-15 00:34:44] chair...PCK-Transfer@0.10: 37.35% | PCK-Transfer@0.05: 21.22% | PCK-Transfer@0.15: 44.36%
+
100%|██████████| 13/13 [00:04<00:00,  3.14it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.91it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.07it/s]
100%|██████████| 3/3 [00:00<00:00,  3.15it/s][2025-07-15 00:34:45] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 66.67% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.11it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.19it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.22it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.25it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.24it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.24it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.29it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.30it/s]
100%|██████████| 8/8 [00:02<00:00,  3.31it/s][2025-07-15 00:34:47] diningtable...PCK-Transfer@0.10: 32.81% | PCK-Transfer@0.05: 16.15% | PCK-Transfer@0.15: 48.96%
+
100%|██████████| 8/8 [00:02<00:00,  3.28it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  2.98it/s]
  8%|▊         | 2/24 [00:00<00:07,  3.11it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.21it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.19it/s]
 21%|██        | 5/24 [00:01<00:05,  3.22it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.22it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.27it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.32it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.31it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.29it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.30it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.30it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.32it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.31it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.33it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.33it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.28it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.30it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.31it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.34it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.35it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.34it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.33it/s]
100%|██████████| 24/24 [00:07<00:00,  3.30it/s][2025-07-15 00:34:54] dog...PCK-Transfer@0.10: 66.42% | PCK-Transfer@0.05: 49.56% | PCK-Transfer@0.15: 77.61%
+
100%|██████████| 24/24 [00:07<00:00,  3.29it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.25it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.28it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.27it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.26it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.31it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.35it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.40it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.41it/s]
100%|██████████| 9/9 [00:02<00:00,  3.40it/s][2025-07-15 00:34:57] horse...PCK-Transfer@0.10: 68.76% | PCK-Transfer@0.05: 50.77% | PCK-Transfer@0.15: 75.37%
+
100%|██████████| 9/9 [00:02<00:00,  3.35it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  2.90it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.14it/s]
 11%|█         | 3/27 [00:00<00:07,  3.27it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.33it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.30it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.39it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.34it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.37it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.42it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.43it/s]
 41%|████      | 11/27 [00:03<00:04,  3.41it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.42it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.39it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.39it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.40it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.40it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.43it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.41it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.38it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.40it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.39it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.38it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.38it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.37it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.34it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.37it/s]
100%|██████████| 27/27 [00:08<00:00,  3.39it/s][2025-07-15 00:35:05] motorbike...PCK-Transfer@0.10: 79.29% | PCK-Transfer@0.05: 57.79% | PCK-Transfer@0.15: 86.30%
+
100%|██████████| 27/27 [00:08<00:00,  3.37it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.28it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.30it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.01it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.13it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.27it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.33it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.39it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.38it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.40it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.40it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.43it/s]
100%|██████████| 12/12 [00:03<00:00,  3.41it/s][2025-07-15 00:35:09] person...PCK-Transfer@0.10: 51.94% | PCK-Transfer@0.05: 34.19% | PCK-Transfer@0.15: 62.67%
+
100%|██████████| 12/12 [00:03<00:00,  3.34it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.21it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.29it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.30it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.37it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.34it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.32it/s]
100%|██████████| 7/7 [00:02<00:00,  3.35it/s][2025-07-15 00:35:11] pottedplant...PCK-Transfer@0.10: 60.95% | PCK-Transfer@0.05: 34.29% | PCK-Transfer@0.15: 75.71%
+
100%|██████████| 7/7 [00:02<00:00,  3.33it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.24it/s][2025-07-15 00:35:11] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.23it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.15it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.18it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.20it/s]
 31%|███       | 4/13 [00:01<00:02,  3.20it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.21it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.19it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.20it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.24it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.24it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.22it/s]
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+[2025-07-15 00:35:25] Weighted Per image PCK0.10: 66.58%, image PCK0.05: 49.71%, image PCK0.01: 75.02%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_18__t_0.8_layer_10_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_18__t_0.8_layer_10_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..5f274f0bb29af416792c65137cd6410d95ae3275
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_18__t_0.8_layer_10_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 00:51:42] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_18__t_0.8_layer_10_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.6_layer_18', 't_0.8_layer_10'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.6_layer_18', 't_0.8_layer_10']
+Number of parameters corr net: 120
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100%|██████████| 13/13 [00:03<00:00,  3.30it/s][2025-07-15 00:53:08] sofa...PCK-Transfer@0.10: 42.53% | PCK-Transfer@0.05: 21.79% | PCK-Transfer@0.15: 59.43%
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+
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+[2025-07-15 00:53:18] Weighted Per image PCK0.10: 64.89%, image PCK0.05: 47.49%, image PCK0.01: 74.83%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_5__t_0.7_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_5__t_0.7_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..35c7913ab6044aecc15c84403516ba2a7d1e942f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_5__t_0.7_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-14 22:44:38] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_5__t_0.7_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.6_layer_5', 't_0.7_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.6_layer_5', 't_0.7_layer_13']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.40it/s][2025-07-14 22:44:45] aeroplane...PCK-Transfer@0.10: 82.57% | PCK-Transfer@0.05: 63.92% | PCK-Transfer@0.15: 89.26%
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 97%|█████████▋| 29/30 [00:08<00:00,  3.37it/s]
100%|██████████| 30/30 [00:08<00:00,  3.40it/s][2025-07-14 22:44:54] bicycle...PCK-Transfer@0.10: 84.94% | PCK-Transfer@0.05: 73.39% | PCK-Transfer@0.15: 88.88%
+
100%|██████████| 30/30 [00:08<00:00,  3.40it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.35it/s]
 20%|██        | 2/10 [00:00<00:02,  3.36it/s]
 30%|███       | 3/10 [00:00<00:02,  3.31it/s]
 40%|████      | 4/10 [00:01<00:01,  3.34it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.35it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.30it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.31it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.32it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.34it/s]
100%|██████████| 10/10 [00:03<00:00,  3.31it/s][2025-07-14 22:44:57] bird...PCK-Transfer@0.10: 80.97% | PCK-Transfer@0.05: 56.89% | PCK-Transfer@0.15: 89.44%
+
100%|██████████| 10/10 [00:03<00:00,  3.32it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.48it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.41it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.39it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.33it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.35it/s]
100%|██████████| 6/6 [00:01<00:00,  3.41it/s][2025-07-14 22:44:59] boat...PCK-Transfer@0.10: 59.72% | PCK-Transfer@0.05: 37.50% | PCK-Transfer@0.15: 77.78%
+
100%|██████████| 6/6 [00:01<00:00,  3.39it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.29it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.49it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.42it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.38it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.38it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.37it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.44it/s]
100%|██████████| 8/8 [00:02<00:00,  3.41it/s][2025-07-14 22:45:01] bottle...PCK-Transfer@0.10: 57.81% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 67.19%
+
100%|██████████| 8/8 [00:02<00:00,  3.40it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.65it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.54it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.48it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.44it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.46it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.39it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.38it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.34it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.36it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.44it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.46it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.47it/s]
 41%|████      | 13/32 [00:03<00:05,  3.41it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.39it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.42it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.43it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.49it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.49it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.48it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.44it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.42it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.50it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.49it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.45it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.39it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.35it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.34it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.38it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.41it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.45it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.41it/s]
100%|██████████| 32/32 [00:09<00:00,  3.39it/s][2025-07-14 22:45:10] bus...PCK-Transfer@0.10: 79.01% | PCK-Transfer@0.05: 66.51% | PCK-Transfer@0.15: 84.22%
+
100%|██████████| 32/32 [00:09<00:00,  3.42it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.30it/s]
 11%|█         | 2/19 [00:00<00:04,  3.43it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.42it/s]
 21%|██        | 4/19 [00:01<00:04,  3.44it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.31it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.42it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.49it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.43it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.43it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.39it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.38it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.37it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.36it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.22it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.34it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.37it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.41it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.38it/s]
100%|██████████| 19/19 [00:05<00:00,  3.37it/s][2025-07-14 22:45:16] car...PCK-Transfer@0.10: 89.61% | PCK-Transfer@0.05: 79.66% | PCK-Transfer@0.15: 92.02%
+
100%|██████████| 19/19 [00:05<00:00,  3.38it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.33it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.40it/s]
 11%|█         | 3/27 [00:00<00:06,  3.48it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.42it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.42it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.43it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.40it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.40it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.45it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.43it/s]
 41%|████      | 11/27 [00:03<00:04,  3.40it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.37it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.42it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.41it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.47it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.54it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.46it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.41it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.40it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.45it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.46it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.50it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.49it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.48it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.48it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.45it/s]
100%|██████████| 27/27 [00:07<00:00,  3.45it/s][2025-07-14 22:45:24] cat...PCK-Transfer@0.10: 81.75% | PCK-Transfer@0.05: 64.94% | PCK-Transfer@0.15: 85.88%
+
100%|██████████| 27/27 [00:07<00:00,  3.44it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.48it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.41it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.40it/s]
 31%|███       | 4/13 [00:01<00:02,  3.41it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.44it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.44it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.43it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.39it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.39it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.35it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.34it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.38it/s]
100%|██████████| 13/13 [00:03<00:00,  3.37it/s][2025-07-14 22:45:28] chair...PCK-Transfer@0.10: 51.71% | PCK-Transfer@0.05: 29.42% | PCK-Transfer@0.15: 58.44%
+
100%|██████████| 13/13 [00:03<00:00,  3.39it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.39it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.40it/s]
100%|██████████| 3/3 [00:00<00:00,  3.41it/s][2025-07-14 22:45:29] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.40it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.42it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.37it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.41it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.38it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.41it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.44it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.44it/s]
100%|██████████| 8/8 [00:02<00:00,  3.43it/s][2025-07-14 22:45:31] diningtable...PCK-Transfer@0.10: 50.52% | PCK-Transfer@0.05: 25.52% | PCK-Transfer@0.15: 68.23%
+
100%|██████████| 8/8 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.34it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.40it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.43it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.38it/s]
 21%|██        | 5/24 [00:01<00:05,  3.38it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.39it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.41it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.41it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.40it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.38it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.40it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.39it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.39it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.38it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.43it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.42it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.31it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.32it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.35it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.42it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.40it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.39it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.37it/s]
100%|██████████| 24/24 [00:07<00:00,  3.39it/s][2025-07-14 22:45:38] dog...PCK-Transfer@0.10: 74.34% | PCK-Transfer@0.05: 55.30% | PCK-Transfer@0.15: 84.55%
+
100%|██████████| 24/24 [00:07<00:00,  3.39it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.20it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.33it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.37it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.40it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.44it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.47it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.52it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.49it/s]
100%|██████████| 9/9 [00:02<00:00,  3.45it/s][2025-07-14 22:45:41] horse...PCK-Transfer@0.10: 76.93% | PCK-Transfer@0.05: 54.34% | PCK-Transfer@0.15: 85.26%
+
100%|██████████| 9/9 [00:02<00:00,  3.43it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.32it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.51it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.57it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.49it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.52it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.53it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.52it/s]
 41%|████      | 11/27 [00:03<00:04,  3.50it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.47it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.47it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.47it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.46it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.48it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.50it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.51it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.47it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.47it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.45it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.40it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.41it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.41it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.37it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.37it/s]
100%|██████████| 27/27 [00:07<00:00,  3.38it/s][2025-07-14 22:45:48] motorbike...PCK-Transfer@0.10: 80.90% | PCK-Transfer@0.05: 55.68% | PCK-Transfer@0.15: 86.75%
+
100%|██████████| 27/27 [00:07<00:00,  3.46it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.45it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.41it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.43it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.39it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.47it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.49it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.52it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.49it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.52it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.51it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.51it/s]
100%|██████████| 12/12 [00:03<00:00,  3.46it/s][2025-07-14 22:45:52] person...PCK-Transfer@0.10: 59.03% | PCK-Transfer@0.05: 38.82% | PCK-Transfer@0.15: 71.09%
+
100%|██████████| 12/12 [00:03<00:00,  3.47it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.53it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.59it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.56it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.56it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.57it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.56it/s]
100%|██████████| 7/7 [00:01<00:00,  3.53it/s][2025-07-14 22:45:54] pottedplant...PCK-Transfer@0.10: 48.57% | PCK-Transfer@0.05: 29.05% | PCK-Transfer@0.15: 70.48%
+
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100%|██████████| 20/20 [00:05<00:00,  3.54it/s][2025-07-14 22:46:04] train...PCK-Transfer@0.10: 68.75% | PCK-Transfer@0.05: 46.25% | PCK-Transfer@0.15: 79.75%
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100%|██████████| 15/15 [00:04<00:00,  3.46it/s][2025-07-14 22:46:08] tvmonitor...PCK-Transfer@0.10: 35.56% | PCK-Transfer@0.05: 24.44% | PCK-Transfer@0.15: 48.89%
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+[2025-07-14 22:46:08] Weighted Per image PCK0.10: 72.27%, image PCK0.05: 54.40%, image PCK0.01: 80.42%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_5__t_0.7_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_5__t_0.7_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..3b73d9447fa345ca3841f50be66654b63d44a515
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_5__t_0.7_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-14 22:46:13] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_5__t_0.7_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.6_layer_5', 't_0.7_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.6_layer_5', 't_0.7_layer_18']
+Number of parameters corr net: 120
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+[2025-07-14 22:47:41] Weighted Per image PCK0.10: 65.87%, image PCK0.05: 47.96%, image PCK0.01: 75.45%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_9__t_0.7_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_9__t_0.7_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..407889f6aa2b77b10bc45f79a2323d042f84a670
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_9__t_0.7_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-14 23:05:25] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_9__t_0.7_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.6_layer_9', 't_0.7_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.6_layer_9', 't_0.7_layer_15']
+Number of parameters corr net: 120
+
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 37%|███▋      | 11/30 [00:03<00:05,  3.22it/s]
 40%|████      | 12/30 [00:03<00:05,  3.25it/s]
 43%|████▎     | 13/30 [00:03<00:05,  3.35it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.37it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.36it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.41it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.46it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.49it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.43it/s]
 67%|██████▋   | 20/30 [00:06<00:02,  3.40it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.36it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.36it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.49it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.42it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.47it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.52it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.53it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.57it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.54it/s]
100%|██████████| 30/30 [00:08<00:00,  3.48it/s][2025-07-14 23:05:40] bicycle...PCK-Transfer@0.10: 86.45% | PCK-Transfer@0.05: 74.61% | PCK-Transfer@0.15: 89.79%
+
100%|██████████| 30/30 [00:08<00:00,  3.38it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.41it/s]
 20%|██        | 2/10 [00:00<00:02,  3.35it/s]
 30%|███       | 3/10 [00:00<00:02,  3.42it/s]
 40%|████      | 4/10 [00:01<00:01,  3.37it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.36it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.45it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.50it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.53it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.53it/s]
100%|██████████| 10/10 [00:02<00:00,  3.55it/s][2025-07-14 23:05:43] bird...PCK-Transfer@0.10: 80.14% | PCK-Transfer@0.05: 59.53% | PCK-Transfer@0.15: 89.44%
+
100%|██████████| 10/10 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.32it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.40it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.50it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.53it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.57it/s]
100%|██████████| 6/6 [00:01<00:00,  3.49it/s][2025-07-14 23:05:45] boat...PCK-Transfer@0.10: 61.11% | PCK-Transfer@0.05: 41.67% | PCK-Transfer@0.15: 81.94%
+
100%|██████████| 6/6 [00:01<00:00,  3.49it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.63it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.48it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.47it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.47it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.48it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.53it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.52it/s]
100%|██████████| 8/8 [00:02<00:00,  3.56it/s][2025-07-14 23:05:47] bottle...PCK-Transfer@0.10: 64.06% | PCK-Transfer@0.05: 48.44% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 8/8 [00:02<00:00,  3.52it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.21it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.30it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.35it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.37it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.32it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.38it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.36it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.43it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.46it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.41it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.38it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.40it/s]
 41%|████      | 13/32 [00:03<00:05,  3.46it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.53it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.49it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.46it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.41it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.42it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.46it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.45it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.47it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.43it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.45it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.50it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.56it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.48it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.49it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.46it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.46it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.47it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.53it/s]
100%|██████████| 32/32 [00:09<00:00,  3.56it/s][2025-07-14 23:05:57] bus...PCK-Transfer@0.10: 83.18% | PCK-Transfer@0.05: 70.94% | PCK-Transfer@0.15: 86.30%
+
100%|██████████| 32/32 [00:09<00:00,  3.45it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.44it/s]
 11%|█         | 2/19 [00:00<00:05,  3.24it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.38it/s]
 21%|██        | 4/19 [00:01<00:04,  3.45it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.47it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.44it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.21it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.28it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.36it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.46it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.45it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.43it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.48it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.51it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.34it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.25it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.26it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.31it/s]
100%|██████████| 19/19 [00:05<00:00,  3.40it/s][2025-07-14 23:06:02] car...PCK-Transfer@0.10: 91.38% | PCK-Transfer@0.05: 80.29% | PCK-Transfer@0.15: 93.13%
+
100%|██████████| 19/19 [00:05<00:00,  3.38it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.57it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.47it/s]
 11%|█         | 3/27 [00:00<00:07,  3.37it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.48it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.46it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.45it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.49it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.51it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.46it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.45it/s]
 41%|████      | 11/27 [00:03<00:04,  3.48it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.54it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.50it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.52it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.48it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.45it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.46it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.53it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.52it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.48it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.47it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.46it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.49it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.48it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.51it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.50it/s]
100%|██████████| 27/27 [00:07<00:00,  3.49it/s][2025-07-14 23:06:10] cat...PCK-Transfer@0.10: 84.14% | PCK-Transfer@0.05: 68.04% | PCK-Transfer@0.15: 88.02%
+
100%|██████████| 27/27 [00:07<00:00,  3.48it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.42it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.60it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.53it/s]
 31%|███       | 4/13 [00:01<00:02,  3.34it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.32it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.33it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.38it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.43it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.46it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.52it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.57it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.53it/s]
100%|██████████| 13/13 [00:03<00:00,  3.47it/s][2025-07-14 23:06:14] chair...PCK-Transfer@0.10: 47.54% | PCK-Transfer@0.05: 29.42% | PCK-Transfer@0.15: 53.63%
+
100%|██████████| 13/13 [00:03<00:00,  3.45it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.46it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.49it/s]
100%|██████████| 3/3 [00:00<00:00,  3.50it/s][2025-07-14 23:06:15] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.49it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.44it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.46it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.41it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.50it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.48it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.42it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.43it/s]
100%|██████████| 8/8 [00:02<00:00,  3.44it/s][2025-07-14 23:06:17] diningtable...PCK-Transfer@0.10: 54.69% | PCK-Transfer@0.05: 22.40% | PCK-Transfer@0.15: 75.52%
+
100%|██████████| 8/8 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.39it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.45it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.41it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.51it/s]
 21%|██        | 5/24 [00:01<00:05,  3.44it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.44it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.43it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.45it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.49it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.56it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.58it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.57it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.53it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.51it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.51it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.51it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.53it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.49it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.48it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.44it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.44it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.45it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.48it/s]
100%|██████████| 24/24 [00:06<00:00,  3.48it/s][2025-07-14 23:06:24] dog...PCK-Transfer@0.10: 79.24% | PCK-Transfer@0.05: 60.20% | PCK-Transfer@0.15: 88.34%
+
100%|██████████| 24/24 [00:06<00:00,  3.49it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.41it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.44it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.49it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.55it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.49it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.46it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.42it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.42it/s]
100%|██████████| 9/9 [00:02<00:00,  3.47it/s][2025-07-14 23:06:27] horse...PCK-Transfer@0.10: 82.49% | PCK-Transfer@0.05: 60.42% | PCK-Transfer@0.15: 87.25%
+
100%|██████████| 9/9 [00:02<00:00,  3.46it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.69it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.64it/s]
 11%|█         | 3/27 [00:00<00:06,  3.61it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.55it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.51it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.46it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.45it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.42it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.43it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.45it/s]
 41%|████      | 11/27 [00:03<00:04,  3.44it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.48it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.50it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.49it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.50it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.47it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.46it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.50it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.48it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.50it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.57it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.57it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.60it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.63it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.61it/s]
100%|██████████| 27/27 [00:07<00:00,  3.58it/s][2025-07-14 23:06:34] motorbike...PCK-Transfer@0.10: 82.75% | PCK-Transfer@0.05: 59.75% | PCK-Transfer@0.15: 88.60%
+
100%|██████████| 27/27 [00:07<00:00,  3.52it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  2.93it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.36it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.49it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.55it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.47it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.50it/s][2025-07-14 23:06:50] train...PCK-Transfer@0.10: 66.75% | PCK-Transfer@0.05: 48.25% | PCK-Transfer@0.15: 78.75%
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+[2025-07-14 23:06:54] Weighted Per image PCK0.10: 75.10%, image PCK0.05: 57.44%, image PCK0.01: 82.20%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_9__t_0.8_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_9__t_0.8_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..152346c845cbca50e75ccdee39027a4b9f06b16c
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_9__t_0.8_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-14 23:09:42] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.6_layer_9__t_0.8_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.6_layer_9', 't_0.8_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.6_layer_9', 't_0.8_layer_10']
+Number of parameters corr net: 120
+
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+[2025-07-14 23:11:13] Weighted Per image PCK0.10: 77.11%, image PCK0.05: 59.83%, image PCK0.01: 84.36%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.7_layer_12__t_0.8_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.7_layer_12__t_0.8_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..8df4432071c4af0b9f5277f8b2d395bf8263cf8a
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.7_layer_12__t_0.8_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-15 02:07:17] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.7_layer_12__t_0.8_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.7_layer_12', 't_0.8_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.7_layer_12', 't_0.8_layer_13']
+Number of parameters corr net: 120
+
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 80%|████████  | 12/15 [00:04<00:00,  3.29it/s]
 87%|████████▋ | 13/15 [00:05<00:00,  3.37it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.41it/s]
100%|██████████| 15/15 [00:05<00:00,  3.41it/s][2025-07-15 02:07:24] aeroplane...PCK-Transfer@0.10: 85.49% | PCK-Transfer@0.05: 69.95% | PCK-Transfer@0.15: 91.25%
+
100%|██████████| 15/15 [00:05<00:00,  2.61it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:08,  3.34it/s]
  7%|▋         | 2/30 [00:00<00:08,  3.25it/s]
 10%|█         | 3/30 [00:00<00:08,  3.36it/s]
 13%|█▎        | 4/30 [00:01<00:07,  3.35it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.17it/s]
 20%|██        | 6/30 [00:01<00:07,  3.21it/s]
 23%|██▎       | 7/30 [00:02<00:07,  3.28it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.38it/s]
 30%|███       | 9/30 [00:02<00:06,  3.38it/s]
 33%|███▎      | 10/30 [00:02<00:05,  3.41it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.39it/s]
 40%|████      | 12/30 [00:03<00:05,  3.40it/s]
 43%|████▎     | 13/30 [00:03<00:05,  3.39it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.44it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.44it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.44it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.42it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.43it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.46it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.44it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.47it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.52it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.47it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.50it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.45it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.45it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.44it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.41it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.42it/s]
100%|██████████| 30/30 [00:08<00:00,  3.47it/s][2025-07-15 02:07:32] bicycle...PCK-Transfer@0.10: 88.27% | PCK-Transfer@0.05: 77.00% | PCK-Transfer@0.15: 91.03%
+
100%|██████████| 30/30 [00:08<00:00,  3.41it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.50it/s]
 20%|██        | 2/10 [00:00<00:02,  3.49it/s]
 30%|███       | 3/10 [00:00<00:02,  3.39it/s]
 40%|████      | 4/10 [00:01<00:01,  3.39it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.40it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.35it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.36it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.35it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.36it/s]
100%|██████████| 10/10 [00:02<00:00,  3.33it/s][2025-07-15 02:07:35] bird...PCK-Transfer@0.10: 82.36% | PCK-Transfer@0.05: 56.89% | PCK-Transfer@0.15: 92.92%
+
100%|██████████| 10/10 [00:02<00:00,  3.36it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.54it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.52it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.50it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.44it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.36it/s]
100%|██████████| 6/6 [00:01<00:00,  3.41it/s][2025-07-15 02:07:37] boat...PCK-Transfer@0.10: 69.44% | PCK-Transfer@0.05: 47.22% | PCK-Transfer@0.15: 81.94%
+
100%|██████████| 6/6 [00:01<00:00,  3.43it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.35it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.50it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.43it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.40it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.43it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.41it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.54it/s]
100%|██████████| 8/8 [00:02<00:00,  3.54it/s][2025-07-15 02:07:39] bottle...PCK-Transfer@0.10: 64.06% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 8/8 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.48it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.44it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.50it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.46it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.44it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.40it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.42it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.38it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.40it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.49it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.50it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.49it/s]
 41%|████      | 13/32 [00:03<00:05,  3.49it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.50it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.53it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.56it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.55it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.59it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.61it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.58it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.51it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.61it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.61it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.59it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.55it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.60it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.51it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.49it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.50it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.49it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.38it/s]
100%|██████████| 32/32 [00:09<00:00,  3.42it/s][2025-07-15 02:07:49] bus...PCK-Transfer@0.10: 86.04% | PCK-Transfer@0.05: 75.10% | PCK-Transfer@0.15: 88.91%
+
100%|██████████| 32/32 [00:09<00:00,  3.50it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.29it/s]
 11%|█         | 2/19 [00:00<00:04,  3.44it/s]
 16%|█▌        | 3/19 [00:00<00:05,  3.02it/s]
 21%|██        | 4/19 [00:01<00:04,  3.12it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.20it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.34it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.39it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.39it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.32it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.32it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.33it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.42it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.43it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.40it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.44it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.46it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.50it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.46it/s]
100%|██████████| 19/19 [00:05<00:00,  3.42it/s][2025-07-15 02:07:54] car...PCK-Transfer@0.10: 90.33% | PCK-Transfer@0.05: 83.51% | PCK-Transfer@0.15: 92.61%
+
100%|██████████| 19/19 [00:05<00:00,  3.37it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.34it/s]
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 11%|█         | 3/27 [00:00<00:06,  3.52it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.49it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.48it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.51it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.47it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.45it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.48it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.47it/s]
 41%|████      | 11/27 [00:03<00:04,  3.43it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.38it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.42it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.41it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.48it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.51it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.43it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.39it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.41it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.45it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.45it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.48it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.46it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.49it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.47it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.46it/s]
100%|██████████| 27/27 [00:07<00:00,  3.46it/s][2025-07-15 02:08:02] cat...PCK-Transfer@0.10: 83.11% | PCK-Transfer@0.05: 67.94% | PCK-Transfer@0.15: 88.80%
+
100%|██████████| 27/27 [00:07<00:00,  3.45it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.44it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.37it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.36it/s]
 31%|███       | 4/13 [00:01<00:02,  3.38it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.40it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.42it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.40it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.21it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.23it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.29it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.33it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.37it/s]
100%|██████████| 13/13 [00:03<00:00,  3.37it/s][2025-07-15 02:08:06] chair...PCK-Transfer@0.10: 50.85% | PCK-Transfer@0.05: 33.03% | PCK-Transfer@0.15: 64.17%
+
100%|██████████| 13/13 [00:03<00:00,  3.35it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.28it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.35it/s]
100%|██████████| 3/3 [00:00<00:00,  3.37it/s][2025-07-15 02:08:07] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 70.83% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.35it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.42it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.39it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.40it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.41it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.40it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.41it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.41it/s]
100%|██████████| 8/8 [00:02<00:00,  3.39it/s][2025-07-15 02:08:09] diningtable...PCK-Transfer@0.10: 45.31% | PCK-Transfer@0.05: 29.69% | PCK-Transfer@0.15: 61.46%
+
100%|██████████| 8/8 [00:02<00:00,  3.40it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.34it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.36it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.43it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.40it/s]
 21%|██        | 5/24 [00:01<00:05,  3.45it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.46it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.48it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.50it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.48it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.46it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.44it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.46it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.46it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.42it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.43it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.41it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.40it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.45it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.41it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.43it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.42it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.42it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.40it/s]
100%|██████████| 24/24 [00:07<00:00,  3.39it/s][2025-07-15 02:08:16] dog...PCK-Transfer@0.10: 79.83% | PCK-Transfer@0.05: 61.63% | PCK-Transfer@0.15: 87.59%
+
100%|██████████| 24/24 [00:07<00:00,  3.43it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.43it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.42it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.36it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.35it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.40it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.45it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.50it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.46it/s]
100%|██████████| 9/9 [00:02<00:00,  3.44it/s][2025-07-15 02:08:19] horse...PCK-Transfer@0.10: 86.56% | PCK-Transfer@0.05: 57.78% | PCK-Transfer@0.15: 89.74%
+
100%|██████████| 9/9 [00:02<00:00,  3.43it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.43it/s]
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100%|██████████| 7/7 [00:01<00:00,  3.50it/s][2025-07-15 02:08:33] pottedplant...PCK-Transfer@0.10: 58.57% | PCK-Transfer@0.05: 29.05% | PCK-Transfer@0.15: 75.24%
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100%|██████████| 20/20 [00:05<00:00,  3.45it/s][2025-07-15 02:08:42] train...PCK-Transfer@0.10: 75.75% | PCK-Transfer@0.05: 54.25% | PCK-Transfer@0.15: 86.75%
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+
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+[2025-07-15 02:08:47] Weighted Per image PCK0.10: 76.46%, image PCK0.05: 59.74%, image PCK0.01: 84.12%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.7_layer_15__t_0.7_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.7_layer_15__t_0.7_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..3d7b37db80878b108d2cdc171d4ad8e50ad2803c
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.7_layer_15__t_0.7_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 02:20:41] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.7_layer_15__t_0.7_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.7_layer_15', 't_0.7_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.7_layer_15', 't_0.7_layer_20']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:08<00:00,  3.67it/s][2025-07-15 02:21:11] bus...PCK-Transfer@0.10: 71.98% | PCK-Transfer@0.05: 57.92% | PCK-Transfer@0.15: 79.53%
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100%|██████████| 19/19 [00:05<00:00,  3.61it/s][2025-07-15 02:21:16] car...PCK-Transfer@0.10: 86.40% | PCK-Transfer@0.05: 73.87% | PCK-Transfer@0.15: 88.86%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.70it/s][2025-07-15 02:21:24] cat...PCK-Transfer@0.10: 79.58% | PCK-Transfer@0.05: 61.24% | PCK-Transfer@0.15: 85.30%
+
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+
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100%|██████████| 13/13 [00:03<00:00,  3.46it/s][2025-07-15 02:21:27] chair...PCK-Transfer@0.10: 40.41% | PCK-Transfer@0.05: 21.73% | PCK-Transfer@0.15: 46.24%
+
100%|██████████| 13/13 [00:03<00:00,  3.44it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.73it/s][2025-07-15 02:21:28] cow...PCK-Transfer@0.10: 83.33% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 3/3 [00:00<00:00,  3.72it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.66it/s][2025-07-15 02:21:30] diningtable...PCK-Transfer@0.10: 38.02% | PCK-Transfer@0.05: 16.15% | PCK-Transfer@0.15: 46.35%
+
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100%|██████████| 24/24 [00:06<00:00,  3.58it/s][2025-07-15 02:21:37] dog...PCK-Transfer@0.10: 64.02% | PCK-Transfer@0.05: 50.82% | PCK-Transfer@0.15: 75.94%
+
100%|██████████| 24/24 [00:06<00:00,  3.53it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.80it/s][2025-07-15 02:21:40] horse...PCK-Transfer@0.10: 69.68% | PCK-Transfer@0.05: 47.20% | PCK-Transfer@0.15: 75.24%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.64it/s][2025-07-15 02:21:47] motorbike...PCK-Transfer@0.10: 76.88% | PCK-Transfer@0.05: 53.00% | PCK-Transfer@0.15: 83.07%
+
100%|██████████| 27/27 [00:07<00:00,  3.72it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.63it/s][2025-07-15 02:21:50] person...PCK-Transfer@0.10: 51.08% | PCK-Transfer@0.05: 31.91% | PCK-Transfer@0.15: 62.75%
+
100%|██████████| 12/12 [00:03<00:00,  3.67it/s]
+
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100%|██████████| 7/7 [00:01<00:00,  3.66it/s][2025-07-15 02:21:52] pottedplant...PCK-Transfer@0.10: 48.10% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 67.14%
+
100%|██████████| 7/7 [00:01<00:00,  3.69it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.55it/s][2025-07-15 02:21:52] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.54it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.68it/s][2025-07-15 02:21:56] sofa...PCK-Transfer@0.10: 38.03% | PCK-Transfer@0.05: 24.54% | PCK-Transfer@0.15: 58.28%
+
100%|██████████| 13/13 [00:03<00:00,  3.69it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.87it/s][2025-07-15 02:22:01] train...PCK-Transfer@0.10: 68.50% | PCK-Transfer@0.05: 42.25% | PCK-Transfer@0.15: 77.75%
+
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+
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100%|██████████| 15/15 [00:04<00:00,  3.66it/s][2025-07-15 02:22:05] tvmonitor...PCK-Transfer@0.10: 37.78% | PCK-Transfer@0.05: 31.67% | PCK-Transfer@0.15: 46.11%
+
100%|██████████| 15/15 [00:04<00:00,  3.71it/s]
+[2025-07-15 02:22:05] Weighted Per image PCK0.10: 66.06%, image PCK0.05: 48.89%, image PCK0.01: 74.59%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.7_layer_9__t_0.7_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.7_layer_9__t_0.7_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..eb1dcce1d62a50b524369982d427c374bc9d111e
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.7_layer_9__t_0.7_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-15 01:25:44] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.7_layer_9__t_0.7_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.7_layer_9', 't_0.7_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.7_layer_9', 't_0.7_layer_11']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.41it/s][2025-07-15 01:27:15] tvmonitor...PCK-Transfer@0.10: 43.89% | PCK-Transfer@0.05: 29.44% | PCK-Transfer@0.15: 60.56%
+
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+[2025-07-15 01:27:15] Weighted Per image PCK0.10: 78.44%, image PCK0.05: 62.32%, image PCK0.01: 85.78%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.7_layer_9__t_0.8_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.7_layer_9__t_0.8_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..70fa961585fef43661b3840f48765afe81ecc1cb
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.7_layer_9__t_0.8_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-15 01:35:51] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.7_layer_9__t_0.8_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.7_layer_9', 't_0.8_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.7_layer_9', 't_0.8_layer_18']
+Number of parameters corr net: 120
+
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 56%|█████▋    | 18/32 [00:05<00:03,  3.55it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.54it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.51it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.48it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.53it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.53it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.48it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.44it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.47it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.42it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.45it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.47it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.47it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.42it/s]
100%|██████████| 32/32 [00:09<00:00,  3.43it/s][2025-07-15 01:36:23] bus...PCK-Transfer@0.10: 80.57% | PCK-Transfer@0.05: 65.99% | PCK-Transfer@0.15: 81.61%
+
100%|██████████| 32/32 [00:09<00:00,  3.48it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.39it/s]
 11%|█         | 2/19 [00:00<00:04,  3.48it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.45it/s]
 21%|██        | 4/19 [00:01<00:04,  3.44it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.51it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.57it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.51it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.50it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.42it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.43it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.48it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.47it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.45it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.50it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.52it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.54it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.47it/s]
100%|██████████| 19/19 [00:05<00:00,  3.47it/s][2025-07-15 01:36:29] car...PCK-Transfer@0.10: 89.09% | PCK-Transfer@0.05: 78.59% | PCK-Transfer@0.15: 92.38%
+
100%|██████████| 19/19 [00:05<00:00,  3.48it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.33it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.53it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.55it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.56it/s]
 41%|████      | 11/27 [00:03<00:04,  3.56it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.54it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.57it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.47it/s]
 63%|██████▎   | 17/27 [00:04<00:03,  3.31it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.34it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.36it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.47it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.47it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.40it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.43it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.44it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.44it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.48it/s]
100%|██████████| 27/27 [00:07<00:00,  3.48it/s][2025-07-15 01:36:36] cat...PCK-Transfer@0.10: 77.59% | PCK-Transfer@0.05: 61.68% | PCK-Transfer@0.15: 84.70%
+
100%|██████████| 27/27 [00:07<00:00,  3.48it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.16it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.22it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.30it/s]
 31%|███       | 4/13 [00:01<00:02,  3.34it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.38it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.42it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.42it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.39it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.36it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.34it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.33it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.39it/s]
100%|██████████| 13/13 [00:03<00:00,  3.38it/s][2025-07-15 01:36:40] chair...PCK-Transfer@0.10: 46.75% | PCK-Transfer@0.05: 28.23% | PCK-Transfer@0.15: 56.71%
+
100%|██████████| 13/13 [00:03<00:00,  3.36it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.78it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.09it/s]
100%|██████████| 3/3 [00:00<00:00,  3.22it/s][2025-07-15 01:36:41] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.15it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.92it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.15it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.23it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.25it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.30it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.36it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.41it/s]
100%|██████████| 8/8 [00:02<00:00,  3.39it/s][2025-07-15 01:36:44] diningtable...PCK-Transfer@0.10: 50.52% | PCK-Transfer@0.05: 29.69% | PCK-Transfer@0.15: 65.10%
+
100%|██████████| 8/8 [00:02<00:00,  3.32it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.32it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.33it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.38it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.33it/s]
 21%|██        | 5/24 [00:01<00:05,  3.34it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.37it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.39it/s]
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 42%|████▏     | 10/24 [00:02<00:04,  3.34it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.36it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.37it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.39it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.42it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.41it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.42it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.43it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.47it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.47it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.46it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.45it/s]
100%|██████████| 24/24 [00:07<00:00,  3.45it/s][2025-07-15 01:36:51] dog...PCK-Transfer@0.10: 71.70% | PCK-Transfer@0.05: 50.58% | PCK-Transfer@0.15: 82.33%
+
100%|██████████| 24/24 [00:07<00:00,  3.40it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  2.93it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.13it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.22it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.31it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.36it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.44it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.44it/s]
100%|██████████| 9/9 [00:02<00:00,  3.43it/s][2025-07-15 01:36:53] horse...PCK-Transfer@0.10: 77.35% | PCK-Transfer@0.05: 51.30% | PCK-Transfer@0.15: 82.38%
+
100%|██████████| 9/9 [00:02<00:00,  3.34it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.43it/s]
 41%|████      | 11/27 [00:03<00:04,  3.38it/s]
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 63%|██████▎   | 17/27 [00:04<00:02,  3.42it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.43it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.44it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.47it/s]
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 81%|████████▏ | 22/27 [00:06<00:01,  3.44it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.46it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.46it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.40it/s][2025-07-15 01:37:01] motorbike...PCK-Transfer@0.10: 79.93% | PCK-Transfer@0.05: 56.74% | PCK-Transfer@0.15: 87.81%
+
100%|██████████| 27/27 [00:07<00:00,  3.41it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.22it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.27it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.29it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.37it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.41it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.45it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.45it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.49it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.45it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.46it/s]
100%|██████████| 12/12 [00:03<00:00,  3.43it/s][2025-07-15 01:37:05] person...PCK-Transfer@0.10: 58.02% | PCK-Transfer@0.05: 40.08% | PCK-Transfer@0.15: 69.07%
+
100%|██████████| 12/12 [00:03<00:00,  3.41it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.45it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.49it/s]
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 71%|███████▏  | 5/7 [00:01<00:00,  3.56it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.50it/s]
100%|██████████| 7/7 [00:02<00:00,  3.49it/s][2025-07-15 01:37:07] pottedplant...PCK-Transfer@0.10: 58.57% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 68.10%
+
100%|██████████| 7/7 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.43it/s][2025-07-15 01:37:07] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.42it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.42it/s]
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 31%|███       | 4/13 [00:01<00:02,  3.39it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.42it/s]
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 77%|███████▋  | 10/13 [00:02<00:00,  3.41it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.46it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.40it/s]
100%|██████████| 13/13 [00:03<00:00,  3.39it/s][2025-07-15 01:37:11] sofa...PCK-Transfer@0.10: 53.68% | PCK-Transfer@0.05: 35.00% | PCK-Transfer@0.15: 62.56%
+
100%|██████████| 13/13 [00:03<00:00,  3.41it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.55it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.57it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.53it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.58it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.55it/s]
 65%|██████▌   | 13/20 [00:03<00:01,  3.59it/s]
 70%|███████   | 14/20 [00:03<00:01,  3.59it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.53it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.57it/s]
 85%|████████▌ | 17/20 [00:04<00:00,  3.52it/s]
 90%|█████████ | 18/20 [00:05<00:00,  3.55it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.52it/s]
100%|██████████| 20/20 [00:05<00:00,  3.57it/s][2025-07-15 01:37:17] train...PCK-Transfer@0.10: 68.75% | PCK-Transfer@0.05: 47.25% | PCK-Transfer@0.15: 78.75%
+
100%|██████████| 20/20 [00:05<00:00,  3.54it/s]
+
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 60%|██████    | 9/15 [00:02<00:01,  3.45it/s]
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+[2025-07-15 01:37:21] Weighted Per image PCK0.10: 71.97%, image PCK0.05: 53.17%, image PCK0.01: 79.58%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.8_layer_11__t_0.8_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.8_layer_11__t_0.8_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..16682c14e4050f64d287fcd032afaecdd31226dc
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.8_layer_11__t_0.8_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 03:03:07] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.8_layer_11__t_0.8_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.8_layer_11', 't_0.8_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.8_layer_11', 't_0.8_layer_20']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.64it/s][2025-07-15 03:04:35] tvmonitor...PCK-Transfer@0.10: 37.22% | PCK-Transfer@0.05: 23.33% | PCK-Transfer@0.15: 50.56%
+
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+[2025-07-15 03:04:35] Weighted Per image PCK0.10: 69.79%, image PCK0.05: 49.72%, image PCK0.01: 78.93%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.8_layer_12__t_0.8_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.8_layer_12__t_0.8_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..aeea9d13c79bdb082ef664fa3427d7ee13b07869
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.8_layer_12__t_0.8_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-15 03:03:53] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.8_layer_12__t_0.8_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.8_layer_12', 't_0.8_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.8_layer_12', 't_0.8_layer_13']
+Number of parameters corr net: 120
+
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100%|██████████| 6/6 [00:01<00:00,  3.29it/s][2025-07-15 03:04:14] boat...PCK-Transfer@0.10: 75.00% | PCK-Transfer@0.05: 54.17% | PCK-Transfer@0.15: 87.50%
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100%|██████████| 8/8 [00:02<00:00,  3.30it/s][2025-07-15 03:04:17] bottle...PCK-Transfer@0.10: 68.75% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 81.25%
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+
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 47%|████▋     | 15/32 [00:04<00:05,  3.32it/s]
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 62%|██████▎   | 20/32 [00:05<00:03,  3.38it/s]
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 69%|██████▉   | 22/32 [00:06<00:02,  3.47it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.50it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.48it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.45it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.49it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.45it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.45it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.46it/s]
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100%|██████████| 32/32 [00:09<00:00,  3.41it/s][2025-07-15 03:04:26] bus...PCK-Transfer@0.10: 86.93% | PCK-Transfer@0.05: 76.51% | PCK-Transfer@0.15: 92.14%
+
100%|██████████| 32/32 [00:09<00:00,  3.41it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
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 42%|████▏     | 8/19 [00:02<00:03,  3.15it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.20it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.19it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.23it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.30it/s]
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 74%|███████▎  | 14/19 [00:04<00:01,  3.29it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.37it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.39it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.42it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.38it/s]
100%|██████████| 19/19 [00:05<00:00,  3.35it/s][2025-07-15 03:04:32] car...PCK-Transfer@0.10: 92.02% | PCK-Transfer@0.05: 82.78% | PCK-Transfer@0.15: 94.30%
+
100%|██████████| 19/19 [00:05<00:00,  3.26it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.39it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.39it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.37it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.37it/s]
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 59%|█████▉    | 16/27 [00:04<00:03,  3.51it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.44it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.39it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.38it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.44it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.46it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.48it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.46it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.47it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.44it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.50it/s]
100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-15 03:04:40] cat...PCK-Transfer@0.10: 78.33% | PCK-Transfer@0.05: 61.39% | PCK-Transfer@0.15: 86.26%
+
100%|██████████| 27/27 [00:07<00:00,  3.44it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.36it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.34it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.32it/s]
 31%|███       | 4/13 [00:01<00:02,  3.35it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.37it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.41it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.41it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.35it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.36it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.35it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.34it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.38it/s]
100%|██████████| 13/13 [00:03<00:00,  3.38it/s][2025-07-15 03:04:44] chair...PCK-Transfer@0.10: 49.68% | PCK-Transfer@0.05: 33.46% | PCK-Transfer@0.15: 59.04%
+
100%|██████████| 13/13 [00:03<00:00,  3.37it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.33it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.37it/s]
100%|██████████| 3/3 [00:00<00:00,  3.40it/s][2025-07-15 03:04:45] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 77.08% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.38it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.32it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.30it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.34it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.30it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.35it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.39it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.41it/s]
100%|██████████| 8/8 [00:02<00:00,  3.38it/s][2025-07-15 03:04:47] diningtable...PCK-Transfer@0.10: 47.40% | PCK-Transfer@0.05: 32.81% | PCK-Transfer@0.15: 63.54%
+
100%|██████████| 8/8 [00:02<00:00,  3.36it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.18it/s]
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 12%|█▎        | 3/24 [00:00<00:06,  3.34it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.33it/s]
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 29%|██▉       | 7/24 [00:02<00:05,  3.37it/s]
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 42%|████▏     | 10/24 [00:02<00:04,  3.35it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.36it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.36it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.40it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.38it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.42it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.38it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.38it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.38it/s]
100%|██████████| 24/24 [00:07<00:00,  3.38it/s][2025-07-15 03:04:54] dog...PCK-Transfer@0.10: 79.79% | PCK-Transfer@0.05: 62.76% | PCK-Transfer@0.15: 86.40%
+
100%|██████████| 24/24 [00:07<00:00,  3.37it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
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 22%|██▏       | 2/9 [00:00<00:02,  3.40it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.47it/s]
100%|██████████| 9/9 [00:02<00:00,  3.43it/s][2025-07-15 03:04:57] horse...PCK-Transfer@0.10: 80.77% | PCK-Transfer@0.05: 56.98% | PCK-Transfer@0.15: 87.51%
+
100%|██████████| 9/9 [00:02<00:00,  3.41it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.45it/s]
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 67%|██████▋   | 18/27 [00:05<00:02,  3.47it/s]
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 81%|████████▏ | 22/27 [00:06<00:01,  3.38it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.40it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.39it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.35it/s][2025-07-15 03:05:05] motorbike...PCK-Transfer@0.10: 83.26% | PCK-Transfer@0.05: 62.10% | PCK-Transfer@0.15: 90.81%
+
100%|██████████| 27/27 [00:07<00:00,  3.41it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.43it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.39it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.40it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.47it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.45it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.48it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.46it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.50it/s]
100%|██████████| 12/12 [00:03<00:00,  3.43it/s][2025-07-15 03:05:08] person...PCK-Transfer@0.10: 68.57% | PCK-Transfer@0.05: 42.61% | PCK-Transfer@0.15: 80.82%
+
100%|██████████| 12/12 [00:03<00:00,  3.42it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.54it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.59it/s]
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 86%|████████▌ | 6/7 [00:01<00:00,  3.50it/s]
100%|██████████| 7/7 [00:01<00:00,  3.49it/s][2025-07-15 03:05:10] pottedplant...PCK-Transfer@0.10: 50.48% | PCK-Transfer@0.05: 29.05% | PCK-Transfer@0.15: 69.52%
+
100%|██████████| 7/7 [00:01<00:00,  3.51it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.43it/s][2025-07-15 03:05:11] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.42it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.43it/s]
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 77%|███████▋  | 10/13 [00:02<00:00,  3.40it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.44it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.37it/s]
100%|██████████| 13/13 [00:03<00:00,  3.37it/s][2025-07-15 03:05:15] sofa...PCK-Transfer@0.10: 60.39% | PCK-Transfer@0.05: 40.50% | PCK-Transfer@0.15: 74.57%
+
100%|██████████| 13/13 [00:03<00:00,  3.40it/s]
+
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+[2025-07-15 03:05:25] Weighted Per image PCK0.10: 75.86%, image PCK0.05: 58.66%, image PCK0.01: 84.57%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.8_layer_13__t_0.8_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.8_layer_13__t_0.8_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..33170ce082d5af1d30faf7cf825b27b5cd438105
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_13__t_0.8_layer_13__t_0.8_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-15 03:08:32] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_13__t_0.8_layer_13__t_0.8_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_13', 't_0.8_layer_13', 't_0.8_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_13', 't_0.8_layer_13', 't_0.8_layer_20']
+Number of parameters corr net: 120
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100%|██████████| 32/32 [00:09<00:00,  3.39it/s][2025-07-15 03:09:04] bus...PCK-Transfer@0.10: 76.93% | PCK-Transfer@0.05: 63.12% | PCK-Transfer@0.15: 86.04%
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100%|██████████| 12/12 [00:03<00:00,  3.44it/s][2025-07-15 03:09:46] person...PCK-Transfer@0.10: 58.20% | PCK-Transfer@0.05: 36.79% | PCK-Transfer@0.15: 72.23%
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100%|██████████| 15/15 [00:04<00:00,  3.44it/s][2025-07-15 03:10:03] tvmonitor...PCK-Transfer@0.10: 35.00% | PCK-Transfer@0.05: 21.67% | PCK-Transfer@0.15: 45.56%
+
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+[2025-07-15 03:10:03] Weighted Per image PCK0.10: 67.29%, image PCK0.05: 49.28%, image PCK0.01: 76.83%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.3_layer_18__t_0.5_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.3_layer_18__t_0.5_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..2ebd162776e5c038b87c3457ed17fb3327e102eb
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.3_layer_18__t_0.5_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 03:16:25] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_15__t_0.3_layer_18__t_0.5_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_15', 't_0.3_layer_18', 't_0.5_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_15', 't_0.3_layer_18', 't_0.5_layer_13']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  2.93it/s][2025-07-15 03:16:32] aeroplane...PCK-Transfer@0.10: 57.63% | PCK-Transfer@0.05: 35.93% | PCK-Transfer@0.15: 67.33%
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 83%|████████▎ | 5/6 [00:01<00:00,  2.90it/s]
100%|██████████| 6/6 [00:02<00:00,  2.95it/s][2025-07-15 03:16:48] boat...PCK-Transfer@0.10: 26.39% | PCK-Transfer@0.05: 13.89% | PCK-Transfer@0.15: 41.67%
+
100%|██████████| 6/6 [00:02<00:00,  2.88it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.16it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.30it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.05it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.12it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.15it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.17it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.23it/s]
100%|██████████| 8/8 [00:02<00:00,  3.19it/s][2025-07-15 03:16:50] bottle...PCK-Transfer@0.10: 32.81% | PCK-Transfer@0.05: 21.88% | PCK-Transfer@0.15: 37.50%
+
100%|██████████| 8/8 [00:02<00:00,  3.17it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.20it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.13it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.04it/s]
 12%|█▎        | 4/32 [00:01<00:09,  3.09it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.08it/s]
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 22%|██▏       | 7/32 [00:02<00:08,  3.12it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.12it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.14it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.21it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.24it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.13it/s]
 41%|████      | 13/32 [00:04<00:06,  3.14it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.15it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.16it/s]
 50%|█████     | 16/32 [00:05<00:05,  3.07it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.12it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.17it/s]
 59%|█████▉    | 19/32 [00:06<00:04,  3.20it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.18it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.12it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.18it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.17it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.12it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.07it/s]
 81%|████████▏ | 26/32 [00:08<00:01,  3.13it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.14it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.18it/s]
 91%|█████████ | 29/32 [00:09<00:00,  3.23it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.24it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.22it/s]
100%|██████████| 32/32 [00:10<00:00,  3.21it/s][2025-07-15 03:17:01] bus...PCK-Transfer@0.10: 45.68% | PCK-Transfer@0.05: 31.09% | PCK-Transfer@0.15: 57.92%
+
100%|██████████| 32/32 [00:10<00:00,  3.15it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.19it/s]
 11%|█         | 2/19 [00:00<00:05,  3.28it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.30it/s]
 21%|██        | 4/19 [00:01<00:04,  3.24it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.20it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.24it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.02it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.03it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.11it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.13it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.14it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.20it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.07it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.11it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.14it/s]
 84%|████████▍ | 16/19 [00:05<00:00,  3.20it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.20it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.20it/s]
100%|██████████| 19/19 [00:06<00:00,  2.96it/s][2025-07-15 03:17:07] car...PCK-Transfer@0.10: 62.31% | PCK-Transfer@0.05: 47.41% | PCK-Transfer@0.15: 66.43%
+
100%|██████████| 19/19 [00:06<00:00,  3.12it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.06it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.19it/s]
 11%|█         | 3/27 [00:00<00:07,  3.10it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.12it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.19it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.22it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.22it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.21it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.10it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.07it/s]
 41%|████      | 11/27 [00:03<00:05,  3.12it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.15it/s]
 48%|████▊     | 13/27 [00:04<00:04,  3.19it/s]
 52%|█████▏    | 14/27 [00:04<00:04,  3.16it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.19it/s]
 59%|█████▉    | 16/27 [00:05<00:03,  3.24it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.25it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.24it/s]
 70%|███████   | 19/27 [00:06<00:02,  3.14it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.16it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.21it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.24it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.26it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.29it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.27it/s]
 96%|█████████▋| 26/27 [00:08<00:00,  3.23it/s]
100%|██████████| 27/27 [00:08<00:00,  3.19it/s][2025-07-15 03:17:15] cat...PCK-Transfer@0.10: 63.81% | PCK-Transfer@0.05: 46.17% | PCK-Transfer@0.15: 72.13%
+
100%|██████████| 27/27 [00:08<00:00,  3.19it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.63it/s]
 15%|█▌        | 2/13 [00:00<00:03,  2.92it/s]
 23%|██▎       | 3/13 [00:01<00:03,  2.73it/s]
 31%|███       | 4/13 [00:01<00:03,  2.93it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.09it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.17it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.21it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.21it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.19it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.20it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.21it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.23it/s]
100%|██████████| 13/13 [00:04<00:00,  3.24it/s][2025-07-15 03:17:19] chair...PCK-Transfer@0.10: 26.35% | PCK-Transfer@0.05: 15.90% | PCK-Transfer@0.15: 33.38%
+
100%|██████████| 13/13 [00:04<00:00,  3.13it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.69it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  2.93it/s]
100%|██████████| 3/3 [00:01<00:00,  3.05it/s][2025-07-15 03:17:20] cow...PCK-Transfer@0.10: 70.83% | PCK-Transfer@0.05: 31.25% | PCK-Transfer@0.15: 89.58%
+
100%|██████████| 3/3 [00:01<00:00,  2.98it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.77it/s]
 25%|██▌       | 2/8 [00:00<00:02,  2.92it/s]
 38%|███▊      | 3/8 [00:01<00:01,  2.92it/s]
 50%|█████     | 4/8 [00:01<00:01,  2.99it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.04it/s]
 75%|███████▌  | 6/8 [00:02<00:00,  3.03it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.15it/s]
100%|██████████| 8/8 [00:02<00:00,  3.19it/s][2025-07-15 03:17:23] diningtable...PCK-Transfer@0.10: 30.73% | PCK-Transfer@0.05: 10.94% | PCK-Transfer@0.15: 41.15%
+
100%|██████████| 8/8 [00:02<00:00,  3.07it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:08,  2.86it/s]
  8%|▊         | 2/24 [00:00<00:07,  3.12it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.23it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.21it/s]
 21%|██        | 5/24 [00:01<00:05,  3.24it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.26it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.21it/s]
 33%|███▎      | 8/24 [00:02<00:05,  3.10it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.10it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.03it/s]
 46%|████▌     | 11/24 [00:03<00:04,  3.09it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.13it/s]
 54%|█████▍    | 13/24 [00:04<00:03,  3.10it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.12it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.17it/s]
 67%|██████▋   | 16/24 [00:05<00:02,  3.13it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.09it/s]
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 79%|███████▉  | 19/24 [00:06<00:01,  3.07it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.12it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.17it/s]
 92%|█████████▏| 22/24 [00:07<00:00,  3.16it/s]
 96%|█████████▌| 23/24 [00:07<00:00,  3.17it/s]
100%|██████████| 24/24 [00:07<00:00,  3.19it/s][2025-07-15 03:17:31] dog...PCK-Transfer@0.10: 52.90% | PCK-Transfer@0.05: 37.93% | PCK-Transfer@0.15: 68.82%
+
100%|██████████| 24/24 [00:07<00:00,  3.14it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  2.75it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.01it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.07it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.12it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.18it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.20it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.29it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.30it/s]
100%|██████████| 9/9 [00:02<00:00,  3.28it/s][2025-07-15 03:17:34] horse...PCK-Transfer@0.10: 51.32% | PCK-Transfer@0.05: 30.29% | PCK-Transfer@0.15: 56.22%
+
100%|██████████| 9/9 [00:02<00:00,  3.20it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:10,  2.40it/s]
  7%|▋         | 2/27 [00:00<00:08,  2.80it/s]
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 15%|█▍        | 4/27 [00:01<00:07,  3.09it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.18it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.11it/s]
 30%|██▉       | 8/27 [00:02<00:06,  3.14it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.22it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.11it/s]
 41%|████      | 11/27 [00:03<00:05,  3.19it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.13it/s]
 48%|████▊     | 13/27 [00:04<00:04,  3.18it/s]
 52%|█████▏    | 14/27 [00:04<00:04,  3.22it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.27it/s]
 59%|█████▉    | 16/27 [00:05<00:03,  3.26it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.30it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.29it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.30it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.28it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.27it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.28it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.31it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.32it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.29it/s]
 96%|█████████▋| 26/27 [00:08<00:00,  3.29it/s]
100%|██████████| 27/27 [00:08<00:00,  3.30it/s][2025-07-15 03:17:42] motorbike...PCK-Transfer@0.10: 54.92% | PCK-Transfer@0.05: 34.41% | PCK-Transfer@0.15: 64.52%
+
100%|██████████| 27/27 [00:08<00:00,  3.21it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:04,  2.40it/s]
 17%|█▋        | 2/12 [00:00<00:03,  2.83it/s]
 25%|██▌       | 3/12 [00:01<00:02,  3.00it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.10it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.21it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.21it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.23it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.26it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.32it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.32it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.34it/s]
100%|██████████| 12/12 [00:03<00:00,  3.31it/s][2025-07-15 03:17:46] person...PCK-Transfer@0.10: 39.28% | PCK-Transfer@0.05: 23.60% | PCK-Transfer@0.15: 51.37%
+
100%|██████████| 12/12 [00:03<00:00,  3.21it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:02,  2.70it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.12it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.22it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.30it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.37it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.15it/s]
100%|██████████| 7/7 [00:02<00:00,  3.20it/s][2025-07-15 03:17:48] pottedplant...PCK-Transfer@0.10: 37.14% | PCK-Transfer@0.05: 14.76% | PCK-Transfer@0.15: 53.81%
+
100%|██████████| 7/7 [00:02<00:00,  3.19it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.10it/s][2025-07-15 03:17:48] sheep...PCK-Transfer@0.10: 20.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 20.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.10it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.93it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.05it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.12it/s]
 31%|███       | 4/13 [00:01<00:02,  3.13it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.14it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.10it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.17it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.19it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.23it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.20it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.22it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.21it/s]
100%|██████████| 13/13 [00:04<00:00,  3.10it/s][2025-07-15 03:17:52] sofa...PCK-Transfer@0.10: 28.08% | PCK-Transfer@0.05: 14.78% | PCK-Transfer@0.15: 41.04%
+
100%|██████████| 13/13 [00:04<00:00,  3.14it/s]
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+[2025-07-15 03:18:03] Weighted Per image PCK0.10: 48.06%, image PCK0.05: 31.79%, image PCK0.01: 58.31%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.3_layer_18__t_0.6_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.3_layer_18__t_0.6_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..674c3e72979f4994766cf89fff808cbf8929e5e0
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.3_layer_18__t_0.6_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 03:26:00] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_15__t_0.3_layer_18__t_0.6_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_15', 't_0.3_layer_18', 't_0.6_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_15', 't_0.3_layer_18', 't_0.6_layer_20']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.68it/s][2025-07-15 03:27:27] tvmonitor...PCK-Transfer@0.10: 18.33% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 28.33%
+
100%|██████████| 15/15 [00:04<00:00,  3.68it/s]
+[2025-07-15 03:27:27] Weighted Per image PCK0.10: 47.94%, image PCK0.05: 31.45%, image PCK0.01: 58.42%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.3_layer_20__t_0.6_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.3_layer_20__t_0.6_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..43cc842b1ae237cd6161adfd8cd7dcffa78e7ba0
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.3_layer_20__t_0.6_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-15 03:51:44] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_15__t_0.3_layer_20__t_0.6_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_15', 't_0.3_layer_20', 't_0.6_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_15', 't_0.3_layer_20', 't_0.6_layer_13']
+Number of parameters corr net: 120
+
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 30%|███       | 3/10 [00:00<00:02,  3.27it/s]
 40%|████      | 4/10 [00:01<00:01,  3.15it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.15it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.08it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.16it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.17it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.21it/s]
100%|██████████| 10/10 [00:03<00:00,  3.12it/s][2025-07-15 03:52:04] bird...PCK-Transfer@0.10: 77.78% | PCK-Transfer@0.05: 50.44% | PCK-Transfer@0.15: 86.11%
+
100%|██████████| 10/10 [00:03<00:00,  3.16it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.41it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.37it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.35it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.30it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.10it/s]
100%|██████████| 6/6 [00:01<00:00,  3.13it/s][2025-07-15 03:52:06] boat...PCK-Transfer@0.10: 59.72% | PCK-Transfer@0.05: 36.11% | PCK-Transfer@0.15: 69.44%
+
100%|██████████| 6/6 [00:01<00:00,  3.20it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.05it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.04it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.11it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.18it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.23it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.22it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.37it/s]
100%|██████████| 8/8 [00:02<00:00,  3.32it/s][2025-07-15 03:52:08] bottle...PCK-Transfer@0.10: 39.06% | PCK-Transfer@0.05: 26.56% | PCK-Transfer@0.15: 50.00%
+
100%|██████████| 8/8 [00:02<00:00,  3.24it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  2.82it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.08it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.17it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.24it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.31it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.27it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.32it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.30it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.32it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.40it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.43it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.44it/s]
 41%|████      | 13/32 [00:03<00:05,  3.42it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.40it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.42it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.44it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.50it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.49it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.50it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.47it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.45it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.52it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.52it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.48it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.43it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.48it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.44it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.47it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.49it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.50it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.48it/s]
100%|██████████| 32/32 [00:09<00:00,  3.46it/s][2025-07-15 03:52:17] bus...PCK-Transfer@0.10: 66.51% | PCK-Transfer@0.05: 48.80% | PCK-Transfer@0.15: 73.02%
+
100%|██████████| 32/32 [00:09<00:00,  3.41it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.11it/s]
 11%|█         | 2/19 [00:00<00:05,  2.93it/s]
 16%|█▌        | 3/19 [00:00<00:05,  3.05it/s]
 21%|██        | 4/19 [00:01<00:04,  3.05it/s]
 26%|██▋       | 5/19 [00:01<00:05,  2.64it/s]
 32%|███▏      | 6/19 [00:02<00:04,  2.82it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.05it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.18it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.31it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.34it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.36it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.26it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.26it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.28it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.37it/s]
 84%|████████▍ | 16/19 [00:05<00:00,  3.41it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.44it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.34it/s]
100%|██████████| 19/19 [00:05<00:00,  3.29it/s][2025-07-15 03:52:23] car...PCK-Transfer@0.10: 82.15% | PCK-Transfer@0.05: 65.88% | PCK-Transfer@0.15: 84.85%
+
100%|██████████| 19/19 [00:05<00:00,  3.20it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:09,  2.80it/s]
  7%|▋         | 2/27 [00:00<00:08,  3.09it/s]
 11%|█         | 3/27 [00:00<00:07,  3.08it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.13it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.26it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.35it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.39it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.41it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.45it/s]
 37%|███▋      | 10/27 [00:03<00:04,  3.46it/s]
 41%|████      | 11/27 [00:03<00:04,  3.45it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.42it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.47it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.46it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.48it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.53it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.46it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.42it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.37it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.43it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.45it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.48it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.48it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.48it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.47it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.48it/s]
100%|██████████| 27/27 [00:07<00:00,  3.46it/s][2025-07-15 03:52:31] cat...PCK-Transfer@0.10: 75.03% | PCK-Transfer@0.05: 59.93% | PCK-Transfer@0.15: 81.34%
+
100%|██████████| 27/27 [00:07<00:00,  3.41it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.47it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.37it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.22it/s]
 31%|███       | 4/13 [00:01<00:02,  3.26it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.33it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.37it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.37it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.36it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.35it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.35it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.34it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.40it/s]
100%|██████████| 13/13 [00:03<00:00,  3.39it/s][2025-07-15 03:52:35] chair...PCK-Transfer@0.10: 39.29% | PCK-Transfer@0.05: 25.83% | PCK-Transfer@0.15: 46.67%
+
100%|██████████| 13/13 [00:03<00:00,  3.36it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.34it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.34it/s]
100%|██████████| 3/3 [00:00<00:00,  3.34it/s][2025-07-15 03:52:36] cow...PCK-Transfer@0.10: 85.42% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 3/3 [00:00<00:00,  3.34it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.34it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.31it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.35it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.33it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.39it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.40it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.43it/s]
100%|██████████| 8/8 [00:02<00:00,  3.41it/s][2025-07-15 03:52:39] diningtable...PCK-Transfer@0.10: 36.98% | PCK-Transfer@0.05: 17.71% | PCK-Transfer@0.15: 47.40%
+
100%|██████████| 8/8 [00:02<00:00,  3.38it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.42it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.37it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.43it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.39it/s]
 21%|██        | 5/24 [00:01<00:05,  3.40it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.42it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.42it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.41it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.30it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.28it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.31it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.07it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.11it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.16it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.23it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.26it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.30it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.33it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.34it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.41it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.40it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.39it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.39it/s]
100%|██████████| 24/24 [00:07<00:00,  3.39it/s][2025-07-15 03:52:46] dog...PCK-Transfer@0.10: 68.30% | PCK-Transfer@0.05: 48.80% | PCK-Transfer@0.15: 76.50%
+
100%|██████████| 24/24 [00:07<00:00,  3.33it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.43it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.45it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.39it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.36it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.39it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.44it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.52it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.50it/s]
100%|██████████| 9/9 [00:02<00:00,  3.45it/s][2025-07-15 03:52:48] horse...PCK-Transfer@0.10: 68.60% | PCK-Transfer@0.05: 48.25% | PCK-Transfer@0.15: 77.59%
+
100%|██████████| 9/9 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.00it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.28it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.49it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.44it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.46it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.46it/s]
 41%|████      | 11/27 [00:03<00:04,  3.51it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.47it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.47it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.43it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.44it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.44it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.45it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.46it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.44it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.46it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.45it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.42it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.44it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.45it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.42it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.44it/s]
100%|██████████| 27/27 [00:07<00:00,  3.43it/s][2025-07-15 03:52:56] motorbike...PCK-Transfer@0.10: 76.10% | PCK-Transfer@0.05: 55.77% | PCK-Transfer@0.15: 84.63%
+
100%|██████████| 27/27 [00:07<00:00,  3.43it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.48it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.39it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.34it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.33it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.42it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.44it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.48it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.46it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.47it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.46it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.48it/s]
100%|██████████| 12/12 [00:03<00:00,  3.43it/s][2025-07-15 03:53:00] person...PCK-Transfer@0.10: 54.26% | PCK-Transfer@0.05: 35.83% | PCK-Transfer@0.15: 62.54%
+
100%|██████████| 12/12 [00:03<00:00,  3.43it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.59it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.59it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.52it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.55it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.61it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.53it/s]
100%|██████████| 7/7 [00:01<00:00,  3.51it/s][2025-07-15 03:53:02] pottedplant...PCK-Transfer@0.10: 56.19% | PCK-Transfer@0.05: 29.52% | PCK-Transfer@0.15: 63.33%
+
100%|██████████| 7/7 [00:01<00:00,  3.54it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.11it/s][2025-07-15 03:53:02] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.10it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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+[2025-07-15 03:53:16] Weighted Per image PCK0.10: 64.22%, image PCK0.05: 46.71%, image PCK0.01: 72.00%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.3_layer_20__t_0.7_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.3_layer_20__t_0.7_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..41d20f7809f168314485e28754d19a925b27d47d
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.3_layer_20__t_0.7_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-15 04:01:13] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_15__t_0.3_layer_20__t_0.7_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_15', 't_0.3_layer_20', 't_0.7_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_15', 't_0.3_layer_20', 't_0.7_layer_20']
+Number of parameters corr net: 120
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100%|██████████| 13/13 [00:03<00:00,  3.56it/s][2025-07-15 04:02:33] sofa...PCK-Transfer@0.10: 34.07% | PCK-Transfer@0.05: 17.86% | PCK-Transfer@0.15: 44.16%
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+
100%|██████████| 15/15 [00:04<00:00,  3.54it/s]
+[2025-07-15 04:02:43] Weighted Per image PCK0.10: 52.31%, image PCK0.05: 35.86%, image PCK0.01: 61.06%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.3_layer_20__t_0.8_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.3_layer_20__t_0.8_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..fe2d62935b7133f81621f40641d1a7dbce5b2501
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.3_layer_20__t_0.8_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-15 04:06:20] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_15__t_0.3_layer_20__t_0.8_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_15', 't_0.3_layer_20', 't_0.8_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_15', 't_0.3_layer_20', 't_0.8_layer_15']
+Number of parameters corr net: 120
+
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 70%|███████   | 21/30 [00:06<00:02,  3.20it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.23it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.21it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.26it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.24it/s]
 87%|████████▋ | 26/30 [00:08<00:01,  3.24it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.23it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.21it/s]
 97%|█████████▋| 29/30 [00:09<00:00,  3.19it/s]
100%|██████████| 30/30 [00:09<00:00,  3.22it/s][2025-07-15 04:06:37] bicycle...PCK-Transfer@0.10: 74.94% | PCK-Transfer@0.05: 61.58% | PCK-Transfer@0.15: 82.24%
+
100%|██████████| 30/30 [00:09<00:00,  3.18it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.36it/s]
 20%|██        | 2/10 [00:00<00:02,  3.29it/s]
 30%|███       | 3/10 [00:00<00:02,  3.24it/s]
 40%|████      | 4/10 [00:01<00:01,  3.24it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.26it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.25it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.27it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.29it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.26it/s]
100%|██████████| 10/10 [00:03<00:00,  3.24it/s][2025-07-15 04:06:40] bird...PCK-Transfer@0.10: 72.08% | PCK-Transfer@0.05: 50.22% | PCK-Transfer@0.15: 87.22%
+
100%|██████████| 10/10 [00:03<00:00,  3.26it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.43it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.39it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.28it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.24it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.25it/s]
100%|██████████| 6/6 [00:01<00:00,  3.29it/s][2025-07-15 04:06:42] boat...PCK-Transfer@0.10: 51.39% | PCK-Transfer@0.05: 31.94% | PCK-Transfer@0.15: 72.22%
+
100%|██████████| 6/6 [00:01<00:00,  3.29it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.04it/s]
 25%|██▌       | 2/8 [00:00<00:02,  2.82it/s]
 38%|███▊      | 3/8 [00:01<00:01,  2.85it/s]
 50%|█████     | 4/8 [00:01<00:01,  2.96it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.06it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.08it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.21it/s]
100%|██████████| 8/8 [00:02<00:00,  3.24it/s][2025-07-15 04:06:44] bottle...PCK-Transfer@0.10: 40.62% | PCK-Transfer@0.05: 28.12% | PCK-Transfer@0.15: 45.31%
+
100%|██████████| 8/8 [00:02<00:00,  3.10it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.48it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.40it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.37it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.31it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.31it/s]
 19%|█▉        | 6/32 [00:01<00:08,  3.23it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.25it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.17it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.18it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.23it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.22it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.25it/s]
 41%|████      | 13/32 [00:04<00:05,  3.21it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.23it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.30it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.33it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.36it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.35it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.33it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.30it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.29it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.34it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.32it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.30it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.23it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.26it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.28it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.30it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.31it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.35it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.32it/s]
100%|██████████| 32/32 [00:09<00:00,  3.31it/s][2025-07-15 04:06:54] bus...PCK-Transfer@0.10: 63.39% | PCK-Transfer@0.05: 50.10% | PCK-Transfer@0.15: 73.28%
+
100%|██████████| 32/32 [00:09<00:00,  3.29it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.24it/s]
 11%|█         | 2/19 [00:00<00:05,  3.25it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.31it/s]
 21%|██        | 4/19 [00:01<00:04,  3.34it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.33it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.42it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.41it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.39it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.38it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.32it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.32it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.32it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.30it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.31it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.37it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.39it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.40it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.36it/s]
100%|██████████| 19/19 [00:05<00:00,  3.33it/s][2025-07-15 04:07:00] car...PCK-Transfer@0.10: 79.91% | PCK-Transfer@0.05: 64.92% | PCK-Transfer@0.15: 83.36%
+
100%|██████████| 19/19 [00:05<00:00,  3.34it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.27it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.29it/s]
 11%|█         | 3/27 [00:00<00:07,  3.32it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.30it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.31it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.34it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.33it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.33it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.34it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.31it/s]
 41%|████      | 11/27 [00:03<00:04,  3.31it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.29it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.35it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.36it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.37it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.41it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.35it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.32it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.30it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.36it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.36it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.39it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.34it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.32it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.30it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.32it/s]
100%|██████████| 27/27 [00:08<00:00,  3.29it/s][2025-07-15 04:07:08] cat...PCK-Transfer@0.10: 72.81% | PCK-Transfer@0.05: 54.51% | PCK-Transfer@0.15: 77.01%
+
100%|██████████| 27/27 [00:08<00:00,  3.33it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.34it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.27it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.27it/s]
 31%|███       | 4/13 [00:01<00:02,  3.29it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.31it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.29it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.30it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.28it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.23it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.16it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.11it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.12it/s]
100%|██████████| 13/13 [00:04<00:00,  3.08it/s][2025-07-15 04:07:12] chair...PCK-Transfer@0.10: 32.24% | PCK-Transfer@0.05: 18.82% | PCK-Transfer@0.15: 38.35%
+
100%|██████████| 13/13 [00:04<00:00,  3.19it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.04it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.09it/s]
100%|██████████| 3/3 [00:00<00:00,  3.07it/s][2025-07-15 04:07:13] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.07it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.02it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.02it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.07it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.05it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.02it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.05it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.08it/s]
100%|██████████| 8/8 [00:02<00:00,  3.06it/s][2025-07-15 04:07:15] diningtable...PCK-Transfer@0.10: 34.38% | PCK-Transfer@0.05: 19.79% | PCK-Transfer@0.15: 37.50%
+
100%|██████████| 8/8 [00:02<00:00,  3.05it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.00it/s]
  8%|▊         | 2/24 [00:00<00:07,  3.03it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.06it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.00it/s]
 21%|██        | 5/24 [00:01<00:06,  3.01it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.01it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.00it/s]
 33%|███▎      | 8/24 [00:02<00:05,  3.01it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.03it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.01it/s]
 46%|████▌     | 11/24 [00:03<00:04,  2.98it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.01it/s]
 54%|█████▍    | 13/24 [00:04<00:03,  3.09it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.18it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.27it/s]
 67%|██████▋   | 16/24 [00:05<00:02,  3.29it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.30it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.32it/s]
 79%|███████▉  | 19/24 [00:06<00:01,  3.34it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.39it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.33it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.34it/s]
 96%|█████████▌| 23/24 [00:07<00:00,  3.36it/s]
100%|██████████| 24/24 [00:07<00:00,  3.38it/s][2025-07-15 04:07:23] dog...PCK-Transfer@0.10: 66.52% | PCK-Transfer@0.05: 48.73% | PCK-Transfer@0.15: 76.40%
+
100%|██████████| 24/24 [00:07<00:00,  3.18it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.42it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.40it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.39it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.31it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.38it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.43it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.51it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.51it/s]
100%|██████████| 9/9 [00:02<00:00,  3.48it/s][2025-07-15 04:07:26] horse...PCK-Transfer@0.10: 68.73% | PCK-Transfer@0.05: 45.74% | PCK-Transfer@0.15: 77.06%
+
100%|██████████| 9/9 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.32it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.40it/s]
 11%|█         | 3/27 [00:00<00:07,  3.39it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.39it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.37it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.48it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.44it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.29it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.36it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.37it/s]
 41%|████      | 11/27 [00:03<00:04,  3.38it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.40it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.41it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.41it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.42it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.43it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.46it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.46it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.45it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.47it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.44it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.41it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.39it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.37it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.36it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.38it/s]
100%|██████████| 27/27 [00:07<00:00,  3.39it/s][2025-07-15 04:07:34] motorbike...PCK-Transfer@0.10: 74.25% | PCK-Transfer@0.05: 55.12% | PCK-Transfer@0.15: 83.56%
+
100%|██████████| 27/27 [00:07<00:00,  3.40it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.46it/s]
 17%|█▋        | 2/12 [00:00<00:03,  2.92it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.07it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.12it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.25it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.29it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.33it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.31it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.33it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.35it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.38it/s]
100%|██████████| 12/12 [00:03<00:00,  3.33it/s][2025-07-15 04:07:37] person...PCK-Transfer@0.10: 52.49% | PCK-Transfer@0.05: 33.88% | PCK-Transfer@0.15: 60.87%
+
100%|██████████| 12/12 [00:03<00:00,  3.28it/s]
+
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100%|██████████| 7/7 [00:02<00:00,  3.39it/s][2025-07-15 04:07:39] pottedplant...PCK-Transfer@0.10: 53.33% | PCK-Transfer@0.05: 26.19% | PCK-Transfer@0.15: 68.10%
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100%|██████████| 20/20 [00:05<00:00,  3.29it/s][2025-07-15 04:07:50] train...PCK-Transfer@0.10: 68.75% | PCK-Transfer@0.05: 41.25% | PCK-Transfer@0.15: 78.75%
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100%|██████████| 15/15 [00:04<00:00,  3.32it/s][2025-07-15 04:07:54] tvmonitor...PCK-Transfer@0.10: 32.78% | PCK-Transfer@0.05: 23.33% | PCK-Transfer@0.15: 41.11%
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+[2025-07-15 04:07:54] Weighted Per image PCK0.10: 63.37%, image PCK0.05: 45.64%, image PCK0.01: 71.69%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.5_layer_12__t_0.8_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.5_layer_12__t_0.8_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..452d89e71f639aebfe892cbb3729ce4b0d8e318a
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.5_layer_12__t_0.8_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 06:14:01] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_15__t_0.5_layer_12__t_0.8_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_15', 't_0.5_layer_12', 't_0.8_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_15', 't_0.5_layer_12', 't_0.8_layer_11']
+Number of parameters corr net: 120
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+[2025-07-15 06:15:27] Weighted Per image PCK0.10: 69.46%, image PCK0.05: 52.39%, image PCK0.01: 78.84%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.5_layer_12__t_0.8_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.5_layer_12__t_0.8_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..ec7407c1f685485011a8bf99745b8658795b410f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.5_layer_12__t_0.8_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-15 06:12:11] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_15__t_0.5_layer_12__t_0.8_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_15', 't_0.5_layer_12', 't_0.8_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_15', 't_0.5_layer_12', 't_0.8_layer_5']
+Number of parameters corr net: 120
+
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 20%|██        | 6/30 [00:02<00:08,  2.70it/s]
 23%|██▎       | 7/30 [00:02<00:08,  2.87it/s]
 27%|██▋       | 8/30 [00:03<00:07,  3.01it/s]
 30%|███       | 9/30 [00:03<00:06,  3.10it/s]
 33%|███▎      | 10/30 [00:03<00:06,  3.18it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.19it/s]
 40%|████      | 12/30 [00:04<00:05,  3.25it/s]
 43%|████▎     | 13/30 [00:04<00:05,  3.21it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.30it/s]
 50%|█████     | 15/30 [00:05<00:04,  3.33it/s]
 53%|█████▎    | 16/30 [00:05<00:04,  3.31it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.32it/s]
 60%|██████    | 18/30 [00:06<00:03,  3.35it/s]
 63%|██████▎   | 19/30 [00:06<00:03,  3.37it/s]
 67%|██████▋   | 20/30 [00:06<00:02,  3.37it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.39it/s]
 73%|███████▎  | 22/30 [00:07<00:02,  3.41it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.38it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.41it/s]
 83%|████████▎ | 25/30 [00:08<00:01,  3.37it/s]
 87%|████████▋ | 26/30 [00:08<00:01,  3.37it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.42it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.44it/s]
 97%|█████████▋| 29/30 [00:09<00:00,  3.44it/s]
100%|██████████| 30/30 [00:09<00:00,  3.50it/s][2025-07-15 06:12:27] bicycle...PCK-Transfer@0.10: 83.06% | PCK-Transfer@0.05: 70.33% | PCK-Transfer@0.15: 89.73%
+
100%|██████████| 30/30 [00:09<00:00,  3.16it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.24it/s]
 20%|██        | 2/10 [00:00<00:02,  3.06it/s]
 30%|███       | 3/10 [00:00<00:02,  3.16it/s]
 40%|████      | 4/10 [00:01<00:01,  3.33it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.45it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.37it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.35it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.34it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.34it/s]
100%|██████████| 10/10 [00:03<00:00,  3.31it/s][2025-07-15 06:12:30] bird...PCK-Transfer@0.10: 78.00% | PCK-Transfer@0.05: 56.42% | PCK-Transfer@0.15: 90.42%
+
100%|██████████| 10/10 [00:03<00:00,  3.31it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.54it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.50it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.43it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.33it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.32it/s]
100%|██████████| 6/6 [00:01<00:00,  3.37it/s][2025-07-15 06:12:32] boat...PCK-Transfer@0.10: 62.50% | PCK-Transfer@0.05: 41.67% | PCK-Transfer@0.15: 83.33%
+
100%|██████████| 6/6 [00:01<00:00,  3.38it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.26it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.43it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.39it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.37it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.38it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.40it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.51it/s]
100%|██████████| 8/8 [00:02<00:00,  3.47it/s][2025-07-15 06:12:34] bottle...PCK-Transfer@0.10: 65.62% | PCK-Transfer@0.05: 45.31% | PCK-Transfer@0.15: 76.56%
+
100%|██████████| 8/8 [00:02<00:00,  3.43it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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  9%|▉         | 3/32 [00:00<00:08,  3.38it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.35it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.38it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.36it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.32it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.30it/s]
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 34%|███▍      | 11/32 [00:03<00:06,  3.41it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.42it/s]
 41%|████      | 13/32 [00:03<00:05,  3.39it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.38it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.39it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.38it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.43it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.42it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.40it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.38it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.38it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.44it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.43it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.40it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.35it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.40it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.37it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.41it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.43it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.43it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.37it/s]
100%|██████████| 32/32 [00:09<00:00,  3.34it/s][2025-07-15 06:12:44] bus...PCK-Transfer@0.10: 74.58% | PCK-Transfer@0.05: 58.96% | PCK-Transfer@0.15: 80.05%
+
100%|██████████| 32/32 [00:09<00:00,  3.39it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.26it/s]
 11%|█         | 2/19 [00:00<00:05,  3.29it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.33it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.37it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.37it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.34it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.36it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.31it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.30it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.35it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.32it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.30it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.33it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.37it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.39it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.33it/s]
100%|██████████| 19/19 [00:05<00:00,  3.27it/s][2025-07-15 06:12:50] car...PCK-Transfer@0.10: 90.47% | PCK-Transfer@0.05: 80.49% | PCK-Transfer@0.15: 92.82%
+
100%|██████████| 19/19 [00:05<00:00,  3.32it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.36it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.38it/s]
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 63%|██████▎   | 17/27 [00:05<00:02,  3.37it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.40it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.34it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.39it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.40it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.44it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.41it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.40it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.39it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.39it/s]
100%|██████████| 27/27 [00:08<00:00,  3.33it/s][2025-07-15 06:12:58] cat...PCK-Transfer@0.10: 85.00% | PCK-Transfer@0.05: 64.54% | PCK-Transfer@0.15: 88.28%
+
100%|██████████| 27/27 [00:08<00:00,  3.37it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.27it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.22it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.22it/s]
 31%|███       | 4/13 [00:01<00:02,  3.26it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.32it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.33it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.34it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.33it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.33it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.28it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.29it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.29it/s]
100%|██████████| 13/13 [00:03<00:00,  3.29it/s][2025-07-15 06:13:01] chair...PCK-Transfer@0.10: 52.09% | PCK-Transfer@0.05: 29.87% | PCK-Transfer@0.15: 60.24%
+
100%|██████████| 13/13 [00:03<00:00,  3.29it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.06it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.16it/s]
100%|██████████| 3/3 [00:00<00:00,  3.22it/s][2025-07-15 06:13:02] cow...PCK-Transfer@0.10: 79.17% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.19it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.27it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.26it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.28it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.29it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.10it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  2.92it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.09it/s]
100%|██████████| 8/8 [00:02<00:00,  3.16it/s][2025-07-15 06:13:05] diningtable...PCK-Transfer@0.10: 49.48% | PCK-Transfer@0.05: 30.73% | PCK-Transfer@0.15: 66.15%
+
100%|██████████| 8/8 [00:02<00:00,  3.15it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.37it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.36it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.40it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.37it/s]
 21%|██        | 5/24 [00:01<00:05,  3.39it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.38it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.10it/s]
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 38%|███▊      | 9/24 [00:02<00:04,  3.29it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.31it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.35it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.37it/s]
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 58%|█████▊    | 14/24 [00:04<00:02,  3.40it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.44it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.45it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.45it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.50it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.49it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.48it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.45it/s]
100%|██████████| 24/24 [00:07<00:00,  3.46it/s][2025-07-15 06:13:12] dog...PCK-Transfer@0.10: 76.22% | PCK-Transfer@0.05: 55.54% | PCK-Transfer@0.15: 88.17%
+
100%|██████████| 24/24 [00:07<00:00,  3.40it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.46it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.48it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.42it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.37it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.43it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.46it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.55it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.54it/s]
100%|██████████| 9/9 [00:02<00:00,  3.51it/s][2025-07-15 06:13:15] horse...PCK-Transfer@0.10: 81.83% | PCK-Transfer@0.05: 61.08% | PCK-Transfer@0.15: 86.59%
+
100%|██████████| 9/9 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.52it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.57it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.51it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.54it/s]
 41%|████      | 11/27 [00:03<00:04,  3.53it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.52it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.54it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.53it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.51it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.54it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.58it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.57it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.53it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.54it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.52it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.48it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.48it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.48it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.45it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.46it/s]
100%|██████████| 27/27 [00:07<00:00,  3.48it/s][2025-07-15 06:13:22] motorbike...PCK-Transfer@0.10: 84.19% | PCK-Transfer@0.05: 57.45% | PCK-Transfer@0.15: 93.50%
+
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+
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100%|██████████| 20/20 [00:05<00:00,  3.67it/s][2025-07-15 06:13:37] train...PCK-Transfer@0.10: 72.00% | PCK-Transfer@0.05: 50.25% | PCK-Transfer@0.15: 83.00%
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+
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+[2025-07-15 06:13:41] Weighted Per image PCK0.10: 72.46%, image PCK0.05: 54.14%, image PCK0.01: 81.69%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.5_layer_13__t_0.6_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.5_layer_13__t_0.6_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..5f490b585429e56d3fdd85b088ca2ef415328062
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.5_layer_13__t_0.6_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-15 06:24:40] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_15__t_0.5_layer_13__t_0.6_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_15', 't_0.5_layer_13', 't_0.6_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_15', 't_0.5_layer_13', 't_0.6_layer_12']
+Number of parameters corr net: 120
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100%|██████████| 20/20 [00:05<00:00,  3.65it/s][2025-07-15 06:26:04] train...PCK-Transfer@0.10: 71.75% | PCK-Transfer@0.05: 49.25% | PCK-Transfer@0.15: 79.75%
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100%|██████████| 15/15 [00:04<00:00,  3.54it/s][2025-07-15 06:26:08] tvmonitor...PCK-Transfer@0.10: 43.89% | PCK-Transfer@0.05: 32.78% | PCK-Transfer@0.15: 58.89%
+
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+[2025-07-15 06:26:08] Weighted Per image PCK0.10: 76.63%, image PCK0.05: 61.33%, image PCK0.01: 84.37%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.5_layer_13__t_0.6_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.5_layer_13__t_0.6_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..5c1a6f2cb96712340af7c48e84372c51d31dbf8a
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.5_layer_13__t_0.6_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 06:26:39] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_15__t_0.5_layer_13__t_0.6_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_15', 't_0.5_layer_13', 't_0.6_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_15', 't_0.5_layer_13', 't_0.6_layer_18']
+Number of parameters corr net: 120
+
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 27%|██▋       | 4/15 [00:02<00:05,  1.92it/s]
 33%|███▎      | 5/15 [00:02<00:04,  2.32it/s]
 40%|████      | 6/15 [00:03<00:03,  2.61it/s]
 47%|████▋     | 7/15 [00:03<00:02,  2.88it/s]
 53%|█████▎    | 8/15 [00:03<00:02,  2.96it/s]
 60%|██████    | 9/15 [00:04<00:01,  3.08it/s]
 67%|██████▋   | 10/15 [00:04<00:01,  3.21it/s]
 73%|███████▎  | 11/15 [00:04<00:01,  3.27it/s]
 80%|████████  | 12/15 [00:04<00:00,  3.36it/s]
 87%|████████▋ | 13/15 [00:05<00:00,  3.44it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.38it/s]
100%|██████████| 15/15 [00:05<00:00,  3.41it/s][2025-07-15 06:26:46] aeroplane...PCK-Transfer@0.10: 74.40% | PCK-Transfer@0.05: 57.27% | PCK-Transfer@0.15: 82.22%
+
100%|██████████| 15/15 [00:05<00:00,  2.59it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:08,  3.39it/s]
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 10%|█         | 3/30 [00:00<00:08,  3.16it/s]
 13%|█▎        | 4/30 [00:01<00:07,  3.29it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.43it/s]
 20%|██        | 6/30 [00:01<00:06,  3.45it/s]
 23%|██▎       | 7/30 [00:02<00:06,  3.47it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.43it/s]
 30%|███       | 9/30 [00:02<00:06,  3.47it/s]
 33%|███▎      | 10/30 [00:02<00:05,  3.45it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.45it/s]
 40%|████      | 12/30 [00:03<00:05,  3.46it/s]
 43%|████▎     | 13/30 [00:03<00:04,  3.51it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.38it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.40it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.47it/s]
 57%|█████▋    | 17/30 [00:04<00:03,  3.55it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.53it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.53it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.36it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.39it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.34it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.45it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.26it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.35it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.43it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.37it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.44it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.49it/s]
100%|██████████| 30/30 [00:08<00:00,  3.40it/s][2025-07-15 06:26:55] bicycle...PCK-Transfer@0.10: 77.70% | PCK-Transfer@0.05: 66.12% | PCK-Transfer@0.15: 82.55%
+
100%|██████████| 30/30 [00:08<00:00,  3.42it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:03,  2.69it/s]
 20%|██        | 2/10 [00:00<00:02,  3.11it/s]
 30%|███       | 3/10 [00:00<00:02,  3.38it/s]
 40%|████      | 4/10 [00:01<00:01,  3.46it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.49it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.59it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.52it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.58it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.57it/s]
100%|██████████| 10/10 [00:02<00:00,  3.61it/s][2025-07-15 06:26:57] bird...PCK-Transfer@0.10: 71.67% | PCK-Transfer@0.05: 46.83% | PCK-Transfer@0.15: 84.72%
+
100%|██████████| 10/10 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  2.81it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.17it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.37it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.44it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.57it/s]
100%|██████████| 6/6 [00:01<00:00,  3.52it/s][2025-07-15 06:26:59] boat...PCK-Transfer@0.10: 47.22% | PCK-Transfer@0.05: 29.17% | PCK-Transfer@0.15: 72.22%
+
100%|██████████| 6/6 [00:01<00:00,  3.42it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.20it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.42it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.51it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.56it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.60it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.66it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.61it/s]
100%|██████████| 8/8 [00:02<00:00,  3.63it/s][2025-07-15 06:27:01] bottle...PCK-Transfer@0.10: 45.31% | PCK-Transfer@0.05: 32.81% | PCK-Transfer@0.15: 53.12%
+
100%|██████████| 8/8 [00:02<00:00,  3.58it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:11,  2.73it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.19it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.35it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.46it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.49it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.53it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.54it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.62it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.63it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.57it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.53it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.52it/s]
 41%|████      | 13/32 [00:03<00:05,  3.58it/s]
 44%|████▍     | 14/32 [00:03<00:04,  3.62it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.61it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.61it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.58it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.59it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.59it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.59it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.61it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.56it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.55it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.62it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.67it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.61it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.62it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.47it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.47it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.44it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.45it/s]
100%|██████████| 32/32 [00:09<00:00,  3.44it/s][2025-07-15 06:27:11] bus...PCK-Transfer@0.10: 66.41% | PCK-Transfer@0.05: 54.17% | PCK-Transfer@0.15: 76.04%
+
100%|██████████| 32/32 [00:09<00:00,  3.53it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.48it/s]
 11%|█         | 2/19 [00:00<00:04,  3.50it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.43it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.40it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.38it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.45it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.55it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.59it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.56it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.46it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.47it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.49it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.35it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.36it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.43it/s]
100%|██████████| 19/19 [00:05<00:00,  3.51it/s][2025-07-15 06:27:16] car...PCK-Transfer@0.10: 81.60% | PCK-Transfer@0.05: 70.15% | PCK-Transfer@0.15: 85.00%
+
100%|██████████| 19/19 [00:05<00:00,  3.47it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:10,  2.60it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.38it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.44it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.53it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.57it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.58it/s]
 41%|████      | 11/27 [00:03<00:04,  3.61it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.65it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.59it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.57it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.59it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.64it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.63it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.60it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.49it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.48it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.51it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.52it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.55it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.56it/s]
100%|██████████| 27/27 [00:07<00:00,  3.56it/s][2025-07-15 06:27:24] cat...PCK-Transfer@0.10: 78.59% | PCK-Transfer@0.05: 61.82% | PCK-Transfer@0.15: 84.17%
+
100%|██████████| 27/27 [00:07<00:00,  3.52it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.83it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.24it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.39it/s]
 31%|███       | 4/13 [00:01<00:02,  3.34it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.30it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.28it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.36it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.48it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.54it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.60it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.64it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.63it/s]
100%|██████████| 13/13 [00:03<00:00,  3.64it/s][2025-07-15 06:27:28] chair...PCK-Transfer@0.10: 35.60% | PCK-Transfer@0.05: 24.21% | PCK-Transfer@0.15: 44.36%
+
100%|██████████| 13/13 [00:03<00:00,  3.48it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.18it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.39it/s]
100%|██████████| 3/3 [00:00<00:00,  3.49it/s][2025-07-15 06:27:28] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.44it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.46it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.58it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.61it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.69it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.67it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.65it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.64it/s]
100%|██████████| 8/8 [00:02<00:00,  3.66it/s][2025-07-15 06:27:31] diningtable...PCK-Transfer@0.10: 36.46% | PCK-Transfer@0.05: 11.46% | PCK-Transfer@0.15: 46.35%
+
100%|██████████| 8/8 [00:02<00:00,  3.64it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.46it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.55it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.56it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.64it/s]
 21%|██        | 5/24 [00:01<00:05,  3.63it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.59it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.59it/s]
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 38%|███▊      | 9/24 [00:02<00:04,  3.60it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.65it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.66it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.66it/s]
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 58%|█████▊    | 14/24 [00:03<00:02,  3.65it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.57it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.60it/s]
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 75%|███████▌  | 18/24 [00:04<00:01,  3.61it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.62it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.59it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.61it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.63it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.65it/s]
100%|██████████| 24/24 [00:06<00:00,  3.63it/s][2025-07-15 06:27:37] dog...PCK-Transfer@0.10: 65.27% | PCK-Transfer@0.05: 46.88% | PCK-Transfer@0.15: 79.49%
+
100%|██████████| 24/24 [00:06<00:00,  3.62it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.60it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.64it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.68it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.65it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.57it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.55it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.53it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.54it/s]
100%|██████████| 9/9 [00:02<00:00,  3.60it/s][2025-07-15 06:27:40] horse...PCK-Transfer@0.10: 66.24% | PCK-Transfer@0.05: 44.42% | PCK-Transfer@0.15: 70.21%
+
100%|██████████| 9/9 [00:02<00:00,  3.59it/s]
+
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 41%|████      | 11/27 [00:03<00:04,  3.62it/s]
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+
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+[2025-07-15 06:28:06] Weighted Per image PCK0.10: 63.55%, image PCK0.05: 47.44%, image PCK0.01: 73.10%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.5_layer_15__t_0.7_layer_9.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.5_layer_15__t_0.7_layer_9.log
new file mode 100644
index 0000000000000000000000000000000000000000..e83e0efc8173fc58ee4cf512375346f03236854d
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.5_layer_15__t_0.7_layer_9.log
@@ -0,0 +1,44 @@
+[2025-07-15 06:51:50] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_15__t_0.5_layer_15__t_0.7_layer_9', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_15', 't_0.5_layer_15', 't_0.7_layer_9'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_15', 't_0.5_layer_15', 't_0.7_layer_9']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.52it/s][2025-07-15 06:52:22] bus...PCK-Transfer@0.10: 82.14% | PCK-Transfer@0.05: 71.72% | PCK-Transfer@0.15: 88.13%
+
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100%|██████████| 19/19 [00:05<00:00,  3.52it/s][2025-07-15 06:52:28] car...PCK-Transfer@0.10: 92.94% | PCK-Transfer@0.05: 82.87% | PCK-Transfer@0.15: 94.70%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.42it/s][2025-07-15 06:52:36] cat...PCK-Transfer@0.10: 84.24% | PCK-Transfer@0.05: 69.64% | PCK-Transfer@0.15: 86.85%
+
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+
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100%|██████████| 13/13 [00:03<00:00,  3.52it/s][2025-07-15 06:52:39] chair...PCK-Transfer@0.10: 53.70% | PCK-Transfer@0.05: 36.71% | PCK-Transfer@0.15: 63.12%
+
100%|██████████| 13/13 [00:03<00:00,  3.51it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.50it/s][2025-07-15 06:52:40] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.50it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.48it/s][2025-07-15 06:52:43] diningtable...PCK-Transfer@0.10: 47.92% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 64.58%
+
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+
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100%|██████████| 24/24 [00:06<00:00,  3.44it/s][2025-07-15 06:52:50] dog...PCK-Transfer@0.10: 77.98% | PCK-Transfer@0.05: 58.84% | PCK-Transfer@0.15: 88.17%
+
100%|██████████| 24/24 [00:06<00:00,  3.44it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.48it/s][2025-07-15 06:52:52] horse...PCK-Transfer@0.10: 86.98% | PCK-Transfer@0.05: 69.55% | PCK-Transfer@0.15: 90.16%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.57it/s][2025-07-15 06:53:00] motorbike...PCK-Transfer@0.10: 85.79% | PCK-Transfer@0.05: 62.57% | PCK-Transfer@0.15: 91.65%
+
100%|██████████| 27/27 [00:07<00:00,  3.51it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.47it/s][2025-07-15 06:53:03] person...PCK-Transfer@0.10: 61.33% | PCK-Transfer@0.05: 46.84% | PCK-Transfer@0.15: 76.69%
+
100%|██████████| 12/12 [00:03<00:00,  3.49it/s]
+
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100%|██████████| 7/7 [00:02<00:00,  3.39it/s][2025-07-15 06:53:05] pottedplant...PCK-Transfer@0.10: 58.57% | PCK-Transfer@0.05: 37.14% | PCK-Transfer@0.15: 75.71%
+
100%|██████████| 7/7 [00:02<00:00,  3.33it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.41it/s][2025-07-15 06:53:06] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.41it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.53it/s][2025-07-15 06:53:09] sofa...PCK-Transfer@0.10: 62.31% | PCK-Transfer@0.05: 42.12% | PCK-Transfer@0.15: 75.26%
+
100%|██████████| 13/13 [00:03<00:00,  3.49it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.33it/s][2025-07-15 06:53:15] train...PCK-Transfer@0.10: 76.00% | PCK-Transfer@0.05: 56.50% | PCK-Transfer@0.15: 83.00%
+
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+
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100%|██████████| 15/15 [00:04<00:00,  3.48it/s][2025-07-15 06:53:20] tvmonitor...PCK-Transfer@0.10: 41.11% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 47.78%
+
100%|██████████| 15/15 [00:04<00:00,  3.44it/s]
+[2025-07-15 06:53:20] Weighted Per image PCK0.10: 76.71%, image PCK0.05: 60.16%, image PCK0.01: 83.89%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.5_layer_15__t_0.8_layer_9.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.5_layer_15__t_0.8_layer_9.log
new file mode 100644
index 0000000000000000000000000000000000000000..80c2343e1693c99460497a766b159b85760f8217
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.5_layer_15__t_0.8_layer_9.log
@@ -0,0 +1,44 @@
+[2025-07-15 06:59:12] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_15__t_0.5_layer_15__t_0.8_layer_9', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_15', 't_0.5_layer_15', 't_0.8_layer_9'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_15', 't_0.5_layer_15', 't_0.8_layer_9']
+Number of parameters corr net: 120
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100%|██████████| 12/12 [00:03<00:00,  3.48it/s][2025-07-15 07:00:29] person...PCK-Transfer@0.10: 60.70% | PCK-Transfer@0.05: 40.95% | PCK-Transfer@0.15: 76.09%
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100%|██████████| 7/7 [00:02<00:00,  3.51it/s][2025-07-15 07:00:31] pottedplant...PCK-Transfer@0.10: 50.95% | PCK-Transfer@0.05: 31.90% | PCK-Transfer@0.15: 70.00%
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+
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100%|██████████| 15/15 [00:04<00:00,  3.47it/s][2025-07-15 07:00:46] tvmonitor...PCK-Transfer@0.10: 38.89% | PCK-Transfer@0.05: 23.33% | PCK-Transfer@0.15: 52.22%
+
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+[2025-07-15 07:00:46] Weighted Per image PCK0.10: 75.86%, image PCK0.05: 57.28%, image PCK0.01: 83.56%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.5_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.5_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..6e6e92ac849a4d72d13c193ca4406f1310dfe5ad
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.5_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-11 23:41:14] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_15__t_0.5_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_15', 't_0.5_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_15', 't_0.5_layer_20']
+Number of parameters corr net: 120
+
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 59%|█████▉    | 19/32 [00:05<00:03,  3.55it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.55it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.52it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.47it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.50it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.52it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.52it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.59it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.57it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.59it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.63it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.65it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.58it/s]
100%|██████████| 32/32 [00:09<00:00,  3.57it/s][2025-07-11 23:41:46] bus...PCK-Transfer@0.10: 41.41% | PCK-Transfer@0.05: 25.52% | PCK-Transfer@0.15: 55.57%
+
100%|██████████| 32/32 [00:09<00:00,  3.53it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.76it/s]
 11%|█         | 2/19 [00:00<00:05,  3.23it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.39it/s]
 21%|██        | 4/19 [00:01<00:04,  3.44it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.57it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.65it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.58it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.57it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.50it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.54it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.59it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.58it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.57it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.61it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.63it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.65it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.63it/s]
100%|██████████| 19/19 [00:05<00:00,  3.58it/s][2025-07-11 23:41:51] car...PCK-Transfer@0.10: 58.55% | PCK-Transfer@0.05: 42.43% | PCK-Transfer@0.15: 63.03%
+
100%|██████████| 19/19 [00:05<00:00,  3.54it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  2.89it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.51it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.55it/s]
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 33%|███▎      | 9/27 [00:02<00:04,  3.60it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.63it/s]
 41%|████      | 11/27 [00:03<00:04,  3.62it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.60it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.74it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.75it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.67it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.64it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.63it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.70it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.71it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.73it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.67it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.67it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.54it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.46it/s]
100%|██████████| 27/27 [00:07<00:00,  3.50it/s][2025-07-11 23:41:59] cat...PCK-Transfer@0.10: 64.53% | PCK-Transfer@0.05: 44.93% | PCK-Transfer@0.15: 70.45%
+
100%|██████████| 27/27 [00:07<00:00,  3.59it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.79it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.17it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.27it/s]
 31%|███       | 4/13 [00:01<00:02,  3.33it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.45it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.44it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.51it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.51it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.53it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.51it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.52it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.57it/s]
100%|██████████| 13/13 [00:03<00:00,  3.55it/s][2025-07-11 23:42:03] chair...PCK-Transfer@0.10: 20.36% | PCK-Transfer@0.05: 12.31% | PCK-Transfer@0.15: 23.91%
+
100%|██████████| 13/13 [00:03<00:00,  3.46it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.98it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.29it/s]
100%|██████████| 3/3 [00:00<00:00,  3.45it/s][2025-07-11 23:42:03] cow...PCK-Transfer@0.10: 62.50% | PCK-Transfer@0.05: 41.67% | PCK-Transfer@0.15: 72.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.36it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.04it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.29it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.41it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.32it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.44it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.43it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.51it/s]
100%|██████████| 8/8 [00:02<00:00,  3.55it/s][2025-07-11 23:42:06] diningtable...PCK-Transfer@0.10: 19.79% | PCK-Transfer@0.05: 5.21% | PCK-Transfer@0.15: 36.46%
+
100%|██████████| 8/8 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.00it/s]
  8%|▊         | 2/24 [00:00<00:07,  3.07it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.18it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.29it/s]
 21%|██        | 5/24 [00:01<00:05,  3.38it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.45it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.50it/s]
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 42%|████▏     | 10/24 [00:02<00:04,  3.48it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.49it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.52it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.55it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.56it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.60it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.62it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.63it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.68it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.66it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.64it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.63it/s]
100%|██████████| 24/24 [00:06<00:00,  3.62it/s][2025-07-11 23:42:13] dog...PCK-Transfer@0.10: 49.82% | PCK-Transfer@0.05: 37.39% | PCK-Transfer@0.15: 65.66%
+
100%|██████████| 24/24 [00:06<00:00,  3.53it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.51it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.15it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.40it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.59it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.67it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.69it/s]
100%|██████████| 9/9 [00:02<00:00,  3.64it/s][2025-07-11 23:42:15] horse...PCK-Transfer@0.10: 51.93% | PCK-Transfer@0.05: 28.54% | PCK-Transfer@0.15: 57.22%
+
100%|██████████| 9/9 [00:02<00:00,  3.55it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.78it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.70it/s]
 41%|████      | 11/27 [00:02<00:04,  3.69it/s]
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 59%|█████▉    | 16/27 [00:04<00:02,  3.69it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.72it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.73it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.71it/s]
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 81%|████████▏ | 22/27 [00:05<00:01,  3.71it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.72it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.73it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.66it/s][2025-07-11 23:42:22] motorbike...PCK-Transfer@0.10: 53.60% | PCK-Transfer@0.05: 32.37% | PCK-Transfer@0.15: 63.35%
+
100%|██████████| 27/27 [00:07<00:00,  3.70it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:02,  3.68it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.62it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.60it/s]
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 42%|████▏     | 5/12 [00:01<00:01,  3.69it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.71it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.75it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.71it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.74it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.73it/s]
 92%|█████████▏| 11/12 [00:02<00:00,  3.76it/s]
100%|██████████| 12/12 [00:03<00:00,  3.70it/s][2025-07-11 23:42:26] person...PCK-Transfer@0.10: 43.58% | PCK-Transfer@0.05: 27.28% | PCK-Transfer@0.15: 57.48%
+
100%|██████████| 12/12 [00:03<00:00,  3.70it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.77it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.79it/s]
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 71%|███████▏  | 5/7 [00:01<00:00,  3.77it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.73it/s]
100%|██████████| 7/7 [00:01<00:00,  3.74it/s][2025-07-11 23:42:28] pottedplant...PCK-Transfer@0.10: 39.52% | PCK-Transfer@0.05: 19.52% | PCK-Transfer@0.15: 58.57%
+
100%|██████████| 7/7 [00:01<00:00,  3.75it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.72it/s][2025-07-11 23:42:28] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 60.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.71it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.71it/s]
 15%|█▌        | 2/13 [00:00<00:02,  3.74it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.66it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.76it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.81it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.75it/s]
 85%|████████▍ | 11/13 [00:02<00:00,  3.79it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.71it/s]
100%|██████████| 13/13 [00:03<00:00,  3.67it/s][2025-07-11 23:42:31] sofa...PCK-Transfer@0.10: 29.79% | PCK-Transfer@0.05: 12.14% | PCK-Transfer@0.15: 40.86%
+
100%|██████████| 13/13 [00:03<00:00,  3.71it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
  5%|▌         | 1/20 [00:00<00:05,  3.77it/s]
 10%|█         | 2/20 [00:00<00:04,  3.78it/s]
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 30%|███       | 6/20 [00:01<00:03,  3.74it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.79it/s]
 45%|████▌     | 9/20 [00:02<00:02,  3.82it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.78it/s]
 55%|█████▌    | 11/20 [00:02<00:02,  3.83it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.80it/s]
 65%|██████▌   | 13/20 [00:03<00:01,  3.84it/s]
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 80%|████████  | 16/20 [00:04<00:01,  3.58it/s]
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 90%|█████████ | 18/20 [00:04<00:00,  3.66it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.66it/s]
100%|██████████| 20/20 [00:05<00:00,  3.76it/s][2025-07-11 23:42:37] train...PCK-Transfer@0.10: 50.50% | PCK-Transfer@0.05: 26.25% | PCK-Transfer@0.15: 61.50%
+
100%|██████████| 20/20 [00:05<00:00,  3.74it/s]
+
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+[2025-07-11 23:42:41] Weighted Per image PCK0.10: 47.01%, image PCK0.05: 30.56%, image PCK0.01: 57.52%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_10__t_0.6_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_10__t_0.6_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..21d7c2e71853dfe5c5a47814f90150373437c60d
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_10__t_0.6_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 08:29:55] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_10__t_0.6_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_15', 't_0.6_layer_10', 't_0.6_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_15', 't_0.6_layer_10', 't_0.6_layer_15']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.74it/s][2025-07-15 08:31:22] tvmonitor...PCK-Transfer@0.10: 35.00% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 48.33%
+
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+[2025-07-15 08:31:22] Weighted Per image PCK0.10: 67.28%, image PCK0.05: 51.32%, image PCK0.01: 76.89%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_11__t_0.7_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_11__t_0.7_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..7c0526a25db3dbba03a7bb9d93fc71728989698d
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_11__t_0.7_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-15 08:50:04] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_11__t_0.7_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_15', 't_0.6_layer_11', 't_0.7_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_15', 't_0.6_layer_11', 't_0.7_layer_5']
+Number of parameters corr net: 120
+
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100%|██████████| 6/6 [00:01<00:00,  3.36it/s][2025-07-15 08:50:25] boat...PCK-Transfer@0.10: 54.17% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 84.72%
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+
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 47%|████▋     | 15/32 [00:04<00:05,  3.37it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.37it/s]
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 59%|█████▉    | 19/32 [00:05<00:03,  3.35it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.37it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.39it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.37it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.35it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.38it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.45it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.44it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.41it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.36it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.35it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.34it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.39it/s]
100%|██████████| 32/32 [00:09<00:00,  3.40it/s][2025-07-15 08:50:37] bus...PCK-Transfer@0.10: 77.71% | PCK-Transfer@0.05: 61.82% | PCK-Transfer@0.15: 84.22%
+
100%|██████████| 32/32 [00:09<00:00,  3.35it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
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 11%|█         | 2/19 [00:00<00:04,  3.45it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.39it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.36it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.35it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.39it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.41it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.45it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.47it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.41it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.43it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.45it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.41it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.40it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.39it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.40it/s]
100%|██████████| 19/19 [00:05<00:00,  3.47it/s][2025-07-15 08:50:42] car...PCK-Transfer@0.10: 91.51% | PCK-Transfer@0.05: 81.72% | PCK-Transfer@0.15: 94.90%
+
100%|██████████| 19/19 [00:05<00:00,  3.42it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.32it/s]
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 11%|█         | 3/27 [00:00<00:07,  3.31it/s]
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 37%|███▋      | 10/27 [00:03<00:05,  3.28it/s]
 41%|████      | 11/27 [00:03<00:04,  3.32it/s]
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 59%|█████▉    | 16/27 [00:04<00:03,  3.35it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.39it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.44it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.47it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.42it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.40it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.38it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.38it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.33it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.22it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.25it/s]
100%|██████████| 27/27 [00:08<00:00,  3.29it/s][2025-07-15 08:50:50] cat...PCK-Transfer@0.10: 83.11% | PCK-Transfer@0.05: 66.94% | PCK-Transfer@0.15: 85.90%
+
100%|██████████| 27/27 [00:08<00:00,  3.35it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.34it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.49it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.51it/s]
 31%|███       | 4/13 [00:01<00:02,  3.48it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.45it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.31it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.35it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.43it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.47it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.50it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.53it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.50it/s]
100%|██████████| 13/13 [00:03<00:00,  3.50it/s][2025-07-15 08:50:54] chair...PCK-Transfer@0.10: 52.67% | PCK-Transfer@0.05: 34.49% | PCK-Transfer@0.15: 61.15%
+
100%|██████████| 13/13 [00:03<00:00,  3.46it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.46it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.36it/s]
100%|██████████| 3/3 [00:00<00:00,  3.40it/s][2025-07-15 08:50:55] cow...PCK-Transfer@0.10: 79.17% | PCK-Transfer@0.05: 60.42% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.39it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.35it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.41it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.42it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.49it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.48it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.46it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.48it/s]
100%|██████████| 8/8 [00:02<00:00,  3.51it/s][2025-07-15 08:50:57] diningtable...PCK-Transfer@0.10: 49.48% | PCK-Transfer@0.05: 34.90% | PCK-Transfer@0.15: 63.02%
+
100%|██████████| 8/8 [00:02<00:00,  3.47it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.42it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.49it/s]
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 17%|█▋        | 4/24 [00:01<00:05,  3.55it/s]
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 25%|██▌       | 6/24 [00:01<00:05,  3.51it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.51it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.54it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.54it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.52it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.49it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.50it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.47it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.48it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.49it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.51it/s]
100%|██████████| 24/24 [00:06<00:00,  3.51it/s][2025-07-15 08:51:04] dog...PCK-Transfer@0.10: 75.86% | PCK-Transfer@0.05: 57.58% | PCK-Transfer@0.15: 86.46%
+
100%|██████████| 24/24 [00:06<00:00,  3.51it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.48it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.51it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.61it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.52it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.48it/s]
100%|██████████| 9/9 [00:02<00:00,  3.51it/s][2025-07-15 08:51:07] horse...PCK-Transfer@0.10: 83.28% | PCK-Transfer@0.05: 61.08% | PCK-Transfer@0.15: 88.31%
+
100%|██████████| 9/9 [00:02<00:00,  3.52it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.49it/s]
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 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
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 81%|████████▏ | 22/27 [00:06<00:01,  3.55it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.54it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.57it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.60it/s][2025-07-15 08:51:15] motorbike...PCK-Transfer@0.10: 83.82% | PCK-Transfer@0.05: 57.21% | PCK-Transfer@0.15: 92.39%
+
100%|██████████| 27/27 [00:07<00:00,  3.53it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.62it/s]
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 50%|█████     | 6/12 [00:01<00:01,  3.65it/s]
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 67%|██████▋   | 8/12 [00:02<00:01,  3.59it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.55it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.55it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.53it/s]
100%|██████████| 12/12 [00:03<00:00,  3.60it/s][2025-07-15 08:51:18] person...PCK-Transfer@0.10: 54.23% | PCK-Transfer@0.05: 34.95% | PCK-Transfer@0.15: 69.47%
+
100%|██████████| 12/12 [00:03<00:00,  3.62it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.44it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.41it/s]
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 86%|████████▌ | 6/7 [00:01<00:00,  3.48it/s]
100%|██████████| 7/7 [00:02<00:00,  3.51it/s][2025-07-15 08:51:20] pottedplant...PCK-Transfer@0.10: 44.29% | PCK-Transfer@0.05: 31.90% | PCK-Transfer@0.15: 58.57%
+
100%|██████████| 7/7 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.45it/s][2025-07-15 08:51:20] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.44it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.51it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.51it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.58it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.54it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.60it/s]
100%|██████████| 13/13 [00:03<00:00,  3.62it/s][2025-07-15 08:51:24] sofa...PCK-Transfer@0.10: 51.13% | PCK-Transfer@0.05: 33.52% | PCK-Transfer@0.15: 67.48%
+
100%|██████████| 13/13 [00:03<00:00,  3.57it/s]
+
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+[2025-07-15 08:51:34] Weighted Per image PCK0.10: 72.52%, image PCK0.05: 54.92%, image PCK0.01: 81.49%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_11__t_0.8_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_11__t_0.8_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..3e037e1b1d6a39118b57cb2b31901f3cdb946452
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_11__t_0.8_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-15 08:57:48] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_11__t_0.8_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_15', 't_0.6_layer_11', 't_0.8_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_15', 't_0.6_layer_11', 't_0.8_layer_5']
+Number of parameters corr net: 120
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100%|██████████| 32/32 [00:09<00:00,  3.49it/s][2025-07-15 08:58:20] bus...PCK-Transfer@0.10: 74.06% | PCK-Transfer@0.05: 60.26% | PCK-Transfer@0.15: 81.88%
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+
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+[2025-07-15 08:59:16] Weighted Per image PCK0.10: 72.14%, image PCK0.05: 54.43%, image PCK0.01: 81.68%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_13__t_0.7_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_13__t_0.7_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..234cf11c8de866586f966a62d0e51e0dab061d7d
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_13__t_0.7_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 09:24:22] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_13__t_0.7_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_15', 't_0.6_layer_13', 't_0.7_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_15', 't_0.6_layer_13', 't_0.7_layer_5']
+Number of parameters corr net: 120
+
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100%|██████████| 6/6 [00:01<00:00,  3.56it/s][2025-07-15 09:24:42] boat...PCK-Transfer@0.10: 61.11% | PCK-Transfer@0.05: 31.94% | PCK-Transfer@0.15: 70.83%
+
100%|██████████| 6/6 [00:01<00:00,  3.48it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.20it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.31it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.46it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.53it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.58it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.63it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.60it/s]
100%|██████████| 8/8 [00:02<00:00,  3.57it/s][2025-07-15 09:24:45] bottle...PCK-Transfer@0.10: 51.56% | PCK-Transfer@0.05: 42.19% | PCK-Transfer@0.15: 62.50%
+
100%|██████████| 8/8 [00:02<00:00,  3.54it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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  6%|▋         | 2/32 [00:00<00:09,  3.19it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.48it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.57it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.55it/s]
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 34%|███▍      | 11/32 [00:03<00:06,  3.49it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.49it/s]
 41%|████      | 13/32 [00:03<00:05,  3.54it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.59it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.58it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.58it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.55it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.55it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.55it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.57it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.59it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.54it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.53it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.59it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.64it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.60it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.61it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.55it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.53it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.50it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.57it/s]
100%|██████████| 32/32 [00:09<00:00,  3.60it/s][2025-07-15 09:24:54] bus...PCK-Transfer@0.10: 71.09% | PCK-Transfer@0.05: 60.42% | PCK-Transfer@0.15: 79.53%
+
100%|██████████| 32/32 [00:09<00:00,  3.52it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:08,  2.23it/s]
 11%|█         | 2/19 [00:00<00:06,  2.54it/s]
 16%|█▌        | 3/19 [00:01<00:05,  2.71it/s]
 21%|██        | 4/19 [00:01<00:05,  2.92it/s]
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 32%|███▏      | 6/19 [00:02<00:04,  3.06it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.15it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.24it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.32it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.42it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.48it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.49it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.52it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.55it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.54it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.55it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.55it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.59it/s]
100%|██████████| 19/19 [00:05<00:00,  3.64it/s][2025-07-15 09:25:00] car...PCK-Transfer@0.10: 88.51% | PCK-Transfer@0.05: 79.29% | PCK-Transfer@0.15: 91.61%
+
100%|██████████| 19/19 [00:05<00:00,  3.32it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.60it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.55it/s]
 11%|█         | 3/27 [00:00<00:06,  3.52it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.60it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.56it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.54it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.58it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.60it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.59it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.60it/s]
 41%|████      | 11/27 [00:03<00:04,  3.63it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.67it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.61it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.57it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.58it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.62it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.67it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.67it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.63it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.61it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.58it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.60it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.58it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.59it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.58it/s]
100%|██████████| 27/27 [00:07<00:00,  3.57it/s][2025-07-15 09:25:07] cat...PCK-Transfer@0.10: 77.47% | PCK-Transfer@0.05: 62.16% | PCK-Transfer@0.15: 83.66%
+
100%|██████████| 27/27 [00:07<00:00,  3.60it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.20it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.49it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.57it/s]
 31%|███       | 4/13 [00:01<00:02,  3.56it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.57it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.54it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.58it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.65it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.68it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.70it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.72it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.69it/s]
100%|██████████| 13/13 [00:03<00:00,  3.70it/s][2025-07-15 09:25:11] chair...PCK-Transfer@0.10: 40.04% | PCK-Transfer@0.05: 28.31% | PCK-Transfer@0.15: 50.62%
+
100%|██████████| 13/13 [00:03<00:00,  3.63it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.63it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.67it/s]
100%|██████████| 3/3 [00:00<00:00,  3.70it/s][2025-07-15 09:25:12] cow...PCK-Transfer@0.10: 81.25% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.68it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.22it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.49it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.57it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.65it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.65it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.63it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.65it/s]
100%|██████████| 8/8 [00:02<00:00,  3.70it/s][2025-07-15 09:25:14] diningtable...PCK-Transfer@0.10: 31.77% | PCK-Transfer@0.05: 14.06% | PCK-Transfer@0.15: 56.77%
+
100%|██████████| 8/8 [00:02<00:00,  3.63it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.57it/s]
  8%|▊         | 2/24 [00:00<00:05,  3.68it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.66it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.73it/s]
 21%|██        | 5/24 [00:01<00:05,  3.70it/s]
 25%|██▌       | 6/24 [00:01<00:04,  3.68it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.67it/s]
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 42%|████▏     | 10/24 [00:02<00:03,  3.67it/s]
 46%|████▌     | 11/24 [00:02<00:03,  3.69it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.69it/s]
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 58%|█████▊    | 14/24 [00:03<00:02,  3.67it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.66it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.68it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.60it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.62it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.65it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.66it/s]
100%|██████████| 24/24 [00:06<00:00,  3.66it/s][2025-07-15 09:25:20] dog...PCK-Transfer@0.10: 68.92% | PCK-Transfer@0.05: 48.17% | PCK-Transfer@0.15: 81.16%
+
100%|██████████| 24/24 [00:06<00:00,  3.67it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.65it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.69it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.75it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.79it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.68it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.64it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.63it/s]
100%|██████████| 9/9 [00:02<00:00,  3.67it/s][2025-07-15 09:25:23] horse...PCK-Transfer@0.10: 71.27% | PCK-Transfer@0.05: 52.22% | PCK-Transfer@0.15: 80.24%
+
100%|██████████| 9/9 [00:02<00:00,  3.68it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:06,  3.79it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.65it/s]
 41%|████      | 11/27 [00:03<00:04,  3.64it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.66it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.69it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.69it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.70it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.68it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.66it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.67it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.68it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.66it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.68it/s]
 81%|████████▏ | 22/27 [00:05<00:01,  3.76it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.75it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.78it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.83it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.80it/s]
100%|██████████| 27/27 [00:07<00:00,  3.80it/s][2025-07-15 09:25:30] motorbike...PCK-Transfer@0.10: 78.87% | PCK-Transfer@0.05: 55.74% | PCK-Transfer@0.15: 84.03%
+
100%|██████████| 27/27 [00:07<00:00,  3.71it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.62it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.81it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.83it/s]
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 42%|████▏     | 5/12 [00:01<00:01,  3.74it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.76it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.70it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.71it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.67it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.65it/s]
 92%|█████████▏| 11/12 [00:02<00:00,  3.63it/s]
100%|██████████| 12/12 [00:03<00:00,  3.67it/s][2025-07-15 09:25:33] person...PCK-Transfer@0.10: 55.79% | PCK-Transfer@0.05: 35.62% | PCK-Transfer@0.15: 65.79%
+
100%|██████████| 12/12 [00:03<00:00,  3.70it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.54it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.55it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.62it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.60it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.58it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.60it/s]
100%|██████████| 7/7 [00:01<00:00,  3.64it/s][2025-07-15 09:25:35] pottedplant...PCK-Transfer@0.10: 48.57% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 70.48%
+
100%|██████████| 7/7 [00:01<00:00,  3.61it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.60it/s][2025-07-15 09:25:36] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.59it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.67it/s]
 15%|█▌        | 2/13 [00:00<00:02,  3.71it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.71it/s]
 31%|███       | 4/13 [00:01<00:02,  3.74it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.70it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.69it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.69it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.66it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.65it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.71it/s]
 85%|████████▍ | 11/13 [00:02<00:00,  3.65it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.71it/s]
100%|██████████| 13/13 [00:03<00:00,  3.72it/s][2025-07-15 09:25:39] sofa...PCK-Transfer@0.10: 46.98% | PCK-Transfer@0.05: 29.84% | PCK-Transfer@0.15: 63.11%
+
100%|██████████| 13/13 [00:03<00:00,  3.70it/s]
+
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+[2025-07-15 09:25:49] Weighted Per image PCK0.10: 66.81%, image PCK0.05: 50.04%, image PCK0.01: 76.55%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_13__t_0.8_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_13__t_0.8_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..8c7246ceb77af48f2885e95d5dc73962c5948f48
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_13__t_0.8_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-15 09:35:13] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_13__t_0.8_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_15', 't_0.6_layer_13', 't_0.8_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_15', 't_0.6_layer_13', 't_0.8_layer_13']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.54it/s][2025-07-15 09:36:42] tvmonitor...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 28.33% | PCK-Transfer@0.15: 50.00%
+
100%|██████████| 15/15 [00:04<00:00,  3.51it/s]
+[2025-07-15 09:36:42] Weighted Per image PCK0.10: 75.61%, image PCK0.05: 58.23%, image PCK0.01: 83.12%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_13__t_0.8_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_13__t_0.8_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..64aba208550180757d20e337cb5d0ef36845a903
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_13__t_0.8_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-15 09:36:48] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_13__t_0.8_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_15', 't_0.6_layer_13', 't_0.8_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_15', 't_0.6_layer_13', 't_0.8_layer_20']
+Number of parameters corr net: 120
+
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 40%|████      | 4/10 [00:01<00:01,  3.55it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.55it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.48it/s]
 70%|███████   | 7/10 [00:01<00:00,  3.49it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.49it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.46it/s]
100%|██████████| 10/10 [00:02<00:00,  3.48it/s][2025-07-15 09:37:06] bird...PCK-Transfer@0.10: 71.06% | PCK-Transfer@0.05: 49.42% | PCK-Transfer@0.15: 87.44%
+
100%|██████████| 10/10 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.51it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.59it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.57it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.54it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.53it/s]
100%|██████████| 6/6 [00:01<00:00,  3.58it/s][2025-07-15 09:37:08] boat...PCK-Transfer@0.10: 52.78% | PCK-Transfer@0.05: 30.56% | PCK-Transfer@0.15: 73.61%
+
100%|██████████| 6/6 [00:01<00:00,  3.56it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.44it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.50it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.45it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.47it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.51it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.49it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.55it/s]
100%|██████████| 8/8 [00:02<00:00,  3.55it/s][2025-07-15 09:37:10] bottle...PCK-Transfer@0.10: 37.50% | PCK-Transfer@0.05: 26.56% | PCK-Transfer@0.15: 46.88%
+
100%|██████████| 8/8 [00:02<00:00,  3.52it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.55it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.49it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.44it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.50it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.49it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.45it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.51it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.47it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.52it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.64it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.64it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.63it/s]
 41%|████      | 13/32 [00:03<00:05,  3.56it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.55it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.58it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.57it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.63it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.67it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.68it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.62it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.59it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.66it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.67it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.64it/s]
 78%|███████▊  | 25/32 [00:06<00:01,  3.53it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.57it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.55it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.56it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.59it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.63it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.56it/s]
100%|██████████| 32/32 [00:08<00:00,  3.56it/s][2025-07-15 09:37:19] bus...PCK-Transfer@0.10: 74.06% | PCK-Transfer@0.05: 55.57% | PCK-Transfer@0.15: 80.31%
+
100%|██████████| 32/32 [00:08<00:00,  3.57it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.55it/s]
 11%|█         | 2/19 [00:00<00:04,  3.51it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.47it/s]
 21%|██        | 4/19 [00:01<00:04,  3.12it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.24it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.45it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.50it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.37it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.44it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.45it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.50it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.42it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.47it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.49it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.54it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.56it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.59it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.57it/s]
100%|██████████| 19/19 [00:05<00:00,  3.49it/s][2025-07-15 09:37:25] car...PCK-Transfer@0.10: 80.14% | PCK-Transfer@0.05: 66.88% | PCK-Transfer@0.15: 85.51%
+
100%|██████████| 19/19 [00:05<00:00,  3.46it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.35it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.52it/s]
 11%|█         | 3/27 [00:00<00:06,  3.59it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.53it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.54it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.51it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.53it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.50it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.52it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.55it/s]
 41%|████      | 11/27 [00:03<00:04,  3.53it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.50it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.60it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.61it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.64it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.61it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.51it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.47it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.47it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.50it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.48it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.55it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.50it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.50it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.47it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.50it/s]
100%|██████████| 27/27 [00:07<00:00,  3.48it/s][2025-07-15 09:37:33] cat...PCK-Transfer@0.10: 74.22% | PCK-Transfer@0.05: 56.01% | PCK-Transfer@0.15: 78.95%
+
100%|██████████| 27/27 [00:07<00:00,  3.52it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.24it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.22it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.25it/s]
 31%|███       | 4/13 [00:01<00:02,  3.29it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.28it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.33it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.30it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.25it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.26it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.22it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.20it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.30it/s]
100%|██████████| 13/13 [00:03<00:00,  3.33it/s][2025-07-15 09:37:37] chair...PCK-Transfer@0.10: 36.73% | PCK-Transfer@0.05: 19.36% | PCK-Transfer@0.15: 46.60%
+
100%|██████████| 13/13 [00:03<00:00,  3.28it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.36it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.43it/s]
100%|██████████| 3/3 [00:00<00:00,  3.43it/s][2025-07-15 09:37:37] cow...PCK-Transfer@0.10: 83.33% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.42it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.35it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.32it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.38it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.34it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.39it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.40it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.45it/s]
100%|██████████| 8/8 [00:02<00:00,  3.41it/s][2025-07-15 09:37:40] diningtable...PCK-Transfer@0.10: 31.77% | PCK-Transfer@0.05: 14.06% | PCK-Transfer@0.15: 44.79%
+
100%|██████████| 8/8 [00:02<00:00,  3.39it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.37it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.38it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.36it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.31it/s]
 21%|██        | 5/24 [00:01<00:05,  3.37it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.42it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.46it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.43it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.44it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.37it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.39it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.40it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.42it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.42it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.43it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.45it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.45it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.45it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.45it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.47it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.43it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.43it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.46it/s]
100%|██████████| 24/24 [00:07<00:00,  3.48it/s][2025-07-15 09:37:47] dog...PCK-Transfer@0.10: 69.10% | PCK-Transfer@0.05: 49.46% | PCK-Transfer@0.15: 76.54%
+
100%|██████████| 24/24 [00:07<00:00,  3.43it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.52it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.50it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.46it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.43it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.49it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.52it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.51it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.52it/s]
100%|██████████| 9/9 [00:02<00:00,  3.49it/s][2025-07-15 09:37:49] horse...PCK-Transfer@0.10: 72.20% | PCK-Transfer@0.05: 48.78% | PCK-Transfer@0.15: 82.88%
+
100%|██████████| 9/9 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.40it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.49it/s]
 11%|█         | 3/27 [00:00<00:06,  3.49it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.52it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.66it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.59it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.61it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.65it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.66it/s]
 41%|████      | 11/27 [00:03<00:04,  3.54it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.54it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.48it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.49it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.48it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.53it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.54it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.57it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.55it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.60it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.55it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.37it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.42it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.45it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.44it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.47it/s]
100%|██████████| 27/27 [00:07<00:00,  3.48it/s][2025-07-15 09:37:57] motorbike...PCK-Transfer@0.10: 75.44% | PCK-Transfer@0.05: 56.46% | PCK-Transfer@0.15: 86.52%
+
100%|██████████| 27/27 [00:07<00:00,  3.52it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.54it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.43it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.41it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.40it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.52it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.55it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.59it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.57it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.60it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.58it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.60it/s]
100%|██████████| 12/12 [00:03<00:00,  3.57it/s][2025-07-15 09:38:00] person...PCK-Transfer@0.10: 58.54% | PCK-Transfer@0.05: 38.01% | PCK-Transfer@0.15: 70.91%
+
100%|██████████| 12/12 [00:03<00:00,  3.54it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.31it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.52it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.55it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.61it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.68it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.62it/s]
100%|██████████| 7/7 [00:01<00:00,  3.63it/s][2025-07-15 09:38:02] pottedplant...PCK-Transfer@0.10: 53.81% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 68.10%
+
100%|██████████| 7/7 [00:01<00:00,  3.60it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.57it/s][2025-07-15 09:38:03] sheep...PCK-Transfer@0.10: 80.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.56it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.52it/s]
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+[2025-07-15 09:38:16] Weighted Per image PCK0.10: 65.46%, image PCK0.05: 47.42%, image PCK0.01: 74.85%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..bffb03a369b998c991d54270d975ca03db36a8f4
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-11 23:47:23] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_15', 't_0.6_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_15', 't_0.6_layer_15']
+Number of parameters corr net: 120
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+[2025-07-11 23:48:53] Weighted Per image PCK0.10: 80.44%, image PCK0.05: 66.17%, image PCK0.01: 85.36%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_15__t_0.7_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_15__t_0.7_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..f4f41725d5b695bc96dc84e78e8817f293b98c38
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_15__t_0.7_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-15 09:39:51] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_15__t_0.7_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_15', 't_0.6_layer_15', 't_0.7_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_15', 't_0.6_layer_15', 't_0.7_layer_5']
+Number of parameters corr net: 120
+
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 80%|████████  | 24/30 [00:06<00:01,  3.55it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.53it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.51it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.46it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.44it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.45it/s]
100%|██████████| 30/30 [00:08<00:00,  3.51it/s][2025-07-15 09:40:07] bicycle...PCK-Transfer@0.10: 83.36% | PCK-Transfer@0.05: 67.61% | PCK-Transfer@0.15: 88.21%
+
100%|██████████| 30/30 [00:08<00:00,  3.48it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.42it/s]
 20%|██        | 2/10 [00:00<00:02,  3.43it/s]
 30%|███       | 3/10 [00:00<00:02,  3.41it/s]
 40%|████      | 4/10 [00:01<00:01,  3.43it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.48it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.44it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.47it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.45it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.49it/s]
100%|██████████| 10/10 [00:02<00:00,  3.45it/s][2025-07-15 09:40:10] bird...PCK-Transfer@0.10: 78.14% | PCK-Transfer@0.05: 57.67% | PCK-Transfer@0.15: 90.56%
+
100%|██████████| 10/10 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.59it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.61it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.58it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.46it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.44it/s]
100%|██████████| 6/6 [00:01<00:00,  3.51it/s][2025-07-15 09:40:12] boat...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 43.06% | PCK-Transfer@0.15: 76.39%
+
100%|██████████| 6/6 [00:01<00:00,  3.51it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.50it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.65it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.59it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.56it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.56it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.45it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.57it/s]
100%|██████████| 8/8 [00:02<00:00,  3.52it/s][2025-07-15 09:40:14] bottle...PCK-Transfer@0.10: 65.62% | PCK-Transfer@0.05: 45.31% | PCK-Transfer@0.15: 76.56%
+
100%|██████████| 8/8 [00:02<00:00,  3.54it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.74it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.64it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.54it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.50it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.54it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.43it/s]
 22%|██▏       | 7/32 [00:01<00:07,  3.47it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.45it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.44it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.53it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.54it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.55it/s]
 41%|████      | 13/32 [00:03<00:05,  3.51it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.48it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.53it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.53it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.58it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.58it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.59it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.58it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.56it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.62it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.63it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.57it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.51it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.57it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.51it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.33it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.40it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.45it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.40it/s]
100%|██████████| 32/32 [00:09<00:00,  3.40it/s][2025-07-15 09:40:23] bus...PCK-Transfer@0.10: 76.41% | PCK-Transfer@0.05: 61.82% | PCK-Transfer@0.15: 83.18%
+
100%|██████████| 32/32 [00:09<00:00,  3.50it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.32it/s]
 11%|█         | 2/19 [00:00<00:05,  3.24it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.33it/s]
 21%|██        | 4/19 [00:01<00:04,  3.37it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.39it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.49it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.53it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.47it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.50it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.43it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.41it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.48it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.48it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.44it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.54it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.55it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.60it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.56it/s]
100%|██████████| 19/19 [00:05<00:00,  3.52it/s][2025-07-15 09:40:29] car...PCK-Transfer@0.10: 89.76% | PCK-Transfer@0.05: 78.96% | PCK-Transfer@0.15: 92.62%
+
100%|██████████| 19/19 [00:05<00:00,  3.47it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.39it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.48it/s]
 11%|█         | 3/27 [00:00<00:06,  3.58it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.48it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.50it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.53it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.51it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.50it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.54it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.34it/s]
 41%|████      | 11/27 [00:03<00:04,  3.35it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.34it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.41it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.42it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.48it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.53it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.46it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.42it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.44it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.53it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.57it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.57it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.45it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.23it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.29it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.34it/s]
100%|██████████| 27/27 [00:07<00:00,  3.31it/s][2025-07-15 09:40:36] cat...PCK-Transfer@0.10: 77.63% | PCK-Transfer@0.05: 62.51% | PCK-Transfer@0.15: 80.59%
+
100%|██████████| 27/27 [00:07<00:00,  3.43it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.23it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.14it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.13it/s]
 31%|███       | 4/13 [00:01<00:02,  3.24it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.35it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.41it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.41it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.33it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.34it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.35it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.38it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.44it/s]
100%|██████████| 13/13 [00:03<00:00,  3.44it/s][2025-07-15 09:40:40] chair...PCK-Transfer@0.10: 50.71% | PCK-Transfer@0.05: 31.50% | PCK-Transfer@0.15: 60.15%
+
100%|██████████| 13/13 [00:03<00:00,  3.36it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.46it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.26it/s]
100%|██████████| 3/3 [00:00<00:00,  3.31it/s][2025-07-15 09:40:41] cow...PCK-Transfer@0.10: 77.08% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.31it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.88it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.15it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.28it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.31it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.39it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.42it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.43it/s]
100%|██████████| 8/8 [00:02<00:00,  3.42it/s][2025-07-15 09:40:44] diningtable...PCK-Transfer@0.10: 46.35% | PCK-Transfer@0.05: 34.90% | PCK-Transfer@0.15: 57.81%
+
100%|██████████| 8/8 [00:02<00:00,  3.35it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.42it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.43it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.51it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.43it/s]
 21%|██        | 5/24 [00:01<00:05,  3.47it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.47it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.49it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.46it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.46it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.40it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.29it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.32it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.36it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.29it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.36it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.39it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.40it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.45it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.47it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.52it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.47it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.35it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.38it/s]
100%|██████████| 24/24 [00:07<00:00,  3.41it/s][2025-07-15 09:40:51] dog...PCK-Transfer@0.10: 72.67% | PCK-Transfer@0.05: 56.43% | PCK-Transfer@0.15: 84.52%
+
100%|██████████| 24/24 [00:07<00:00,  3.41it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.52it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.51it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.41it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.38it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.46it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.52it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.54it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.55it/s]
100%|██████████| 9/9 [00:02<00:00,  3.48it/s][2025-07-15 09:40:53] horse...PCK-Transfer@0.10: 81.83% | PCK-Transfer@0.05: 62.14% | PCK-Transfer@0.15: 87.65%
+
100%|██████████| 9/9 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.31it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.40it/s]
 11%|█         | 3/27 [00:00<00:06,  3.47it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.49it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.35it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.37it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.38it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.44it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.47it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.48it/s]
 41%|████      | 11/27 [00:03<00:04,  3.48it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.44it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.42it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.41it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.39it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.30it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.30it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.32it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.36it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.41it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.42it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.39it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.40it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.42it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.37it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.42it/s]
100%|██████████| 27/27 [00:07<00:00,  3.45it/s][2025-07-15 09:41:01] motorbike...PCK-Transfer@0.10: 83.41% | PCK-Transfer@0.05: 57.22% | PCK-Transfer@0.15: 92.39%
+
100%|██████████| 27/27 [00:07<00:00,  3.41it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.53it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.39it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.34it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.32it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.40it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.44it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.49it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.48it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.50it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.49it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.50it/s]
100%|██████████| 12/12 [00:03<00:00,  3.45it/s][2025-07-15 09:41:05] person...PCK-Transfer@0.10: 54.51% | PCK-Transfer@0.05: 35.44% | PCK-Transfer@0.15: 68.83%
+
100%|██████████| 12/12 [00:03<00:00,  3.45it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.59it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.57it/s]
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100%|██████████| 7/7 [00:02<00:00,  3.40it/s][2025-07-15 09:41:07] pottedplant...PCK-Transfer@0.10: 43.81% | PCK-Transfer@0.05: 29.05% | PCK-Transfer@0.15: 55.71%
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100%|██████████| 20/20 [00:05<00:00,  3.50it/s][2025-07-15 09:41:17] train...PCK-Transfer@0.10: 70.75% | PCK-Transfer@0.05: 47.50% | PCK-Transfer@0.15: 78.75%
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100%|██████████| 15/15 [00:04<00:00,  3.45it/s][2025-07-15 09:41:21] tvmonitor...PCK-Transfer@0.10: 30.56% | PCK-Transfer@0.05: 22.22% | PCK-Transfer@0.15: 47.22%
+
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+[2025-07-15 09:41:21] Weighted Per image PCK0.10: 70.68%, image PCK0.05: 54.11%, image PCK0.01: 79.85%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..7d38478e27dcb4a8c4641243d6970156efacc82b
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-11 23:47:31] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_15', 't_0.6_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_15', 't_0.6_layer_18']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.53it/s][2025-07-11 23:49:00] tvmonitor...PCK-Transfer@0.10: 48.89% | PCK-Transfer@0.05: 38.89% | PCK-Transfer@0.15: 57.22%
+
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+[2025-07-11 23:49:00] Weighted Per image PCK0.10: 77.13%, image PCK0.05: 60.87%, image PCK0.01: 82.92%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_18__t_0.8_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_18__t_0.8_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..f29d3b427c1b42b98effcc46ab30b9401537e88f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_18__t_0.8_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 10:03:16] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_18__t_0.8_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_15', 't_0.6_layer_18', 't_0.8_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_15', 't_0.6_layer_18', 't_0.8_layer_11']
+Number of parameters corr net: 120
+
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 27%|██▋       | 8/30 [00:02<00:06,  3.43it/s]
 30%|███       | 9/30 [00:02<00:06,  3.47it/s]
 33%|███▎      | 10/30 [00:02<00:05,  3.50it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.47it/s]
 40%|████      | 12/30 [00:03<00:05,  3.39it/s]
 43%|████▎     | 13/30 [00:03<00:04,  3.42it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.48it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.38it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.38it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.26it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.30it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.33it/s]
 67%|██████▋   | 20/30 [00:05<00:03,  3.33it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.39it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.42it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.35it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.29it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.32it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.28it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.31it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.31it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.32it/s]
100%|██████████| 30/30 [00:08<00:00,  3.30it/s][2025-07-15 10:03:32] bicycle...PCK-Transfer@0.10: 76.73% | PCK-Transfer@0.05: 65.82% | PCK-Transfer@0.15: 81.58%
+
100%|██████████| 30/30 [00:08<00:00,  3.34it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.02it/s]
 20%|██        | 2/10 [00:00<00:02,  3.21it/s]
 30%|███       | 3/10 [00:00<00:02,  3.27it/s]
 40%|████      | 4/10 [00:01<00:01,  3.21it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.31it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.27it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.38it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.45it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.33it/s]
100%|██████████| 10/10 [00:03<00:00,  3.32it/s][2025-07-15 10:03:35] bird...PCK-Transfer@0.10: 64.69% | PCK-Transfer@0.05: 44.69% | PCK-Transfer@0.15: 82.72%
+
100%|██████████| 10/10 [00:03<00:00,  3.30it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.43it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.43it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.41it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.33it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.36it/s]
100%|██████████| 6/6 [00:01<00:00,  3.28it/s][2025-07-15 10:03:37] boat...PCK-Transfer@0.10: 36.11% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 58.33%
+
100%|██████████| 6/6 [00:01<00:00,  3.33it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.07it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.40it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.38it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.41it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.49it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.49it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.50it/s]
100%|██████████| 8/8 [00:02<00:00,  3.47it/s][2025-07-15 10:03:39] bottle...PCK-Transfer@0.10: 48.44% | PCK-Transfer@0.05: 34.38% | PCK-Transfer@0.15: 59.38%
+
100%|██████████| 8/8 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  3.02it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.28it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.30it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.32it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.44it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.44it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.46it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.45it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.48it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.53it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.59it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.60it/s]
 41%|████      | 13/32 [00:03<00:05,  3.55it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.45it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.48it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.49it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.54it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.59it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.60it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.58it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.57it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.64it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.57it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.54it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.46it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.50it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.50it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.56it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.59it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.59it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.54it/s]
100%|██████████| 32/32 [00:09<00:00,  3.53it/s][2025-07-15 10:03:48] bus...PCK-Transfer@0.10: 64.84% | PCK-Transfer@0.05: 50.26% | PCK-Transfer@0.15: 75.78%
+
100%|██████████| 32/32 [00:09<00:00,  3.51it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.35it/s]
 11%|█         | 2/19 [00:00<00:04,  3.53it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.54it/s]
 21%|██        | 4/19 [00:01<00:04,  3.55it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.40it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.51it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.63it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.54it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.50it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.46it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.50it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.57it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.58it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.57it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.65it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.66it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.67it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.64it/s]
100%|██████████| 19/19 [00:05<00:00,  3.60it/s][2025-07-15 10:03:54] car...PCK-Transfer@0.10: 82.36% | PCK-Transfer@0.05: 68.92% | PCK-Transfer@0.15: 85.18%
+
100%|██████████| 19/19 [00:05<00:00,  3.56it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.07it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.36it/s]
 11%|█         | 3/27 [00:00<00:07,  3.07it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.17it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.32it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.43it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.48it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.53it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.59it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.61it/s]
 41%|████      | 11/27 [00:03<00:04,  3.60it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.58it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.64it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.64it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.70it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.75it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.67it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.63it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.62it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.67it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.65it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.68it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.64it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.63it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.63it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.62it/s]
100%|██████████| 27/27 [00:07<00:00,  3.63it/s][2025-07-15 10:04:01] cat...PCK-Transfer@0.10: 76.65% | PCK-Transfer@0.05: 58.45% | PCK-Transfer@0.15: 81.86%
+
100%|██████████| 27/27 [00:07<00:00,  3.57it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.69it/s]
 15%|█▌        | 2/13 [00:00<00:03,  2.80it/s]
 23%|██▎       | 3/13 [00:01<00:03,  3.03it/s]
 31%|███       | 4/13 [00:01<00:02,  3.22it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.31it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.39it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.45it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.44it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.47it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.47it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.49it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.54it/s]
100%|██████████| 13/13 [00:03<00:00,  3.54it/s][2025-07-15 10:04:05] chair...PCK-Transfer@0.10: 30.62% | PCK-Transfer@0.05: 20.17% | PCK-Transfer@0.15: 36.99%
+
100%|██████████| 13/13 [00:03<00:00,  3.38it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.46it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.55it/s]
100%|██████████| 3/3 [00:00<00:00,  3.57it/s][2025-07-15 10:04:06] cow...PCK-Transfer@0.10: 83.33% | PCK-Transfer@0.05: 68.75% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.55it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.35it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.42it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.52it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.51it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.55it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.52it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.57it/s]
100%|██████████| 8/8 [00:02<00:00,  3.55it/s][2025-07-15 10:04:08] diningtable...PCK-Transfer@0.10: 34.37% | PCK-Transfer@0.05: 16.15% | PCK-Transfer@0.15: 58.85%
+
100%|██████████| 8/8 [00:02<00:00,  3.53it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:08,  2.80it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.18it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.34it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.36it/s]
 21%|██        | 5/24 [00:01<00:05,  3.37it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.45it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.51it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.55it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.55it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.52it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.54it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.55it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.58it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.58it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.63it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.63it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.64it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.65it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.64it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.68it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.66it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.63it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.63it/s]
100%|██████████| 24/24 [00:06<00:00,  3.63it/s][2025-07-15 10:04:15] dog...PCK-Transfer@0.10: 64.93% | PCK-Transfer@0.05: 48.77% | PCK-Transfer@0.15: 81.82%
+
100%|██████████| 24/24 [00:06<00:00,  3.55it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  2.76it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.13it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.28it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.36it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.47it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.54it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.64it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.64it/s]
100%|██████████| 9/9 [00:02<00:00,  3.61it/s][2025-07-15 10:04:18] horse...PCK-Transfer@0.10: 69.26% | PCK-Transfer@0.05: 45.21% | PCK-Transfer@0.15: 78.65%
+
100%|██████████| 9/9 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.11it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.31it/s]
 11%|█         | 3/27 [00:00<00:07,  3.40it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.46it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.49it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.60it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.58it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.62it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.65it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.67it/s]
 41%|████      | 11/27 [00:03<00:04,  3.67it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.64it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.60it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.62it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.63it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.65it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.67it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.66it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.63it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.66it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.65it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.61it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.63it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.61it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.56it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.57it/s]
100%|██████████| 27/27 [00:07<00:00,  3.57it/s][2025-07-15 10:04:25] motorbike...PCK-Transfer@0.10: 74.86% | PCK-Transfer@0.05: 52.04% | PCK-Transfer@0.15: 81.21%
+
100%|██████████| 27/27 [00:07<00:00,  3.59it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  2.79it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.05it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.81it/s][2025-07-15 10:04:40] train...PCK-Transfer@0.10: 63.50% | PCK-Transfer@0.05: 37.25% | PCK-Transfer@0.15: 74.50%
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100%|██████████| 15/15 [00:04<00:00,  3.70it/s][2025-07-15 10:04:44] tvmonitor...PCK-Transfer@0.10: 31.67% | PCK-Transfer@0.05: 23.33% | PCK-Transfer@0.15: 36.67%
+
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+[2025-07-15 10:04:44] Weighted Per image PCK0.10: 62.02%, image PCK0.05: 45.45%, image PCK0.01: 72.07%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_18__t_0.8_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_18__t_0.8_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..30490edd0f11065b20d200810745cd85926c5910
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_18__t_0.8_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 10:04:47] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_18__t_0.8_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_15', 't_0.6_layer_18', 't_0.8_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_15', 't_0.6_layer_18', 't_0.8_layer_12']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:08<00:00,  3.49it/s][2025-07-15 10:05:19] bus...PCK-Transfer@0.10: 65.99% | PCK-Transfer@0.05: 51.41% | PCK-Transfer@0.15: 75.89%
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+
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+[2025-07-15 10:06:14] Weighted Per image PCK0.10: 64.27%, image PCK0.05: 47.31%, image PCK0.01: 73.81%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..53fb17eaf1ffd532aed53b2fdf998afae2f323ae
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-11 23:47:33] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_15', 't_0.6_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_15', 't_0.6_layer_18']
+Number of parameters corr net: 120
+
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 73%|███████▎  | 11/15 [00:04<00:01,  3.29it/s]
 80%|████████  | 12/15 [00:04<00:00,  3.36it/s]
 87%|████████▋ | 13/15 [00:04<00:00,  3.38it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.47it/s]
100%|██████████| 15/15 [00:05<00:00,  3.47it/s][2025-07-11 23:47:40] aeroplane...PCK-Transfer@0.10: 66.60% | PCK-Transfer@0.05: 49.18% | PCK-Transfer@0.15: 77.40%
+
100%|██████████| 15/15 [00:05<00:00,  2.70it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:08,  3.45it/s]
  7%|▋         | 2/30 [00:00<00:08,  3.49it/s]
 10%|█         | 3/30 [00:00<00:08,  3.36it/s]
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 17%|█▋        | 5/30 [00:01<00:07,  3.43it/s]
 20%|██        | 6/30 [00:01<00:06,  3.44it/s]
 23%|██▎       | 7/30 [00:02<00:06,  3.49it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.55it/s]
 30%|███       | 9/30 [00:02<00:05,  3.56it/s]
 33%|███▎      | 10/30 [00:02<00:05,  3.59it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.47it/s]
 40%|████      | 12/30 [00:03<00:05,  3.44it/s]
 43%|████▎     | 13/30 [00:03<00:04,  3.45it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.49it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.48it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.45it/s]
 57%|█████▋    | 17/30 [00:04<00:03,  3.45it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.47it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.50it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.53it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.54it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.57it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.50it/s]
 80%|████████  | 24/30 [00:06<00:01,  3.54it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.52it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.48it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.50it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.49it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.43it/s]
100%|██████████| 30/30 [00:08<00:00,  3.50it/s][2025-07-11 23:47:48] bicycle...PCK-Transfer@0.10: 68.24% | PCK-Transfer@0.05: 57.33% | PCK-Transfer@0.15: 71.88%
+
100%|██████████| 30/30 [00:08<00:00,  3.49it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.24it/s]
 20%|██        | 2/10 [00:00<00:02,  3.36it/s]
 30%|███       | 3/10 [00:00<00:02,  3.38it/s]
 40%|████      | 4/10 [00:01<00:01,  3.45it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.48it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.46it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.42it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.43it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.43it/s]
100%|██████████| 10/10 [00:02<00:00,  3.32it/s][2025-07-11 23:47:51] bird...PCK-Transfer@0.10: 61.08% | PCK-Transfer@0.05: 37.97% | PCK-Transfer@0.15: 80.36%
+
100%|██████████| 10/10 [00:02<00:00,  3.39it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.70it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.65it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.54it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.50it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.42it/s]
100%|██████████| 6/6 [00:01<00:00,  3.51it/s][2025-07-11 23:47:53] boat...PCK-Transfer@0.10: 33.33% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 52.78%
+
100%|██████████| 6/6 [00:01<00:00,  3.52it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.33it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.59it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.53it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.54it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.54it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.54it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.61it/s]
100%|██████████| 8/8 [00:02<00:00,  3.54it/s][2025-07-11 23:47:55] bottle...PCK-Transfer@0.10: 40.62% | PCK-Transfer@0.05: 28.12% | PCK-Transfer@0.15: 46.88%
+
100%|██████████| 8/8 [00:02<00:00,  3.54it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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  6%|▋         | 2/32 [00:00<00:08,  3.39it/s]
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 12%|█▎        | 4/32 [00:01<00:08,  3.47it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.54it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.53it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.49it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.32it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.43it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.47it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.51it/s]
 41%|████      | 13/32 [00:03<00:05,  3.51it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.38it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.46it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.45it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.55it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.54it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.52it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.51it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.48it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.56it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.55it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.36it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.36it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.45it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.47it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.51it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.51it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.55it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.52it/s]
100%|██████████| 32/32 [00:09<00:00,  3.51it/s][2025-07-11 23:48:05] bus...PCK-Transfer@0.10: 55.73% | PCK-Transfer@0.05: 42.71% | PCK-Transfer@0.15: 65.36%
+
100%|██████████| 32/32 [00:09<00:00,  3.48it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.88it/s]
 11%|█         | 2/19 [00:00<00:05,  3.17it/s]
 16%|█▌        | 3/19 [00:00<00:05,  3.09it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.30it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.28it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.27it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.35it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.34it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.17it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.13it/s]
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 74%|███████▎  | 14/19 [00:04<00:01,  3.27it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.38it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.44it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.49it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.49it/s]
100%|██████████| 19/19 [00:05<00:00,  3.47it/s][2025-07-11 23:48:10] car...PCK-Transfer@0.10: 70.67% | PCK-Transfer@0.05: 59.23% | PCK-Transfer@0.15: 74.67%
+
100%|██████████| 19/19 [00:05<00:00,  3.30it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:12,  2.07it/s]
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 15%|█▍        | 4/27 [00:01<00:07,  2.94it/s]
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 22%|██▏       | 6/27 [00:02<00:06,  3.10it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.15it/s]
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 37%|███▋      | 10/27 [00:03<00:05,  3.36it/s]
 41%|████      | 11/27 [00:03<00:04,  3.28it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.23it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.49it/s]
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 67%|██████▋   | 18/27 [00:05<00:02,  3.52it/s]
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 74%|███████▍  | 20/27 [00:06<00:01,  3.51it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.53it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.58it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.50it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.42it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.47it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.47it/s]
100%|██████████| 27/27 [00:08<00:00,  3.41it/s][2025-07-11 23:48:18] cat...PCK-Transfer@0.10: 70.90% | PCK-Transfer@0.05: 54.54% | PCK-Transfer@0.15: 76.01%
+
100%|██████████| 27/27 [00:08<00:00,  3.32it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.76it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.06it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.25it/s]
 31%|███       | 4/13 [00:01<00:02,  3.34it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.36it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.42it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.33it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.28it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.29it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.35it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.32it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.34it/s]
100%|██████████| 13/13 [00:03<00:00,  3.37it/s][2025-07-11 23:48:22] chair...PCK-Transfer@0.10: 24.96% | PCK-Transfer@0.05: 16.32% | PCK-Transfer@0.15: 30.56%
+
100%|██████████| 13/13 [00:03<00:00,  3.31it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.45it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  2.99it/s]
100%|██████████| 3/3 [00:01<00:00,  2.94it/s][2025-07-11 23:48:23] cow...PCK-Transfer@0.10: 77.08% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 89.58%
+
100%|██████████| 3/3 [00:01<00:00,  2.89it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.46it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.29it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.44it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.42it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.48it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.54it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.51it/s]
100%|██████████| 8/8 [00:02<00:00,  3.54it/s][2025-07-11 23:48:26] diningtable...PCK-Transfer@0.10: 24.48% | PCK-Transfer@0.05: 10.94% | PCK-Transfer@0.15: 50.52%
+
100%|██████████| 8/8 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
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 12%|█▎        | 3/24 [00:00<00:06,  3.27it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.29it/s]
 21%|██        | 5/24 [00:01<00:05,  3.31it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.37it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.41it/s]
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 38%|███▊      | 9/24 [00:02<00:04,  3.47it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.34it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.35it/s]
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 58%|█████▊    | 14/24 [00:04<00:03,  3.28it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.24it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.22it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.19it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.31it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.26it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.30it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.31it/s]
100%|██████████| 24/24 [00:07<00:00,  3.32it/s][2025-07-11 23:48:33] dog...PCK-Transfer@0.10: 58.42% | PCK-Transfer@0.05: 45.26% | PCK-Transfer@0.15: 72.26%
+
100%|██████████| 24/24 [00:07<00:00,  3.30it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  2.87it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.12it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.25it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.31it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.38it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.46it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.52it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.55it/s]
100%|██████████| 9/9 [00:02<00:00,  3.56it/s][2025-07-11 23:48:36] horse...PCK-Transfer@0.10: 67.12% | PCK-Transfer@0.05: 40.85% | PCK-Transfer@0.15: 74.13%
+
100%|██████████| 9/9 [00:02<00:00,  3.43it/s]
+
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+
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100%|██████████| 7/7 [00:01<00:00,  3.62it/s][2025-07-11 23:48:49] pottedplant...PCK-Transfer@0.10: 36.67% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 53.81%
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100%|██████████| 13/13 [00:03<00:00,  3.43it/s][2025-07-11 23:48:53] sofa...PCK-Transfer@0.10: 30.58% | PCK-Transfer@0.05: 14.98% | PCK-Transfer@0.15: 44.07%
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100%|██████████| 20/20 [00:05<00:00,  3.76it/s][2025-07-11 23:48:58] train...PCK-Transfer@0.10: 59.50% | PCK-Transfer@0.05: 32.25% | PCK-Transfer@0.15: 71.50%
+
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100%|██████████| 15/15 [00:04<00:00,  3.61it/s][2025-07-11 23:49:03] tvmonitor...PCK-Transfer@0.10: 28.33% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 33.33%
+
100%|██████████| 15/15 [00:04<00:00,  3.53it/s]
+[2025-07-11 23:49:03] Weighted Per image PCK0.10: 55.82%, image PCK0.05: 39.95%, image PCK0.01: 65.10%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_9__t_0.7_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_9__t_0.7_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..699e5d3d9203c9f041be76a329dfdb85d7bc83d3
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_9__t_0.7_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-15 08:15:46] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_9__t_0.7_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_15', 't_0.6_layer_9', 't_0.7_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_15', 't_0.6_layer_9', 't_0.7_layer_10']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.40it/s][2025-07-15 08:16:19] bus...PCK-Transfer@0.10: 85.78% | PCK-Transfer@0.05: 75.36% | PCK-Transfer@0.15: 88.39%
+
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100%|██████████| 19/19 [00:05<00:00,  3.37it/s][2025-07-15 08:16:24] car...PCK-Transfer@0.10: 94.97% | PCK-Transfer@0.05: 85.04% | PCK-Transfer@0.15: 96.20%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.40it/s][2025-07-15 08:16:32] cat...PCK-Transfer@0.10: 84.77% | PCK-Transfer@0.05: 70.41% | PCK-Transfer@0.15: 87.65%
+
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+
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100%|██████████| 13/13 [00:03<00:00,  3.49it/s][2025-07-15 08:16:36] chair...PCK-Transfer@0.10: 56.71% | PCK-Transfer@0.05: 38.35% | PCK-Transfer@0.15: 65.45%
+
100%|██████████| 13/13 [00:03<00:00,  3.48it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.47it/s][2025-07-15 08:16:37] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 72.92% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.47it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.47it/s][2025-07-15 08:16:39] diningtable...PCK-Transfer@0.10: 52.60% | PCK-Transfer@0.05: 30.21% | PCK-Transfer@0.15: 69.27%
+
100%|██████████| 8/8 [00:02<00:00,  3.47it/s]
+
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100%|██████████| 24/24 [00:06<00:00,  3.49it/s][2025-07-15 08:16:46] dog...PCK-Transfer@0.10: 82.47% | PCK-Transfer@0.05: 65.34% | PCK-Transfer@0.15: 88.67%
+
100%|██████████| 24/24 [00:06<00:00,  3.46it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.45it/s][2025-07-15 08:16:49] horse...PCK-Transfer@0.10: 82.35% | PCK-Transfer@0.05: 62.28% | PCK-Transfer@0.15: 86.59%
+
100%|██████████| 9/9 [00:02<00:00,  3.48it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.54it/s][2025-07-15 08:16:57] motorbike...PCK-Transfer@0.10: 88.06% | PCK-Transfer@0.05: 64.98% | PCK-Transfer@0.15: 92.80%
+
100%|██████████| 27/27 [00:07<00:00,  3.45it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.49it/s][2025-07-15 08:17:00] person...PCK-Transfer@0.10: 66.34% | PCK-Transfer@0.05: 49.90% | PCK-Transfer@0.15: 76.62%
+
100%|██████████| 12/12 [00:03<00:00,  3.51it/s]
+
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100%|██████████| 7/7 [00:02<00:00,  3.42it/s][2025-07-15 08:17:02] pottedplant...PCK-Transfer@0.10: 50.95% | PCK-Transfer@0.05: 34.29% | PCK-Transfer@0.15: 62.86%
+
100%|██████████| 7/7 [00:02<00:00,  3.38it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.43it/s][2025-07-15 08:17:02] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.42it/s]
+
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 62%|██████▏   | 8/13 [00:02<00:01,  3.50it/s]
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 92%|█████████▏| 12/13 [00:03<00:00,  3.53it/s]
100%|██████████| 13/13 [00:03<00:00,  3.54it/s][2025-07-15 08:17:06] sofa...PCK-Transfer@0.10: 66.46% | PCK-Transfer@0.05: 44.23% | PCK-Transfer@0.15: 78.63%
+
100%|██████████| 13/13 [00:03<00:00,  3.51it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.41it/s][2025-07-15 08:17:12] train...PCK-Transfer@0.10: 77.00% | PCK-Transfer@0.05: 57.50% | PCK-Transfer@0.15: 84.00%
+
100%|██████████| 20/20 [00:05<00:00,  3.41it/s]
+
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 87%|████████▋ | 13/15 [00:03<00:00,  3.46it/s]
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100%|██████████| 15/15 [00:04<00:00,  3.46it/s][2025-07-15 08:17:16] tvmonitor...PCK-Transfer@0.10: 46.11% | PCK-Transfer@0.05: 30.00% | PCK-Transfer@0.15: 52.78%
+
100%|██████████| 15/15 [00:04<00:00,  3.46it/s]
+[2025-07-15 08:17:16] Weighted Per image PCK0.10: 78.53%, image PCK0.05: 61.66%, image PCK0.01: 84.38%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_9__t_0.7_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_9__t_0.7_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..4f9b3e297fcf29601e95ae4868e3be7e3196c3a6
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_9__t_0.7_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-15 08:14:14] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_15__t_0.6_layer_9__t_0.7_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_15', 't_0.6_layer_9', 't_0.7_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_15', 't_0.6_layer_9', 't_0.7_layer_5']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:01<00:00,  3.53it/s][2025-07-15 08:15:30] pottedplant...PCK-Transfer@0.10: 46.67% | PCK-Transfer@0.05: 29.52% | PCK-Transfer@0.15: 60.95%
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100%|██████████| 15/15 [00:04<00:00,  3.51it/s][2025-07-15 08:15:44] tvmonitor...PCK-Transfer@0.10: 25.56% | PCK-Transfer@0.05: 14.44% | PCK-Transfer@0.15: 38.89%
+
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+[2025-07-15 08:15:44] Weighted Per image PCK0.10: 71.01%, image PCK0.05: 52.43%, image PCK0.01: 80.34%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.7_layer_11__t_0.8_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.7_layer_11__t_0.8_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..b841ea3b9086604c4d017593fadc05d67b9b0f72
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.7_layer_11__t_0.8_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 11:04:00] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_15__t_0.7_layer_11__t_0.8_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_15', 't_0.7_layer_11', 't_0.8_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_15', 't_0.7_layer_11', 't_0.8_layer_9']
+Number of parameters corr net: 120
+
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 53%|█████▎    | 17/32 [00:05<00:04,  3.45it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.50it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.48it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.48it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.39it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.44it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.51it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.47it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.38it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.46it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.49it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.54it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.52it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.53it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.48it/s]
100%|██████████| 32/32 [00:09<00:00,  3.45it/s][2025-07-15 11:04:32] bus...PCK-Transfer@0.10: 71.35% | PCK-Transfer@0.05: 57.55% | PCK-Transfer@0.15: 83.18%
+
100%|██████████| 32/32 [00:09<00:00,  3.43it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:07,  2.31it/s]
 11%|█         | 2/19 [00:00<00:05,  2.93it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.39it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.52it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.51it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.39it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.38it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.42it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.51it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.55it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.55it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.62it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.65it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.67it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.64it/s]
100%|██████████| 19/19 [00:05<00:00,  3.61it/s][2025-07-15 11:04:38] car...PCK-Transfer@0.10: 90.02% | PCK-Transfer@0.05: 80.04% | PCK-Transfer@0.15: 92.94%
+
100%|██████████| 19/19 [00:05<00:00,  3.45it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.36it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.50it/s]
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 63%|██████▎   | 17/27 [00:04<00:02,  3.56it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.57it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.58it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.65it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.66it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.70it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.68it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.66it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.65it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.60it/s]
100%|██████████| 27/27 [00:07<00:00,  3.61it/s][2025-07-15 11:04:46] cat...PCK-Transfer@0.10: 79.69% | PCK-Transfer@0.05: 63.48% | PCK-Transfer@0.15: 85.90%
+
100%|██████████| 27/27 [00:07<00:00,  3.57it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.86it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.19it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.26it/s]
 31%|███       | 4/13 [00:01<00:02,  3.36it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.42it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.50it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.50it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.49it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.52it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.52it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.49it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.55it/s]
100%|██████████| 13/13 [00:03<00:00,  3.53it/s][2025-07-15 11:04:49] chair...PCK-Transfer@0.10: 46.65% | PCK-Transfer@0.05: 29.34% | PCK-Transfer@0.15: 55.00%
+
100%|██████████| 13/13 [00:03<00:00,  3.46it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.31it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.51it/s]
100%|██████████| 3/3 [00:00<00:00,  3.56it/s][2025-07-15 11:04:50] cow...PCK-Transfer@0.10: 85.42% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.52it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.02it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.30it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.44it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.43it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.49it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.55it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.60it/s]
100%|██████████| 8/8 [00:02<00:00,  3.60it/s][2025-07-15 11:04:52] diningtable...PCK-Transfer@0.10: 43.75% | PCK-Transfer@0.05: 19.27% | PCK-Transfer@0.15: 63.54%
+
100%|██████████| 8/8 [00:02<00:00,  3.51it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.53it/s]
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 12%|█▎        | 3/24 [00:00<00:05,  3.61it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.54it/s]
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 25%|██▌       | 6/24 [00:01<00:05,  3.59it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.62it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.47it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.50it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.58it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.55it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.59it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.60it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.57it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.59it/s]
100%|██████████| 24/24 [00:06<00:00,  3.59it/s][2025-07-15 11:04:59] dog...PCK-Transfer@0.10: 71.18% | PCK-Transfer@0.05: 51.59% | PCK-Transfer@0.15: 86.02%
+
100%|██████████| 24/24 [00:06<00:00,  3.56it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.35it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.43it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.41it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.53it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.64it/s]
100%|██████████| 9/9 [00:02<00:00,  3.61it/s][2025-07-15 11:05:02] horse...PCK-Transfer@0.10: 80.37% | PCK-Transfer@0.05: 52.22% | PCK-Transfer@0.15: 86.32%
+
100%|██████████| 9/9 [00:02<00:00,  3.55it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.64it/s]
 41%|████      | 11/27 [00:03<00:04,  3.62it/s]
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 81%|████████▏ | 22/27 [00:06<00:01,  3.59it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.59it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.57it/s][2025-07-15 11:05:09] motorbike...PCK-Transfer@0.10: 77.81% | PCK-Transfer@0.05: 57.43% | PCK-Transfer@0.15: 87.04%
+
100%|██████████| 27/27 [00:07<00:00,  3.59it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
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 25%|██▌       | 3/12 [00:00<00:02,  3.21it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.43it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.52it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.60it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.60it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.64it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.64it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.68it/s]
100%|██████████| 12/12 [00:03<00:00,  3.64it/s][2025-07-15 11:05:13] person...PCK-Transfer@0.10: 53.13% | PCK-Transfer@0.05: 39.29% | PCK-Transfer@0.15: 65.99%
+
100%|██████████| 12/12 [00:03<00:00,  3.50it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.27it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.46it/s]
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 86%|████████▌ | 6/7 [00:01<00:00,  3.66it/s]
100%|██████████| 7/7 [00:01<00:00,  3.67it/s][2025-07-15 11:05:15] pottedplant...PCK-Transfer@0.10: 41.43% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 63.33%
+
100%|██████████| 7/7 [00:01<00:00,  3.62it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.23it/s][2025-07-15 11:05:15] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.22it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.50it/s]
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 85%|████████▍ | 11/13 [00:03<00:00,  3.52it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.50it/s]
100%|██████████| 13/13 [00:03<00:00,  3.49it/s][2025-07-15 11:05:19] sofa...PCK-Transfer@0.10: 41.90% | PCK-Transfer@0.05: 25.96% | PCK-Transfer@0.15: 57.50%
+
100%|██████████| 13/13 [00:03<00:00,  3.47it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.76it/s]
 45%|████▌     | 9/20 [00:02<00:02,  3.82it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.78it/s]
 55%|█████▌    | 11/20 [00:02<00:02,  3.81it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.75it/s]
 65%|██████▌   | 13/20 [00:03<00:01,  3.78it/s]
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 80%|████████  | 16/20 [00:04<00:01,  3.79it/s]
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 95%|█████████▌| 19/20 [00:05<00:00,  3.70it/s]
100%|██████████| 20/20 [00:05<00:00,  3.76it/s][2025-07-15 11:05:24] train...PCK-Transfer@0.10: 63.50% | PCK-Transfer@0.05: 41.25% | PCK-Transfer@0.15: 76.75%
+
100%|██████████| 20/20 [00:05<00:00,  3.75it/s]
+
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+[2025-07-15 11:05:28] Weighted Per image PCK0.10: 68.52%, image PCK0.05: 50.94%, image PCK0.01: 78.67%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.7_layer_13__t_0.8_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.7_layer_13__t_0.8_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..c816e30b1ebfcf847b0c03a27e7a3978e627bbe3
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.7_layer_13__t_0.8_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-15 11:28:54] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_15__t_0.7_layer_13__t_0.8_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_15', 't_0.7_layer_13', 't_0.8_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_15', 't_0.7_layer_13', 't_0.8_layer_18']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:02<00:00,  3.49it/s][2025-07-15 11:30:09] pottedplant...PCK-Transfer@0.10: 70.95% | PCK-Transfer@0.05: 34.76% | PCK-Transfer@0.15: 80.48%
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+
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100%|██████████| 15/15 [00:04<00:00,  3.53it/s][2025-07-15 11:30:23] tvmonitor...PCK-Transfer@0.10: 38.89% | PCK-Transfer@0.05: 21.67% | PCK-Transfer@0.15: 43.89%
+
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+[2025-07-15 11:30:23] Weighted Per image PCK0.10: 72.64%, image PCK0.05: 54.39%, image PCK0.01: 79.62%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.7_layer_20__t_0.8_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.7_layer_20__t_0.8_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..65ec33954c5b9ec71c4d0475b1ae885349e10250
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.7_layer_20__t_0.8_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 11:52:18] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_15__t_0.7_layer_20__t_0.8_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_15', 't_0.7_layer_20', 't_0.8_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_15', 't_0.7_layer_20', 't_0.8_layer_18']
+Number of parameters corr net: 120
+
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100%|██████████| 6/6 [00:01<00:00,  3.36it/s][2025-07-15 11:52:39] boat...PCK-Transfer@0.10: 31.94% | PCK-Transfer@0.05: 20.83% | PCK-Transfer@0.15: 52.78%
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100%|██████████| 8/8 [00:02<00:00,  3.49it/s][2025-07-15 11:52:41] bottle...PCK-Transfer@0.10: 32.81% | PCK-Transfer@0.05: 18.75% | PCK-Transfer@0.15: 40.62%
+
100%|██████████| 8/8 [00:02<00:00,  3.51it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 47%|████▋     | 15/32 [00:04<00:05,  3.37it/s]
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 59%|█████▉    | 19/32 [00:05<00:03,  3.47it/s]
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 66%|██████▌   | 21/32 [00:06<00:03,  3.51it/s]
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 72%|███████▏  | 23/32 [00:06<00:02,  3.46it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.51it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.56it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.53it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.51it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.47it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.46it/s]
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100%|██████████| 32/32 [00:09<00:00,  3.40it/s][2025-07-15 11:52:51] bus...PCK-Transfer@0.10: 63.39% | PCK-Transfer@0.05: 43.33% | PCK-Transfer@0.15: 72.76%
+
100%|██████████| 32/32 [00:09<00:00,  3.39it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.53it/s]
 11%|█         | 2/19 [00:00<00:05,  3.32it/s]
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 42%|████▏     | 8/19 [00:02<00:03,  3.48it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.51it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.56it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.59it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.55it/s]
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 74%|███████▎  | 14/19 [00:04<00:01,  3.55it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.49it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.45it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.46it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.53it/s]
100%|██████████| 19/19 [00:05<00:00,  3.62it/s][2025-07-15 11:52:56] car...PCK-Transfer@0.10: 74.87% | PCK-Transfer@0.05: 61.33% | PCK-Transfer@0.15: 78.22%
+
100%|██████████| 19/19 [00:05<00:00,  3.50it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 67%|██████▋   | 18/27 [00:05<00:02,  3.54it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.54it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.55it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.55it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.38it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.36it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.30it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.38it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.42it/s]
100%|██████████| 27/27 [00:07<00:00,  3.36it/s][2025-07-15 11:53:04] cat...PCK-Transfer@0.10: 70.52% | PCK-Transfer@0.05: 50.65% | PCK-Transfer@0.15: 78.63%
+
100%|██████████| 27/27 [00:07<00:00,  3.42it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.21it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.51it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.59it/s]
 31%|███       | 4/13 [00:01<00:02,  3.53it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.57it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.51it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.53it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.61it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.66it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.62it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.63it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.63it/s]
100%|██████████| 13/13 [00:03<00:00,  3.65it/s][2025-07-15 11:53:08] chair...PCK-Transfer@0.10: 24.89% | PCK-Transfer@0.05: 16.26% | PCK-Transfer@0.15: 30.24%
+
100%|██████████| 13/13 [00:03<00:00,  3.59it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.42it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.50it/s]
100%|██████████| 3/3 [00:00<00:00,  3.42it/s][2025-07-15 11:53:09] cow...PCK-Transfer@0.10: 77.08% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 87.50%
+
100%|██████████| 3/3 [00:00<00:00,  3.43it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.93it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.29it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.30it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.21it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.27it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.33it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.43it/s]
100%|██████████| 8/8 [00:02<00:00,  3.51it/s][2025-07-15 11:53:11] diningtable...PCK-Transfer@0.10: 36.46% | PCK-Transfer@0.05: 13.02% | PCK-Transfer@0.15: 49.48%
+
100%|██████████| 8/8 [00:02<00:00,  3.37it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
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 50%|█████     | 12/24 [00:03<00:03,  3.64it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.53it/s]
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 88%|████████▊ | 21/24 [00:05<00:00,  3.61it/s]
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 96%|█████████▌| 23/24 [00:06<00:00,  3.64it/s]
100%|██████████| 24/24 [00:06<00:00,  3.65it/s][2025-07-15 11:53:18] dog...PCK-Transfer@0.10: 53.98% | PCK-Transfer@0.05: 38.89% | PCK-Transfer@0.15: 70.31%
+
100%|██████████| 24/24 [00:06<00:00,  3.59it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.46it/s]
100%|██████████| 9/9 [00:02<00:00,  3.53it/s][2025-07-15 11:53:20] horse...PCK-Transfer@0.10: 66.22% | PCK-Transfer@0.05: 39.79% | PCK-Transfer@0.15: 72.04%
+
100%|██████████| 9/9 [00:02<00:00,  3.41it/s]
+
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 81%|████████▏ | 22/27 [00:06<00:01,  3.56it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.54it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.67it/s][2025-07-15 11:53:28] motorbike...PCK-Transfer@0.10: 70.23% | PCK-Transfer@0.05: 47.81% | PCK-Transfer@0.15: 78.03%
+
100%|██████████| 27/27 [00:07<00:00,  3.52it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.44it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.52it/s]
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 67%|██████▋   | 8/12 [00:02<00:01,  3.58it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.59it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.58it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.59it/s]
100%|██████████| 12/12 [00:03<00:00,  3.62it/s][2025-07-15 11:53:31] person...PCK-Transfer@0.10: 44.91% | PCK-Transfer@0.05: 28.01% | PCK-Transfer@0.15: 57.17%
+
100%|██████████| 12/12 [00:03<00:00,  3.56it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:02,  2.32it/s]
 29%|██▊       | 2/7 [00:00<00:01,  2.64it/s]
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 71%|███████▏  | 5/7 [00:01<00:00,  3.29it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.37it/s]
100%|██████████| 7/7 [00:02<00:00,  3.42it/s][2025-07-15 11:53:34] pottedplant...PCK-Transfer@0.10: 49.05% | PCK-Transfer@0.05: 19.52% | PCK-Transfer@0.15: 60.95%
+
100%|██████████| 7/7 [00:02<00:00,  3.20it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  2.04it/s][2025-07-15 11:53:34] sheep...PCK-Transfer@0.10: 80.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  2.04it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.16it/s]
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 85%|████████▍ | 11/13 [00:03<00:00,  3.31it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.23it/s]
100%|██████████| 13/13 [00:04<00:00,  3.19it/s][2025-07-15 11:53:38] sofa...PCK-Transfer@0.10: 37.92% | PCK-Transfer@0.05: 18.77% | PCK-Transfer@0.15: 48.00%
+
100%|██████████| 13/13 [00:04<00:00,  3.09it/s]
+
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+[2025-07-15 11:53:49] Weighted Per image PCK0.10: 57.48%, image PCK0.05: 39.31%, image PCK0.01: 67.33%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.8_layer_10__t_0.8_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.8_layer_10__t_0.8_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..235ddad4295498dea0b5fbe58901bcb2c7973320
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.8_layer_10__t_0.8_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 12:06:15] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_15__t_0.8_layer_10__t_0.8_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_15', 't_0.8_layer_10', 't_0.8_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_15', 't_0.8_layer_10', 't_0.8_layer_12']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.66it/s][2025-07-15 12:07:44] tvmonitor...PCK-Transfer@0.10: 47.22% | PCK-Transfer@0.05: 32.22% | PCK-Transfer@0.15: 57.22%
+
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+[2025-07-15 12:07:44] Weighted Per image PCK0.10: 70.31%, image PCK0.05: 51.70%, image PCK0.01: 80.20%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.8_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.8_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..7233384bdb6ac083962882d0c887f2e46a47be57
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.8_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 00:01:30] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_15__t_0.8_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_15', 't_0.8_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_15', 't_0.8_layer_18']
+Number of parameters corr net: 120
+
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100%|██████████| 30/30 [00:08<00:00,  3.50it/s][2025-07-12 00:01:45] bicycle...PCK-Transfer@0.10: 71.91% | PCK-Transfer@0.05: 58.55% | PCK-Transfer@0.15: 79.52%
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 50%|█████     | 3/6 [00:00<00:00,  3.55it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.47it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.48it/s]
100%|██████████| 6/6 [00:01<00:00,  3.53it/s][2025-07-12 00:01:50] boat...PCK-Transfer@0.10: 47.22% | PCK-Transfer@0.05: 30.56% | PCK-Transfer@0.15: 63.89%
+
100%|██████████| 6/6 [00:01<00:00,  3.53it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.47it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.65it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.58it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.56it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.55it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.53it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.60it/s]
100%|██████████| 8/8 [00:02<00:00,  3.56it/s][2025-07-12 00:01:52] bottle...PCK-Transfer@0.10: 45.31% | PCK-Transfer@0.05: 32.81% | PCK-Transfer@0.15: 54.69%
+
100%|██████████| 8/8 [00:02<00:00,  3.56it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.54it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.50it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.48it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.49it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.53it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.46it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.49it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.45it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.47it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.56it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.59it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.59it/s]
 41%|████      | 13/32 [00:03<00:05,  3.54it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.52it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.54it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.53it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.58it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.59it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.58it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.55it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.53it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.60it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.60it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.56it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.50it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.54it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.52it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.56it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.56it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.57it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.51it/s]
100%|██████████| 32/32 [00:09<00:00,  3.49it/s][2025-07-12 00:02:01] bus...PCK-Transfer@0.10: 70.94% | PCK-Transfer@0.05: 50.89% | PCK-Transfer@0.15: 78.23%
+
100%|██████████| 32/32 [00:09<00:00,  3.53it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.98it/s]
 11%|█         | 2/19 [00:00<00:05,  3.35it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.42it/s]
 21%|██        | 4/19 [00:01<00:04,  3.43it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.33it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.42it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.52it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.49it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.50it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.45it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.46it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.52it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.51it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.50it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.55it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.57it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.60it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.56it/s]
100%|██████████| 19/19 [00:05<00:00,  3.51it/s][2025-07-12 00:02:06] car...PCK-Transfer@0.10: 83.97% | PCK-Transfer@0.05: 69.05% | PCK-Transfer@0.15: 86.09%
+
100%|██████████| 19/19 [00:05<00:00,  3.48it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.40it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.53it/s]
 11%|█         | 3/27 [00:00<00:06,  3.60it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.52it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.53it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.54it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.53it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.51it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.54it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.53it/s]
 41%|████      | 11/27 [00:03<00:04,  3.53it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.50it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.57it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.57it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.62it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.66it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.57it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.53it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.52it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.58it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.59it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.63it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.61it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.60it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.59it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.56it/s]
100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-12 00:02:14] cat...PCK-Transfer@0.10: 72.51% | PCK-Transfer@0.05: 52.42% | PCK-Transfer@0.15: 80.61%
+
100%|██████████| 27/27 [00:07<00:00,  3.56it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.04it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.23it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.31it/s]
 31%|███       | 4/13 [00:01<00:02,  3.38it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.46it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.50it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.51it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.49it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.47it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.45it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.46it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.51it/s]
100%|██████████| 13/13 [00:03<00:00,  3.50it/s][2025-07-12 00:02:18] chair...PCK-Transfer@0.10: 29.10% | PCK-Transfer@0.05: 18.74% | PCK-Transfer@0.15: 36.75%
+
100%|██████████| 13/13 [00:03<00:00,  3.45it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.29it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.38it/s]
100%|██████████| 3/3 [00:00<00:00,  3.43it/s][2025-07-12 00:02:19] cow...PCK-Transfer@0.10: 79.17% | PCK-Transfer@0.05: 66.67% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.41it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.95it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.14it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.27it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.29it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.35it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.38it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.44it/s]
100%|██████████| 8/8 [00:02<00:00,  3.45it/s][2025-07-12 00:02:21] diningtable...PCK-Transfer@0.10: 41.67% | PCK-Transfer@0.05: 20.31% | PCK-Transfer@0.15: 43.23%
+
100%|██████████| 8/8 [00:02<00:00,  3.36it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.51it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.52it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.55it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.48it/s]
 21%|██        | 5/24 [00:01<00:05,  3.48it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.49it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.51it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.52it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.51it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.48it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.48it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.49it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.51it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.51it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.54it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.54it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.54it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.54it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.52it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.56it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.55it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.53it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.52it/s]
100%|██████████| 24/24 [00:06<00:00,  3.52it/s][2025-07-12 00:02:28] dog...PCK-Transfer@0.10: 65.76% | PCK-Transfer@0.05: 46.23% | PCK-Transfer@0.15: 75.29%
+
100%|██████████| 24/24 [00:06<00:00,  3.52it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.53it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.55it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.49it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.46it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.51it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.56it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.63it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.64it/s]
100%|██████████| 9/9 [00:02<00:00,  3.58it/s][2025-07-12 00:02:30] horse...PCK-Transfer@0.10: 62.91% | PCK-Transfer@0.05: 44.42% | PCK-Transfer@0.15: 73.36%
+
100%|██████████| 9/9 [00:02<00:00,  3.56it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.41it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.53it/s]
 11%|█         | 3/27 [00:00<00:06,  3.58it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.59it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.57it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.66it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.60it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.60it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.63it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.63it/s]
 41%|████      | 11/27 [00:03<00:04,  3.62it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.60it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.60it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.60it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.59it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.61it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.62it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.63it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.61it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.62it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.62it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.57it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.59it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.58it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.54it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.55it/s]
100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-12 00:02:38] motorbike...PCK-Transfer@0.10: 67.77% | PCK-Transfer@0.05: 48.15% | PCK-Transfer@0.15: 78.45%
+
100%|██████████| 27/27 [00:07<00:00,  3.59it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.57it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.52it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.52it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.47it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.58it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.61it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.66it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.65it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.66it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.63it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.64it/s]
100%|██████████| 12/12 [00:03<00:00,  3.59it/s][2025-07-12 00:02:41] person...PCK-Transfer@0.10: 48.56% | PCK-Transfer@0.05: 31.18% | PCK-Transfer@0.15: 60.67%
+
100%|██████████| 12/12 [00:03<00:00,  3.60it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.63it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.67it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.64it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.68it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.73it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.67it/s]
100%|██████████| 7/7 [00:01<00:00,  3.68it/s][2025-07-12 00:02:43] pottedplant...PCK-Transfer@0.10: 49.05% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 56.19%
+
100%|██████████| 7/7 [00:01<00:00,  3.68it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.59it/s][2025-07-12 00:02:43] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.58it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.53it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.56it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.57it/s]
 31%|███       | 4/13 [00:01<00:02,  3.53it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.56it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.54it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.55it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.58it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.61it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.57it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.63it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.57it/s]
100%|██████████| 13/13 [00:03<00:00,  3.55it/s][2025-07-12 00:02:47] sofa...PCK-Transfer@0.10: 40.03% | PCK-Transfer@0.05: 24.87% | PCK-Transfer@0.15: 54.05%
+
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+[2025-07-12 00:02:57] Weighted Per image PCK0.10: 62.30%, image PCK0.05: 44.53%, image PCK0.01: 71.09%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.8_layer_5__t_0.8_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.8_layer_5__t_0.8_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..ef3d8642064215e1d2f1fc0f7e634d803ca9f928
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_15__t_0.8_layer_5__t_0.8_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-15 11:55:24] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_15__t_0.8_layer_5__t_0.8_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_15', 't_0.8_layer_5', 't_0.8_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_15', 't_0.8_layer_5', 't_0.8_layer_11']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.45it/s][2025-07-15 11:56:55] tvmonitor...PCK-Transfer@0.10: 38.89% | PCK-Transfer@0.05: 27.22% | PCK-Transfer@0.15: 55.56%
+
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+[2025-07-15 11:56:55] Weighted Per image PCK0.10: 76.01%, image PCK0.05: 57.49%, image PCK0.01: 83.94%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.3_layer_20__t_0.6_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.3_layer_20__t_0.6_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..5e3df0cfcc4c07f7d93f6c3d84f4db6ac0c3add9
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.3_layer_20__t_0.6_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 12:34:25] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.3_layer_20__t_0.6_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.3_layer_20', 't_0.6_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.3_layer_20', 't_0.6_layer_20']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.33it/s][2025-07-15 12:34:31] aeroplane...PCK-Transfer@0.10: 43.33% | PCK-Transfer@0.05: 27.00% | PCK-Transfer@0.15: 56.30%
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100%|██████████| 30/30 [00:08<00:00,  3.43it/s][2025-07-15 12:34:40] bicycle...PCK-Transfer@0.10: 43.42% | PCK-Transfer@0.05: 32.45% | PCK-Transfer@0.15: 53.12%
+
100%|██████████| 30/30 [00:08<00:00,  3.39it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.39it/s]
 20%|██        | 2/10 [00:00<00:02,  3.50it/s]
 30%|███       | 3/10 [00:00<00:02,  3.48it/s]
 40%|████      | 4/10 [00:01<00:01,  3.49it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.53it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.51it/s]
 70%|███████   | 7/10 [00:01<00:00,  3.53it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.54it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.56it/s]
100%|██████████| 10/10 [00:02<00:00,  3.55it/s][2025-07-15 12:34:43] bird...PCK-Transfer@0.10: 38.83% | PCK-Transfer@0.05: 15.94% | PCK-Transfer@0.15: 50.08%
+
100%|██████████| 10/10 [00:02<00:00,  3.52it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.70it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.67it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.47it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.43it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.40it/s]
100%|██████████| 6/6 [00:01<00:00,  3.49it/s][2025-07-15 12:34:45] boat...PCK-Transfer@0.10: 29.17% | PCK-Transfer@0.05: 19.44% | PCK-Transfer@0.15: 38.89%
+
100%|██████████| 6/6 [00:01<00:00,  3.49it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.03it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.44it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.50it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.49it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.55it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.54it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.48it/s]
100%|██████████| 8/8 [00:02<00:00,  3.50it/s][2025-07-15 12:34:47] bottle...PCK-Transfer@0.10: 18.75% | PCK-Transfer@0.05: 10.94% | PCK-Transfer@0.15: 23.44%
+
100%|██████████| 8/8 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.17it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.25it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.23it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.30it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.33it/s]
 19%|█▉        | 6/32 [00:01<00:08,  3.23it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.20it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.16it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.27it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.41it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.48it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.54it/s]
 41%|████      | 13/32 [00:03<00:05,  3.48it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.49it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.54it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.47it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.44it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.50it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.54it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.43it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.41it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.49it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.55it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.55it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.47it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.48it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.50it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.57it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.56it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.38it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.37it/s]
100%|██████████| 32/32 [00:09<00:00,  3.40it/s][2025-07-15 12:34:57] bus...PCK-Transfer@0.10: 34.74% | PCK-Transfer@0.05: 21.46% | PCK-Transfer@0.15: 44.11%
+
100%|██████████| 32/32 [00:09<00:00,  3.42it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.87it/s]
 11%|█         | 2/19 [00:00<00:05,  3.11it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.23it/s]
 21%|██        | 4/19 [00:01<00:04,  3.28it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.29it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.35it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.30it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.11it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.19it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.21it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.20it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.30it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.21it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.27it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.35it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.40it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.40it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.44it/s]
100%|██████████| 19/19 [00:05<00:00,  3.34it/s][2025-07-15 12:35:02] car...PCK-Transfer@0.10: 48.45% | PCK-Transfer@0.05: 35.01% | PCK-Transfer@0.15: 54.95%
+
100%|██████████| 19/19 [00:05<00:00,  3.28it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.09it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.26it/s]
 11%|█         | 3/27 [00:00<00:06,  3.43it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.31it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.38it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.43it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.39it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.36it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.33it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.18it/s]
 41%|████      | 11/27 [00:03<00:04,  3.22it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.18it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.22it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.28it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.32it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.36it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.38it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.39it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.35it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.46it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.48it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.55it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.52it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.50it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.45it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.48it/s]
100%|██████████| 27/27 [00:07<00:00,  3.50it/s][2025-07-15 12:35:10] cat...PCK-Transfer@0.10: 52.78% | PCK-Transfer@0.05: 34.99% | PCK-Transfer@0.15: 63.41%
+
100%|██████████| 27/27 [00:07<00:00,  3.38it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.77it/s]
 15%|█▌        | 2/13 [00:00<00:03,  2.96it/s]
 23%|██▎       | 3/13 [00:01<00:03,  2.97it/s]
 31%|███       | 4/13 [00:01<00:02,  3.03it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.12it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.26it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.31it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.32it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.35it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.37it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.42it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.49it/s]
100%|██████████| 13/13 [00:03<00:00,  3.51it/s][2025-07-15 12:35:14] chair...PCK-Transfer@0.10: 19.32% | PCK-Transfer@0.05: 10.00% | PCK-Transfer@0.15: 29.53%
+
100%|██████████| 13/13 [00:03<00:00,  3.30it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.96it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  2.89it/s]
100%|██████████| 3/3 [00:00<00:00,  3.06it/s][2025-07-15 12:35:15] cow...PCK-Transfer@0.10: 58.33% | PCK-Transfer@0.05: 29.17% | PCK-Transfer@0.15: 68.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.02it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.40it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.35it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.36it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.40it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.36it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.40it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.49it/s]
100%|██████████| 8/8 [00:02<00:00,  3.51it/s][2025-07-15 12:35:18] diningtable...PCK-Transfer@0.10: 26.04% | PCK-Transfer@0.05: 3.12% | PCK-Transfer@0.15: 33.85%
+
100%|██████████| 8/8 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.28it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.29it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.45it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.37it/s]
 21%|██        | 5/24 [00:01<00:05,  3.22it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.30it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.37it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.45it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.44it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.44it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.44it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.47it/s]
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 58%|█████▊    | 14/24 [00:04<00:02,  3.47it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.47it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.46it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.53it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.48it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.50it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.48it/s]
100%|██████████| 24/24 [00:06<00:00,  3.50it/s][2025-07-15 12:35:25] dog...PCK-Transfer@0.10: 39.14% | PCK-Transfer@0.05: 27.05% | PCK-Transfer@0.15: 48.60%
+
100%|██████████| 24/24 [00:06<00:00,  3.44it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.26it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.44it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.44it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.38it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.47it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.48it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.50it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.53it/s]
100%|██████████| 9/9 [00:02<00:00,  3.52it/s][2025-07-15 12:35:27] horse...PCK-Transfer@0.10: 36.85% | PCK-Transfer@0.05: 20.61% | PCK-Transfer@0.15: 44.92%
+
100%|██████████| 9/9 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.29it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.52it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.44it/s]
 41%|████      | 11/27 [00:03<00:04,  3.48it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.50it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.54it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.57it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.58it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.57it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.58it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.48it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.50it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.43it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.48it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.48it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.44it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.49it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.50it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.48it/s]
100%|██████████| 27/27 [00:07<00:00,  3.49it/s][2025-07-15 12:35:35] motorbike...PCK-Transfer@0.10: 44.99% | PCK-Transfer@0.05: 27.43% | PCK-Transfer@0.15: 54.73%
+
100%|██████████| 27/27 [00:07<00:00,  3.49it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:04,  2.67it/s]
 17%|█▋        | 2/12 [00:00<00:03,  2.83it/s]
 25%|██▌       | 3/12 [00:01<00:02,  3.08it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.19it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.26it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.42it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.54it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.56it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.62it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.53it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.61it/s]
100%|██████████| 12/12 [00:03<00:00,  3.51it/s][2025-07-15 12:35:39] person...PCK-Transfer@0.10: 32.91% | PCK-Transfer@0.05: 19.16% | PCK-Transfer@0.15: 43.48%
+
100%|██████████| 12/12 [00:03<00:00,  3.40it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:02,  2.51it/s]
 29%|██▊       | 2/7 [00:00<00:01,  2.77it/s]
 43%|████▎     | 3/7 [00:01<00:01,  2.90it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.11it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.25it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.32it/s]
100%|██████████| 7/7 [00:02<00:00,  3.43it/s][2025-07-15 12:35:41] pottedplant...PCK-Transfer@0.10: 31.43% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 43.33%
+
100%|██████████| 7/7 [00:02<00:00,  3.20it/s]
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+[2025-07-15 12:35:54] Weighted Per image PCK0.10: 37.73%, image PCK0.05: 23.36%, image PCK0.01: 47.32%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.3_layer_20__t_0.7_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.3_layer_20__t_0.7_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..d50b1498e70460d9e52431e7061fc981d210e17b
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.3_layer_20__t_0.7_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-15 12:39:02] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.3_layer_20__t_0.7_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.3_layer_20', 't_0.7_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.3_layer_20', 't_0.7_layer_13']
+Number of parameters corr net: 120
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+[2025-07-15 12:40:32] Weighted Per image PCK0.10: 64.34%, image PCK0.05: 46.60%, image PCK0.01: 71.93%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_10__t_0.7_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_10__t_0.7_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..35e562852cf37f34c688ec86157fd1612667e3c7
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_10__t_0.7_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 13:55:18] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_10__t_0.7_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.5_layer_10', 't_0.7_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.5_layer_10', 't_0.7_layer_5']
+Number of parameters corr net: 120
+
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 50%|█████     | 15/30 [00:04<00:04,  3.55it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.50it/s]
 57%|█████▋    | 17/30 [00:04<00:03,  3.43it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.46it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.49it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.50it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.52it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.50it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.48it/s]
 80%|████████  | 24/30 [00:06<00:01,  3.54it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.44it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.47it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.48it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.35it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.36it/s]
100%|██████████| 30/30 [00:08<00:00,  3.35it/s][2025-07-15 13:55:33] bicycle...PCK-Transfer@0.10: 64.88% | PCK-Transfer@0.05: 50.30% | PCK-Transfer@0.15: 71.55%
+
100%|██████████| 30/30 [00:08<00:00,  3.45it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.56it/s]
 20%|██        | 2/10 [00:00<00:02,  3.52it/s]
 30%|███       | 3/10 [00:00<00:02,  3.27it/s]
 40%|████      | 4/10 [00:01<00:01,  3.35it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.43it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.40it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.46it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.49it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.48it/s]
100%|██████████| 10/10 [00:02<00:00,  3.46it/s][2025-07-15 13:55:36] bird...PCK-Transfer@0.10: 63.97% | PCK-Transfer@0.05: 39.61% | PCK-Transfer@0.15: 77.03%
+
100%|██████████| 10/10 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.11it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.37it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.41it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.28it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.37it/s]
100%|██████████| 6/6 [00:01<00:00,  3.49it/s][2025-07-15 13:55:38] boat...PCK-Transfer@0.10: 33.33% | PCK-Transfer@0.05: 20.83% | PCK-Transfer@0.15: 54.17%
+
100%|██████████| 6/6 [00:01<00:00,  3.41it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.45it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.65it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.58it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.53it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.56it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.54it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.63it/s]
100%|██████████| 8/8 [00:02<00:00,  3.62it/s][2025-07-15 13:55:40] bottle...PCK-Transfer@0.10: 42.19% | PCK-Transfer@0.05: 31.25% | PCK-Transfer@0.15: 48.44%
+
100%|██████████| 8/8 [00:02<00:00,  3.59it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.77it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.34it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.37it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.33it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.45it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.41it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.31it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.32it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.38it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.48it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.54it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.55it/s]
 41%|████      | 13/32 [00:03<00:05,  3.53it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.52it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.57it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.55it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.59it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.54it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.40it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.43it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.40it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.49it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.45it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.47it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.42it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.43it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.42it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.45it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.43it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.48it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.44it/s]
100%|██████████| 32/32 [00:09<00:00,  3.44it/s][2025-07-15 13:55:49] bus...PCK-Transfer@0.10: 54.17% | PCK-Transfer@0.05: 36.20% | PCK-Transfer@0.15: 62.76%
+
100%|██████████| 32/32 [00:09<00:00,  3.45it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.15it/s]
 11%|█         | 2/19 [00:00<00:04,  3.41it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.45it/s]
 21%|██        | 4/19 [00:01<00:04,  3.35it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.34it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.37it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.46it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.43it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.49it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.47it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.50it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.56it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.55it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.54it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.58it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.50it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.56it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.51it/s]
100%|██████████| 19/19 [00:05<00:00,  3.50it/s][2025-07-15 13:55:55] car...PCK-Transfer@0.10: 77.21% | PCK-Transfer@0.05: 58.47% | PCK-Transfer@0.15: 80.80%
+
100%|██████████| 19/19 [00:05<00:00,  3.48it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:09,  2.86it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.18it/s]
 11%|█         | 3/27 [00:00<00:07,  3.42it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.13it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.15it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.20it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.23it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.32it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.42it/s]
 37%|███▋      | 10/27 [00:03<00:04,  3.44it/s]
 41%|████      | 11/27 [00:03<00:04,  3.44it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.45it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.54it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.56it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.61it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.65it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.60it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.57it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.56it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.62it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.52it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.53it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.42it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.44it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.45it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.25it/s]
100%|██████████| 27/27 [00:07<00:00,  3.33it/s][2025-07-15 13:56:03] cat...PCK-Transfer@0.10: 67.18% | PCK-Transfer@0.05: 49.96% | PCK-Transfer@0.15: 75.48%
+
100%|██████████| 27/27 [00:07<00:00,  3.41it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.08it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.22it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.09it/s]
 31%|███       | 4/13 [00:01<00:02,  3.24it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.36it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.44it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.49it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.49it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.50it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.48it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.50it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.55it/s]
100%|██████████| 13/13 [00:03<00:00,  3.54it/s][2025-07-15 13:56:07] chair...PCK-Transfer@0.10: 30.11% | PCK-Transfer@0.05: 14.87% | PCK-Transfer@0.15: 39.96%
+
100%|██████████| 13/13 [00:03<00:00,  3.44it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.52it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.58it/s]
100%|██████████| 3/3 [00:00<00:00,  3.62it/s][2025-07-15 13:56:07] cow...PCK-Transfer@0.10: 79.17% | PCK-Transfer@0.05: 41.67% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 3/3 [00:00<00:00,  3.60it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.52it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.50it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.54it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.50it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.54it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.58it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.61it/s]
100%|██████████| 8/8 [00:02<00:00,  3.60it/s][2025-07-15 13:56:10] diningtable...PCK-Transfer@0.10: 39.06% | PCK-Transfer@0.05: 15.62% | PCK-Transfer@0.15: 42.19%
+
100%|██████████| 8/8 [00:02<00:00,  3.57it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.60it/s]
  8%|▊         | 2/24 [00:00<00:05,  3.68it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.63it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.57it/s]
 21%|██        | 5/24 [00:01<00:05,  3.59it/s]
 25%|██▌       | 6/24 [00:01<00:04,  3.61it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.63it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.65it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.65it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.63it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.66it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.56it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.56it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.39it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.51it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.58it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.61it/s]
 75%|███████▌  | 18/24 [00:04<00:01,  3.67it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.67it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.75it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.69it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.66it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.67it/s]
100%|██████████| 24/24 [00:06<00:00,  3.68it/s][2025-07-15 13:56:16] dog...PCK-Transfer@0.10: 54.75% | PCK-Transfer@0.05: 39.08% | PCK-Transfer@0.15: 71.39%
+
100%|██████████| 24/24 [00:06<00:00,  3.62it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  2.78it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.22it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.34it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.41it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.48it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.54it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.55it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.60it/s]
100%|██████████| 9/9 [00:02<00:00,  3.58it/s][2025-07-15 13:56:19] horse...PCK-Transfer@0.10: 63.86% | PCK-Transfer@0.05: 39.26% | PCK-Transfer@0.15: 67.83%
+
100%|██████████| 9/9 [00:02<00:00,  3.47it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.51it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.68it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.76it/s]
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 33%|███▎      | 9/27 [00:02<00:04,  3.71it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.72it/s]
 41%|████      | 11/27 [00:02<00:04,  3.71it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.66it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.66it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.65it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.64it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.64it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.64it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.64it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.62it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.64it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.62it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.60it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.59it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.61it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.59it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.63it/s]
100%|██████████| 27/27 [00:07<00:00,  3.63it/s][2025-07-15 13:56:26] motorbike...PCK-Transfer@0.10: 62.06% | PCK-Transfer@0.05: 38.28% | PCK-Transfer@0.15: 72.16%
+
100%|██████████| 27/27 [00:07<00:00,  3.65it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.63it/s]
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 25%|██▌       | 3/12 [00:00<00:02,  3.51it/s]
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 42%|████▏     | 5/12 [00:01<00:01,  3.58it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.61it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.66it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.64it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.67it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.71it/s][2025-07-15 13:56:41] train...PCK-Transfer@0.10: 54.50% | PCK-Transfer@0.05: 32.25% | PCK-Transfer@0.15: 70.50%
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+[2025-07-15 13:56:45] Weighted Per image PCK0.10: 54.74%, image PCK0.05: 36.66%, image PCK0.01: 64.59%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_10__t_0.8_layer_10_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_10__t_0.8_layer_10_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..4c848c552e01c125d043627d0e9415064c35d950
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_10__t_0.8_layer_10_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 14:03:07] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_10__t_0.8_layer_10_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.5_layer_10', 't_0.8_layer_10'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.5_layer_10', 't_0.8_layer_10']
+Number of parameters corr net: 120
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100%|██████████| 20/20 [00:05<00:00,  3.81it/s][2025-07-15 14:04:29] train...PCK-Transfer@0.10: 58.50% | PCK-Transfer@0.05: 34.25% | PCK-Transfer@0.15: 70.50%
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100%|██████████| 15/15 [00:04<00:00,  3.66it/s][2025-07-15 14:04:33] tvmonitor...PCK-Transfer@0.10: 28.33% | PCK-Transfer@0.05: 21.67% | PCK-Transfer@0.15: 33.33%
+
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+[2025-07-15 14:04:33] Weighted Per image PCK0.10: 58.37%, image PCK0.05: 40.07%, image PCK0.01: 67.38%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_11__t_0.6_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_11__t_0.6_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..095f80c7e9f9c23d620adfb2e86ec3fe732a7c70
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_11__t_0.6_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 14:15:36] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_11__t_0.6_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.5_layer_11', 't_0.6_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.5_layer_11', 't_0.6_layer_12']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.68it/s][2025-07-15 14:15:42] aeroplane...PCK-Transfer@0.10: 70.15% | PCK-Transfer@0.05: 52.47% | PCK-Transfer@0.15: 80.36%
+
100%|██████████| 15/15 [00:05<00:00,  2.71it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:08,  3.43it/s]
  7%|▋         | 2/30 [00:00<00:07,  3.53it/s]
 10%|█         | 3/30 [00:00<00:07,  3.63it/s]
 13%|█▎        | 4/30 [00:01<00:07,  3.60it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.55it/s]
 20%|██        | 6/30 [00:01<00:06,  3.54it/s]
 23%|██▎       | 7/30 [00:01<00:06,  3.58it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.53it/s]
 30%|███       | 9/30 [00:02<00:05,  3.50it/s]
 33%|███▎      | 10/30 [00:02<00:05,  3.51it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.48it/s]
 40%|████      | 12/30 [00:03<00:05,  3.53it/s]
 43%|████▎     | 13/30 [00:03<00:04,  3.57it/s]
 47%|████▋     | 14/30 [00:03<00:04,  3.73it/s]
 50%|█████     | 15/30 [00:04<00:03,  3.76it/s]
 53%|█████▎    | 16/30 [00:04<00:03,  3.73it/s]
 57%|█████▋    | 17/30 [00:04<00:03,  3.55it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.58it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.49it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.53it/s]
 70%|███████   | 21/30 [00:05<00:02,  3.44it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.58it/s]
 77%|███████▋  | 23/30 [00:06<00:01,  3.60it/s]
 80%|████████  | 24/30 [00:06<00:01,  3.70it/s]
 83%|████████▎ | 25/30 [00:06<00:01,  3.59it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.54it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.62it/s]
 93%|█████████▎| 28/30 [00:07<00:00,  3.65it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.68it/s]
100%|██████████| 30/30 [00:08<00:00,  3.75it/s][2025-07-15 14:15:51] bicycle...PCK-Transfer@0.10: 73.03% | PCK-Transfer@0.05: 61.52% | PCK-Transfer@0.15: 78.48%
+
100%|██████████| 30/30 [00:08<00:00,  3.60it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.91it/s]
 20%|██        | 2/10 [00:00<00:02,  3.52it/s]
 30%|███       | 3/10 [00:00<00:02,  3.49it/s]
 40%|████      | 4/10 [00:01<00:01,  3.58it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.63it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.61it/s]
 70%|███████   | 7/10 [00:01<00:00,  3.66it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.69it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.72it/s]
100%|██████████| 10/10 [00:02<00:00,  3.70it/s][2025-07-15 14:15:54] bird...PCK-Transfer@0.10: 73.06% | PCK-Transfer@0.05: 46.08% | PCK-Transfer@0.15: 84.86%
+
100%|██████████| 10/10 [00:02<00:00,  3.66it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.79it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.43it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.54it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.55it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.61it/s]
100%|██████████| 6/6 [00:01<00:00,  3.70it/s][2025-07-15 14:15:55] boat...PCK-Transfer@0.10: 40.28% | PCK-Transfer@0.05: 22.22% | PCK-Transfer@0.15: 52.78%
+
100%|██████████| 6/6 [00:01<00:00,  3.63it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.68it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.85it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.73it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.64it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.65it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.62it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.71it/s]
100%|██████████| 8/8 [00:02<00:00,  3.66it/s][2025-07-15 14:15:57] bottle...PCK-Transfer@0.10: 43.75% | PCK-Transfer@0.05: 34.38% | PCK-Transfer@0.15: 51.56%
+
100%|██████████| 8/8 [00:02<00:00,  3.67it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.74it/s]
  6%|▋         | 2/32 [00:00<00:07,  3.77it/s]
  9%|▉         | 3/32 [00:00<00:07,  3.77it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.78it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.80it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.71it/s]
 22%|██▏       | 7/32 [00:01<00:06,  3.72it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.59it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.38it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.31it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.35it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.39it/s]
 41%|████      | 13/32 [00:03<00:05,  3.34it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.34it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.42it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.46it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.40it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.45it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.31it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.34it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.37it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.47it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.54it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.54it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.49it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.53it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.49it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.52it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.56it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.52it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.49it/s]
100%|██████████| 32/32 [00:09<00:00,  3.51it/s][2025-07-15 14:16:07] bus...PCK-Transfer@0.10: 61.04% | PCK-Transfer@0.05: 42.29% | PCK-Transfer@0.15: 70.16%
+
100%|██████████| 32/32 [00:09<00:00,  3.49it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.05it/s]
 11%|█         | 2/19 [00:00<00:05,  3.38it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.31it/s]
 21%|██        | 4/19 [00:01<00:04,  3.37it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.43it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.57it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.34it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.36it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.44it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.22it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.28it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.44it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.53it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.60it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.52it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.49it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.64it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.67it/s]
100%|██████████| 19/19 [00:05<00:00,  3.67it/s][2025-07-15 14:16:12] car...PCK-Transfer@0.10: 79.20% | PCK-Transfer@0.05: 62.02% | PCK-Transfer@0.15: 83.53%
+
100%|██████████| 19/19 [00:05<00:00,  3.48it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.57it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.79it/s]
 11%|█         | 3/27 [00:00<00:07,  3.39it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.42it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.24it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.37it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.46it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.57it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.65it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.65it/s]
 41%|████      | 11/27 [00:03<00:04,  3.68it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.68it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.77it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.85it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.93it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.84it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.80it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.79it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.84it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.80it/s]
 81%|████████▏ | 22/27 [00:05<00:01,  3.80it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.79it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.83it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.80it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.77it/s]
100%|██████████| 27/27 [00:07<00:00,  3.77it/s][2025-07-15 14:16:19] cat...PCK-Transfer@0.10: 74.89% | PCK-Transfer@0.05: 60.62% | PCK-Transfer@0.15: 83.13%
+
100%|██████████| 27/27 [00:07<00:00,  3.70it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.75it/s]
 15%|█▌        | 2/13 [00:00<00:02,  3.72it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.73it/s]
 31%|███       | 4/13 [00:01<00:02,  3.69it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.36it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.44it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.49it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.50it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.54it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.53it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.53it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.60it/s]
100%|██████████| 13/13 [00:03<00:00,  3.61it/s][2025-07-15 14:16:23] chair...PCK-Transfer@0.10: 34.91% | PCK-Transfer@0.05: 20.71% | PCK-Transfer@0.15: 46.22%
+
100%|██████████| 13/13 [00:03<00:00,  3.56it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.62it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.50it/s]
100%|██████████| 3/3 [00:00<00:00,  3.58it/s][2025-07-15 14:16:24] cow...PCK-Transfer@0.10: 83.33% | PCK-Transfer@0.05: 54.17% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 3/3 [00:00<00:00,  3.56it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.66it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.67it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.75it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.72it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.77it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.77it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.76it/s]
100%|██████████| 8/8 [00:02<00:00,  3.73it/s][2025-07-15 14:16:26] diningtable...PCK-Transfer@0.10: 34.38% | PCK-Transfer@0.05: 19.27% | PCK-Transfer@0.15: 48.44%
+
100%|██████████| 8/8 [00:02<00:00,  3.74it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.64it/s]
  8%|▊         | 2/24 [00:00<00:05,  3.76it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.46it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.46it/s]
 21%|██        | 5/24 [00:01<00:05,  3.56it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.58it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.64it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.69it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.71it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.66it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.64it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.66it/s]
 54%|█████▍    | 13/24 [00:03<00:02,  3.70it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.69it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.70it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.42it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.35it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.46it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.51it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.60it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.62it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.63it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.68it/s]
100%|██████████| 24/24 [00:06<00:00,  3.72it/s][2025-07-15 14:16:33] dog...PCK-Transfer@0.10: 64.47% | PCK-Transfer@0.05: 46.65% | PCK-Transfer@0.15: 78.90%
+
100%|██████████| 24/24 [00:06<00:00,  3.61it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.73it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.71it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.62it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.57it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.62it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.65it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.73it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.76it/s]
100%|██████████| 9/9 [00:02<00:00,  3.75it/s][2025-07-15 14:16:35] horse...PCK-Transfer@0.10: 67.83% | PCK-Transfer@0.05: 46.93% | PCK-Transfer@0.15: 73.39%
+
100%|██████████| 9/9 [00:02<00:00,  3.70it/s]
+
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 41%|████      | 11/27 [00:03<00:04,  3.40it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.62it/s][2025-07-15 14:16:43] motorbike...PCK-Transfer@0.10: 71.63% | PCK-Transfer@0.05: 49.45% | PCK-Transfer@0.15: 77.85%
+
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100%|██████████| 12/12 [00:03<00:00,  3.71it/s][2025-07-15 14:16:46] person...PCK-Transfer@0.10: 48.53% | PCK-Transfer@0.05: 34.09% | PCK-Transfer@0.15: 61.59%
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100%|██████████| 7/7 [00:01<00:00,  3.69it/s][2025-07-15 14:16:48] pottedplant...PCK-Transfer@0.10: 41.43% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 65.71%
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100%|██████████| 20/20 [00:05<00:00,  3.83it/s][2025-07-15 14:16:57] train...PCK-Transfer@0.10: 61.50% | PCK-Transfer@0.05: 37.25% | PCK-Transfer@0.15: 72.50%
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100%|██████████| 15/15 [00:04<00:00,  3.78it/s][2025-07-15 14:17:01] tvmonitor...PCK-Transfer@0.10: 37.78% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 46.11%
+
100%|██████████| 15/15 [00:04<00:00,  3.71it/s]
+[2025-07-15 14:17:01] Weighted Per image PCK0.10: 61.30%, image PCK0.05: 43.60%, image PCK0.01: 71.05%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..f4ca42d79588d7d06eff62282276d7b6d50d0c02
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 00:06:09] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.5_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.5_layer_11']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.41it/s][2025-07-12 00:06:41] bus...PCK-Transfer@0.10: 50.52% | PCK-Transfer@0.05: 35.16% | PCK-Transfer@0.15: 57.81%
+
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100%|██████████| 27/27 [00:07<00:00,  3.62it/s][2025-07-12 00:06:54] cat...PCK-Transfer@0.10: 73.10% | PCK-Transfer@0.05: 56.74% | PCK-Transfer@0.15: 81.86%
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100%|██████████| 13/13 [00:03<00:00,  3.56it/s][2025-07-12 00:06:58] chair...PCK-Transfer@0.10: 28.57% | PCK-Transfer@0.05: 15.56% | PCK-Transfer@0.15: 35.51%
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100%|██████████| 8/8 [00:02<00:00,  3.60it/s][2025-07-12 00:07:01] diningtable...PCK-Transfer@0.10: 35.94% | PCK-Transfer@0.05: 12.50% | PCK-Transfer@0.15: 41.15%
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100%|██████████| 24/24 [00:06<00:00,  3.49it/s][2025-07-12 00:07:07] dog...PCK-Transfer@0.10: 58.81% | PCK-Transfer@0.05: 42.28% | PCK-Transfer@0.15: 75.84%
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100%|██████████| 9/9 [00:02<00:00,  3.59it/s][2025-07-12 00:07:10] horse...PCK-Transfer@0.10: 56.85% | PCK-Transfer@0.05: 35.69% | PCK-Transfer@0.15: 65.85%
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100%|██████████| 27/27 [00:07<00:00,  3.58it/s][2025-07-12 00:07:18] motorbike...PCK-Transfer@0.10: 60.40% | PCK-Transfer@0.05: 38.28% | PCK-Transfer@0.15: 68.56%
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100%|██████████| 12/12 [00:03<00:00,  3.65it/s][2025-07-12 00:07:21] person...PCK-Transfer@0.10: 42.39% | PCK-Transfer@0.05: 28.93% | PCK-Transfer@0.15: 52.63%
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100%|██████████| 7/7 [00:01<00:00,  3.72it/s][2025-07-12 00:07:23] pottedplant...PCK-Transfer@0.10: 39.05% | PCK-Transfer@0.05: 14.29% | PCK-Transfer@0.15: 55.71%
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100%|██████████| 1/1 [00:00<00:00,  3.55it/s][2025-07-12 00:07:23] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 40.00%
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100%|██████████| 13/13 [00:03<00:00,  3.58it/s][2025-07-12 00:07:27] sofa...PCK-Transfer@0.10: 30.71% | PCK-Transfer@0.05: 15.88% | PCK-Transfer@0.15: 44.45%
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100%|██████████| 20/20 [00:05<00:00,  3.78it/s][2025-07-12 00:07:32] train...PCK-Transfer@0.10: 54.50% | PCK-Transfer@0.05: 34.25% | PCK-Transfer@0.15: 67.50%
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100%|██████████| 15/15 [00:04<00:00,  3.67it/s][2025-07-12 00:07:36] tvmonitor...PCK-Transfer@0.10: 21.67% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 30.00%
+
100%|██████████| 15/15 [00:04<00:00,  3.66it/s]
+[2025-07-12 00:07:36] Weighted Per image PCK0.10: 53.60%, image PCK0.05: 37.33%, image PCK0.01: 63.32%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_12__t_0.7_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_12__t_0.7_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..057fec6c7599c8251b5c8fd14d4b8c94e2ed5110
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_12__t_0.7_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-15 14:46:42] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_12__t_0.7_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.5_layer_12', 't_0.7_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.5_layer_12', 't_0.7_layer_12']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:01<00:00,  3.51it/s][2025-07-15 14:47:58] pottedplant...PCK-Transfer@0.10: 65.24% | PCK-Transfer@0.05: 35.71% | PCK-Transfer@0.15: 77.14%
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100%|██████████| 15/15 [00:04<00:00,  3.45it/s][2025-07-15 14:48:12] tvmonitor...PCK-Transfer@0.10: 46.11% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 55.56%
+
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+[2025-07-15 14:48:12] Weighted Per image PCK0.10: 77.13%, image PCK0.05: 60.49%, image PCK0.01: 83.71%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_12__t_0.8_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_12__t_0.8_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..f52beff21c0c4103de3b75d09bdfd67ccce63f5c
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_12__t_0.8_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 14:51:22] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_12__t_0.8_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.5_layer_12', 't_0.8_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.5_layer_12', 't_0.8_layer_5']
+Number of parameters corr net: 120
+
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 62%|██████▎   | 20/32 [00:05<00:03,  3.59it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.62it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.56it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.57it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.62it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.67it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.56it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.58it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.53it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.53it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.55it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.62it/s]
100%|██████████| 32/32 [00:08<00:00,  3.63it/s][2025-07-15 14:51:54] bus...PCK-Transfer@0.10: 61.04% | PCK-Transfer@0.05: 43.33% | PCK-Transfer@0.15: 72.50%
+
100%|██████████| 32/32 [00:08<00:00,  3.56it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.09it/s]
 11%|█         | 2/19 [00:00<00:05,  3.30it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.41it/s]
 21%|██        | 4/19 [00:01<00:04,  3.30it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.37it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.39it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.47it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.45it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.54it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.56it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.53it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.49it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.53it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.52it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.52it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.52it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.55it/s]
100%|██████████| 19/19 [00:05<00:00,  3.62it/s][2025-07-15 14:51:59] car...PCK-Transfer@0.10: 79.21% | PCK-Transfer@0.05: 65.86% | PCK-Transfer@0.15: 83.32%
+
100%|██████████| 19/19 [00:05<00:00,  3.49it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.42it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.31it/s]
 11%|█         | 3/27 [00:00<00:07,  3.38it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.50it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.50it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.49it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.53it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.55it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.54it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.56it/s]
 41%|████      | 11/27 [00:03<00:04,  3.57it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.61it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.56it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.59it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.55it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.54it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.54it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.60it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.60it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.56it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.53it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.53it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.55it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.55it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.57it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.56it/s]
100%|██████████| 27/27 [00:07<00:00,  3.56it/s][2025-07-15 14:52:07] cat...PCK-Transfer@0.10: 73.53% | PCK-Transfer@0.05: 56.67% | PCK-Transfer@0.15: 81.81%
+
100%|██████████| 27/27 [00:07<00:00,  3.54it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.53it/s]
 15%|█▌        | 2/13 [00:00<00:02,  3.69it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.67it/s]
 31%|███       | 4/13 [00:01<00:02,  3.63it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.62it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.55it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.58it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.65it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.67it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.67it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.63it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.58it/s]
100%|██████████| 13/13 [00:03<00:00,  3.55it/s][2025-07-15 14:52:10] chair...PCK-Transfer@0.10: 34.17% | PCK-Transfer@0.05: 19.25% | PCK-Transfer@0.15: 46.18%
+
100%|██████████| 13/13 [00:03<00:00,  3.60it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.79it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.14it/s]
100%|██████████| 3/3 [00:00<00:00,  3.33it/s][2025-07-15 14:52:11] cow...PCK-Transfer@0.10: 83.33% | PCK-Transfer@0.05: 52.08% | PCK-Transfer@0.15: 89.58%
+
100%|██████████| 3/3 [00:00<00:00,  3.23it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.56it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.56it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.59it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.65it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.63it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.60it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.61it/s]
100%|██████████| 8/8 [00:02<00:00,  3.64it/s][2025-07-15 14:52:14] diningtable...PCK-Transfer@0.10: 35.94% | PCK-Transfer@0.05: 15.62% | PCK-Transfer@0.15: 43.23%
+
100%|██████████| 8/8 [00:02<00:00,  3.62it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:08,  2.75it/s]
  8%|▊         | 2/24 [00:00<00:07,  2.83it/s]
 12%|█▎        | 3/24 [00:01<00:06,  3.06it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.16it/s]
 21%|██        | 5/24 [00:01<00:05,  3.27it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.24it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.34it/s]
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 42%|████▏     | 10/24 [00:03<00:04,  3.39it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.45it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.46it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.50it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.49it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.52it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.55it/s]
 71%|███████   | 17/24 [00:05<00:01,  3.51it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.51it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.50it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.53it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.57it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.59it/s]
100%|██████████| 24/24 [00:07<00:00,  3.58it/s][2025-07-15 14:52:21] dog...PCK-Transfer@0.10: 62.98% | PCK-Transfer@0.05: 46.03% | PCK-Transfer@0.15: 79.73%
+
100%|██████████| 24/24 [00:07<00:00,  3.43it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.10it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.32it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.50it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.57it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.56it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.53it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.51it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.54it/s]
100%|██████████| 9/9 [00:02<00:00,  3.59it/s][2025-07-15 14:52:23] horse...PCK-Transfer@0.10: 65.32% | PCK-Transfer@0.05: 41.77% | PCK-Transfer@0.15: 69.29%
+
100%|██████████| 9/9 [00:02<00:00,  3.52it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.48it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.58it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.58it/s]
 41%|████      | 11/27 [00:03<00:04,  3.59it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.61it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.65it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.65it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.63it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.61it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.60it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.62it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.63it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.62it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.63it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.69it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.67it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.69it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.77it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.74it/s]
100%|██████████| 27/27 [00:07<00:00,  3.73it/s][2025-07-15 14:52:31] motorbike...PCK-Transfer@0.10: 70.70% | PCK-Transfer@0.05: 48.08% | PCK-Transfer@0.15: 78.95%
+
100%|██████████| 27/27 [00:07<00:00,  3.60it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.27it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.54it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.69it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.78it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.68it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.69it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.64it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.64it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.61it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.62it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.60it/s]
100%|██████████| 12/12 [00:03<00:00,  3.66it/s][2025-07-15 14:52:34] person...PCK-Transfer@0.10: 44.90% | PCK-Transfer@0.05: 31.47% | PCK-Transfer@0.15: 58.23%
+
100%|██████████| 12/12 [00:03<00:00,  3.64it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.33it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.41it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.50it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.49it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.46it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.41it/s]
100%|██████████| 7/7 [00:02<00:00,  3.47it/s][2025-07-15 14:52:36] pottedplant...PCK-Transfer@0.10: 46.19% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 63.81%
+
100%|██████████| 7/7 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.39it/s][2025-07-15 14:52:36] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.38it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.52it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.60it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.62it/s]
 31%|███       | 4/13 [00:01<00:02,  3.65it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.61it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.59it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.41it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.47it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.55it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.54it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.61it/s]
100%|██████████| 13/13 [00:03<00:00,  3.60it/s][2025-07-15 14:52:40] sofa...PCK-Transfer@0.10: 34.23% | PCK-Transfer@0.05: 19.40% | PCK-Transfer@0.15: 52.23%
+
100%|██████████| 13/13 [00:03<00:00,  3.55it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
  5%|▌         | 1/20 [00:00<00:05,  3.53it/s]
 10%|█         | 2/20 [00:00<00:05,  3.60it/s]
 15%|█▌        | 3/20 [00:00<00:04,  3.67it/s]
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 25%|██▌       | 5/20 [00:01<00:04,  3.64it/s]
 30%|███       | 6/20 [00:01<00:03,  3.66it/s]
 35%|███▌      | 7/20 [00:01<00:03,  3.73it/s]
 40%|████      | 8/20 [00:02<00:03,  3.68it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.63it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.66it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.65it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.64it/s]
 65%|██████▌   | 13/20 [00:03<00:01,  3.59it/s]
 70%|███████   | 14/20 [00:03<00:01,  3.57it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.60it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.58it/s]
 85%|████████▌ | 17/20 [00:04<00:00,  3.67it/s]
 90%|█████████ | 18/20 [00:04<00:00,  3.62it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.65it/s]
100%|██████████| 20/20 [00:05<00:00,  3.60it/s][2025-07-15 14:52:45] train...PCK-Transfer@0.10: 58.50% | PCK-Transfer@0.05: 35.25% | PCK-Transfer@0.15: 72.75%
+
100%|██████████| 20/20 [00:05<00:00,  3.63it/s]
+
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 60%|██████    | 9/15 [00:02<00:01,  3.70it/s]
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 73%|███████▎  | 11/15 [00:03<00:01,  3.72it/s]
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+[2025-07-15 14:52:50] Weighted Per image PCK0.10: 60.33%, image PCK0.05: 42.59%, image PCK0.01: 70.91%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_13__t_0.6_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_13__t_0.6_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..9e9ea2d97f95ab525007f29213053fd172785688
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_13__t_0.6_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-15 15:05:28] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_13__t_0.6_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.5_layer_13', 't_0.6_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.5_layer_13', 't_0.6_layer_18']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:02<00:00,  3.43it/s][2025-07-15 15:06:43] pottedplant...PCK-Transfer@0.10: 46.67% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 60.95%
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+
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100%|██████████| 15/15 [00:04<00:00,  3.52it/s][2025-07-15 15:06:57] tvmonitor...PCK-Transfer@0.10: 32.78% | PCK-Transfer@0.05: 23.33% | PCK-Transfer@0.15: 39.44%
+
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+[2025-07-15 15:06:57] Weighted Per image PCK0.10: 64.32%, image PCK0.05: 48.13%, image PCK0.01: 71.88%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_13__t_0.7_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_13__t_0.7_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..b51b6f3c5f93cc13c5f01b2c362757cbb47c5c8d
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_13__t_0.7_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 15:11:42] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_13__t_0.7_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.5_layer_13', 't_0.7_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.5_layer_13', 't_0.7_layer_15']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.49it/s][2025-07-15 15:11:48] aeroplane...PCK-Transfer@0.10: 68.43% | PCK-Transfer@0.05: 47.74% | PCK-Transfer@0.15: 77.52%
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100%|██████████| 6/6 [00:01<00:00,  3.60it/s][2025-07-15 15:12:01] boat...PCK-Transfer@0.10: 31.94% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 51.39%
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100%|██████████| 8/8 [00:02<00:00,  3.58it/s][2025-07-15 15:12:04] bottle...PCK-Transfer@0.10: 37.50% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 43.75%
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 16%|█▌        | 5/32 [00:01<00:07,  3.56it/s]
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 22%|██▏       | 7/32 [00:01<00:07,  3.52it/s]
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 28%|██▊       | 9/32 [00:02<00:06,  3.52it/s]
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 34%|███▍      | 11/32 [00:03<00:05,  3.62it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.63it/s]
 41%|████      | 13/32 [00:03<00:05,  3.58it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.55it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.57it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.58it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.63it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.63it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.60it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.57it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.54it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.60it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.61it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.58it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.52it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.57it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.55it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.58it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.59it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.59it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.54it/s]
100%|██████████| 32/32 [00:08<00:00,  3.51it/s][2025-07-15 15:12:13] bus...PCK-Transfer@0.10: 60.78% | PCK-Transfer@0.05: 46.20% | PCK-Transfer@0.15: 71.20%
+
100%|██████████| 32/32 [00:08<00:00,  3.56it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.40it/s]
 11%|█         | 2/19 [00:00<00:04,  3.52it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.52it/s]
 21%|██        | 4/19 [00:01<00:04,  3.51it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.57it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.64it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.57it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.57it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.52it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.52it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.56it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.55it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.54it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.59it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.58it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.61it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.58it/s]
100%|██████████| 19/19 [00:05<00:00,  3.55it/s][2025-07-15 15:12:18] car...PCK-Transfer@0.10: 78.66% | PCK-Transfer@0.05: 66.37% | PCK-Transfer@0.15: 82.83%
+
100%|██████████| 19/19 [00:05<00:00,  3.55it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.46it/s]
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 11%|█         | 3/27 [00:00<00:06,  3.63it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.57it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.59it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.58it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.56it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.60it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.59it/s]
 41%|████      | 11/27 [00:03<00:04,  3.57it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.53it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.60it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.59it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.67it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.69it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.61it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.58it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.58it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.65it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.67it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.68it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.66it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.66it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.65it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.62it/s]
100%|██████████| 27/27 [00:07<00:00,  3.60it/s][2025-07-15 15:12:26] cat...PCK-Transfer@0.10: 74.92% | PCK-Transfer@0.05: 59.98% | PCK-Transfer@0.15: 83.03%
+
100%|██████████| 27/27 [00:07<00:00,  3.61it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.61it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.53it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.52it/s]
 31%|███       | 4/13 [00:01<00:02,  3.56it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.58it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.60it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.60it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.57it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.58it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.56it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.55it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.59it/s]
100%|██████████| 13/13 [00:03<00:00,  3.56it/s][2025-07-15 15:12:29] chair...PCK-Transfer@0.10: 27.91% | PCK-Transfer@0.05: 17.37% | PCK-Transfer@0.15: 36.39%
+
100%|██████████| 13/13 [00:03<00:00,  3.57it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.56it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.57it/s]
100%|██████████| 3/3 [00:00<00:00,  3.54it/s][2025-07-15 15:12:30] cow...PCK-Transfer@0.10: 85.42% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 89.58%
+
100%|██████████| 3/3 [00:00<00:00,  3.54it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.51it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.52it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.58it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.55it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.58it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.60it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.64it/s]
100%|██████████| 8/8 [00:02<00:00,  3.61it/s][2025-07-15 15:12:32] diningtable...PCK-Transfer@0.10: 32.81% | PCK-Transfer@0.05: 19.27% | PCK-Transfer@0.15: 40.10%
+
100%|██████████| 8/8 [00:02<00:00,  3.59it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.53it/s]
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 12%|█▎        | 3/24 [00:00<00:05,  3.54it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.49it/s]
 21%|██        | 5/24 [00:01<00:05,  3.51it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.54it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.55it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.56it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.56it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.54it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.54it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.53it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.55it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.54it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.57it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.57it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.59it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.57it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.64it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.62it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.61it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.60it/s]
100%|██████████| 24/24 [00:06<00:00,  3.61it/s][2025-07-15 15:12:39] dog...PCK-Transfer@0.10: 62.70% | PCK-Transfer@0.05: 46.17% | PCK-Transfer@0.15: 75.53%
+
100%|██████████| 24/24 [00:06<00:00,  3.57it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.55it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.59it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.51it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.59it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.53it/s]
100%|██████████| 9/9 [00:02<00:00,  3.53it/s][2025-07-15 15:12:42] horse...PCK-Transfer@0.10: 64.39% | PCK-Transfer@0.05: 40.05% | PCK-Transfer@0.15: 69.15%
+
100%|██████████| 9/9 [00:02<00:00,  3.55it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.48it/s]
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 59%|█████▉    | 16/27 [00:04<00:03,  3.65it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.72it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.75it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.74it/s]
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 78%|███████▊  | 21/27 [00:05<00:01,  3.71it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.70it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.74it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.75it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.66it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.68it/s]
100%|██████████| 27/27 [00:07<00:00,  3.71it/s][2025-07-15 15:12:49] motorbike...PCK-Transfer@0.10: 70.13% | PCK-Transfer@0.05: 47.39% | PCK-Transfer@0.15: 76.69%
+
100%|██████████| 27/27 [00:07<00:00,  3.67it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:02,  3.76it/s]
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 25%|██▌       | 3/12 [00:00<00:02,  3.58it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.56it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.68it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.70it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.76it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.71it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.72it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.68it/s]
 92%|█████████▏| 11/12 [00:02<00:00,  3.70it/s]
100%|██████████| 12/12 [00:03<00:00,  3.66it/s][2025-07-15 15:12:52] person...PCK-Transfer@0.10: 47.40% | PCK-Transfer@0.05: 31.58% | PCK-Transfer@0.15: 59.52%
+
100%|██████████| 12/12 [00:03<00:00,  3.67it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.75it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.80it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.72it/s]
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 71%|███████▏  | 5/7 [00:01<00:00,  3.78it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.71it/s]
100%|██████████| 7/7 [00:01<00:00,  3.70it/s][2025-07-15 15:12:54] pottedplant...PCK-Transfer@0.10: 51.90% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 70.95%
+
100%|██████████| 7/7 [00:01<00:00,  3.72it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.23it/s][2025-07-15 15:12:54] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.22it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.58it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.59it/s]
 31%|███       | 4/13 [00:01<00:02,  3.56it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.57it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.57it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.60it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.57it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.62it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.58it/s]
100%|██████████| 13/13 [00:03<00:00,  3.56it/s][2025-07-15 15:12:58] sofa...PCK-Transfer@0.10: 39.02% | PCK-Transfer@0.05: 15.99% | PCK-Transfer@0.15: 51.21%
+
100%|██████████| 13/13 [00:03<00:00,  3.57it/s]
+
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100%|██████████| 15/15 [00:04<00:00,  3.73it/s][2025-07-15 15:13:07] tvmonitor...PCK-Transfer@0.10: 31.67% | PCK-Transfer@0.05: 23.33% | PCK-Transfer@0.15: 40.00%
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+[2025-07-15 15:13:07] Weighted Per image PCK0.10: 59.83%, image PCK0.05: 43.04%, image PCK0.01: 68.87%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_15__t_0.7_layer_10_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_15__t_0.7_layer_10_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..4244f41975e9b71910889fc33d620fec7e4c46ac
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_15__t_0.7_layer_10_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 15:31:49] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_15__t_0.7_layer_10_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.5_layer_15', 't_0.7_layer_10'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.5_layer_15', 't_0.7_layer_10']
+Number of parameters corr net: 120
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100%|██████████| 32/32 [00:08<00:00,  3.78it/s][2025-07-15 15:32:21] bus...PCK-Transfer@0.10: 56.87% | PCK-Transfer@0.05: 41.77% | PCK-Transfer@0.15: 65.21%
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100%|██████████| 15/15 [00:04<00:00,  3.59it/s][2025-07-15 15:33:16] tvmonitor...PCK-Transfer@0.10: 28.33% | PCK-Transfer@0.05: 21.67% | PCK-Transfer@0.15: 36.67%
+
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+[2025-07-15 15:33:16] Weighted Per image PCK0.10: 54.91%, image PCK0.05: 39.28%, image PCK0.01: 64.34%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_15__t_0.7_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_15__t_0.7_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..53973f45bf484781f41004f6b6e48ae18ef31fd3
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_15__t_0.7_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-15 15:34:54] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_15__t_0.7_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.5_layer_15', 't_0.7_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.5_layer_15', 't_0.7_layer_15']
+Number of parameters corr net: 120
+
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 83%|████████▎ | 5/6 [00:01<00:00,  3.40it/s]
100%|██████████| 6/6 [00:01<00:00,  3.47it/s][2025-07-15 15:35:15] boat...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 29.17% | PCK-Transfer@0.15: 80.56%
+
100%|██████████| 6/6 [00:01<00:00,  3.45it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.45it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.56it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.51it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.45it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.38it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.35it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.44it/s]
100%|██████████| 8/8 [00:02<00:00,  3.43it/s][2025-07-15 15:35:17] bottle...PCK-Transfer@0.10: 48.44% | PCK-Transfer@0.05: 37.50% | PCK-Transfer@0.15: 57.81%
+
100%|██████████| 8/8 [00:02<00:00,  3.43it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.55it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.50it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.48it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.49it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.37it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.30it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.35it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.32it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.34it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.44it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.52it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.51it/s]
 41%|████      | 13/32 [00:03<00:05,  3.47it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.45it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.49it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.51it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.57it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.58it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.58it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.56it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.54it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.59it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.60it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.55it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.50it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.56it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.53it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.52it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.54it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.55it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.49it/s]
100%|██████████| 32/32 [00:09<00:00,  3.47it/s][2025-07-15 15:35:26] bus...PCK-Transfer@0.10: 79.01% | PCK-Transfer@0.05: 65.99% | PCK-Transfer@0.15: 82.66%
+
100%|██████████| 32/32 [00:09<00:00,  3.49it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.41it/s]
 11%|█         | 2/19 [00:00<00:04,  3.47it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.47it/s]
 21%|██        | 4/19 [00:01<00:04,  3.46it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.44it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.52it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.56it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.51it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.49it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.43it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.43it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.45it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.45it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.44it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.51it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.54it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.55it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.51it/s]
100%|██████████| 19/19 [00:05<00:00,  3.47it/s][2025-07-15 15:35:32] car...PCK-Transfer@0.10: 90.97% | PCK-Transfer@0.05: 79.41% | PCK-Transfer@0.15: 92.47%
+
100%|██████████| 19/19 [00:05<00:00,  3.48it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.44it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.50it/s]
 11%|█         | 3/27 [00:00<00:06,  3.55it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.49it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.50it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.51it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.49it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.48it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.51it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.51it/s]
 41%|████      | 11/27 [00:03<00:04,  3.48it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.45it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.50it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.49it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.54it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.57it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.51it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.47it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.46it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.51it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.51it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.54it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.52it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.50it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.49it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.48it/s]
100%|██████████| 27/27 [00:07<00:00,  3.46it/s][2025-07-15 15:35:39] cat...PCK-Transfer@0.10: 82.78% | PCK-Transfer@0.05: 68.82% | PCK-Transfer@0.15: 85.94%
+
100%|██████████| 27/27 [00:07<00:00,  3.49it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.44it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.40it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.39it/s]
 31%|███       | 4/13 [00:01<00:02,  3.41it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.43it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.44it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.44it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.41it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.40it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.39it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.38it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.42it/s]
100%|██████████| 13/13 [00:03<00:00,  3.42it/s][2025-07-15 15:35:43] chair...PCK-Transfer@0.10: 40.17% | PCK-Transfer@0.05: 25.34% | PCK-Transfer@0.15: 46.24%
+
100%|██████████| 13/13 [00:03<00:00,  3.41it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.39it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.44it/s]
100%|██████████| 3/3 [00:00<00:00,  3.47it/s][2025-07-15 15:35:44] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 72.92% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.45it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.42it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.39it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.43it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.40it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.43it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.46it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.47it/s]
100%|██████████| 8/8 [00:02<00:00,  3.45it/s][2025-07-15 15:35:46] diningtable...PCK-Transfer@0.10: 39.06% | PCK-Transfer@0.05: 19.27% | PCK-Transfer@0.15: 50.52%
+
100%|██████████| 8/8 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.37it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.39it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.43it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.39it/s]
 21%|██        | 5/24 [00:01<00:05,  3.41it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.42it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.43it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.45it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.45it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.42it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.41it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.41it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.45it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.45it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.45it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.45it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.44it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.46it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.46it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.51it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.50it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.47it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.45it/s]
100%|██████████| 24/24 [00:06<00:00,  3.44it/s][2025-07-15 15:35:53] dog...PCK-Transfer@0.10: 76.18% | PCK-Transfer@0.05: 57.84% | PCK-Transfer@0.15: 82.61%
+
100%|██████████| 24/24 [00:06<00:00,  3.44it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.50it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.49it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.43it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.40it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.43it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.46it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.51it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.51it/s]
100%|██████████| 9/9 [00:02<00:00,  3.47it/s][2025-07-15 15:35:56] horse...PCK-Transfer@0.10: 77.20% | PCK-Transfer@0.05: 57.78% | PCK-Transfer@0.15: 81.96%
+
100%|██████████| 9/9 [00:02<00:00,  3.47it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.37it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.44it/s]
 11%|█         | 3/27 [00:00<00:06,  3.46it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.48it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.46it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.53it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.47it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.46it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.49it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.48it/s]
 41%|████      | 11/27 [00:03<00:04,  3.48it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.46it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.45it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.46it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.46it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.47it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.48it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.47it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.45it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.47it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.47it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.43it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.44it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.43it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.41it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.43it/s]
100%|██████████| 27/27 [00:07<00:00,  3.43it/s][2025-07-15 15:36:04] motorbike...PCK-Transfer@0.10: 81.55% | PCK-Transfer@0.05: 57.77% | PCK-Transfer@0.15: 87.45%
+
100%|██████████| 27/27 [00:07<00:00,  3.46it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.30it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.34it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.35it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.36it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.45it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.48it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.54it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.52it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.53it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.51it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.52it/s]
100%|██████████| 12/12 [00:03<00:00,  3.48it/s][2025-07-15 15:36:07] person...PCK-Transfer@0.10: 56.53% | PCK-Transfer@0.05: 40.08% | PCK-Transfer@0.15: 66.28%
+
100%|██████████| 12/12 [00:03<00:00,  3.47it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.56it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.58it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.53it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.55it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.60it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.55it/s]
100%|██████████| 7/7 [00:01<00:00,  3.55it/s][2025-07-15 15:36:09] pottedplant...PCK-Transfer@0.10: 55.71% | PCK-Transfer@0.05: 28.57% | PCK-Transfer@0.15: 62.86%
+
100%|██████████| 7/7 [00:01<00:00,  3.56it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.51it/s][2025-07-15 15:36:10] sheep...PCK-Transfer@0.10: 100.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.50it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.49it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.48it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.47it/s]
 31%|███       | 4/13 [00:01<00:02,  3.45it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.46it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.44it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.44it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.46it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.47it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.44it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.48it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.44it/s]
100%|██████████| 13/13 [00:03<00:00,  3.42it/s][2025-07-15 15:36:13] sofa...PCK-Transfer@0.10: 54.68% | PCK-Transfer@0.05: 35.47% | PCK-Transfer@0.15: 64.98%
+
100%|██████████| 13/13 [00:03<00:00,  3.45it/s]
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+[2025-07-15 15:36:23] Weighted Per image PCK0.10: 71.73%, image PCK0.05: 54.80%, image PCK0.01: 78.29%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_20__t_0.6_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_20__t_0.6_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..2dccbd6db584117a89cf0735799587c48ef138da
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_20__t_0.6_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-15 16:09:11] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_20__t_0.6_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.5_layer_20', 't_0.6_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.5_layer_20', 't_0.6_layer_13']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.59it/s][2025-07-15 16:10:39] tvmonitor...PCK-Transfer@0.10: 37.78% | PCK-Transfer@0.05: 28.33% | PCK-Transfer@0.15: 46.11%
+
100%|██████████| 15/15 [00:04<00:00,  3.60it/s]
+[2025-07-15 16:10:39] Weighted Per image PCK0.10: 67.57%, image PCK0.05: 50.89%, image PCK0.01: 75.08%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_20__t_0.7_layer_10_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_20__t_0.7_layer_10_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..650d422abe56c4e693831d59619078dd8c7168c4
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_20__t_0.7_layer_10_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 16:13:54] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_20__t_0.7_layer_10_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.5_layer_20', 't_0.7_layer_10'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.5_layer_20', 't_0.7_layer_10']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  3.40it/s][2025-07-15 16:14:01] aeroplane...PCK-Transfer@0.10: 56.06% | PCK-Transfer@0.05: 35.18% | PCK-Transfer@0.15: 71.09%
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 40%|████      | 4/10 [00:01<00:01,  3.51it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.42it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.51it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.53it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.38it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.31it/s]
100%|██████████| 10/10 [00:02<00:00,  3.41it/s][2025-07-15 16:14:13] bird...PCK-Transfer@0.10: 50.64% | PCK-Transfer@0.05: 26.64% | PCK-Transfer@0.15: 64.31%
+
100%|██████████| 10/10 [00:02<00:00,  3.43it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.32it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.28it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.41it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.48it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.40it/s]
100%|██████████| 6/6 [00:01<00:00,  3.40it/s][2025-07-15 16:14:15] boat...PCK-Transfer@0.10: 23.61% | PCK-Transfer@0.05: 18.06% | PCK-Transfer@0.15: 45.83%
+
100%|██████████| 6/6 [00:01<00:00,  3.39it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.26it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.41it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.43it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.52it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.56it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.61it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.60it/s]
100%|██████████| 8/8 [00:02<00:00,  3.52it/s][2025-07-15 16:14:17] bottle...PCK-Transfer@0.10: 26.56% | PCK-Transfer@0.05: 17.19% | PCK-Transfer@0.15: 32.81%
+
100%|██████████| 8/8 [00:02<00:00,  3.52it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.35it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.47it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.46it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.49it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.51it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.59it/s]
 22%|██▏       | 7/32 [00:01<00:06,  3.58it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.58it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.59it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.53it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.50it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.44it/s]
 41%|████      | 13/32 [00:03<00:05,  3.50it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.57it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.56it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.55it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.52it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.55it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.53it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.56it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.58it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.51it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.47it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.54it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.59it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.56it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.55it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.51it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.50it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.47it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.52it/s]
100%|██████████| 32/32 [00:09<00:00,  3.55it/s][2025-07-15 16:14:26] bus...PCK-Transfer@0.10: 45.16% | PCK-Transfer@0.05: 30.31% | PCK-Transfer@0.15: 56.35%
+
100%|██████████| 32/32 [00:09<00:00,  3.53it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.12it/s]
 11%|█         | 2/19 [00:00<00:05,  3.35it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.43it/s]
 21%|██        | 4/19 [00:01<00:04,  3.47it/s]
 26%|██▋       | 5/19 [00:01<00:03,  3.52it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.46it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.41it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.49it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.48it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.55it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.58it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.52it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.55it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.58it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.49it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.50it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.50it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.52it/s]
100%|██████████| 19/19 [00:05<00:00,  3.58it/s][2025-07-15 16:14:31] car...PCK-Transfer@0.10: 63.93% | PCK-Transfer@0.05: 48.78% | PCK-Transfer@0.15: 68.10%
+
100%|██████████| 19/19 [00:05<00:00,  3.51it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.22it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.34it/s]
 11%|█         | 3/27 [00:00<00:07,  3.41it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.52it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.53it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.47it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.35it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.35it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.30it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.35it/s]
 41%|████      | 11/27 [00:03<00:04,  3.38it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.47it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.39it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.45it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.46it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.50it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.49it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.47it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.49it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.50it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.52it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.54it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.54it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.57it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.58it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.58it/s]
100%|██████████| 27/27 [00:07<00:00,  3.57it/s][2025-07-15 16:14:39] cat...PCK-Transfer@0.10: 64.80% | PCK-Transfer@0.05: 45.98% | PCK-Transfer@0.15: 71.77%
+
100%|██████████| 27/27 [00:07<00:00,  3.47it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.86it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.23it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.29it/s]
 31%|███       | 4/13 [00:01<00:02,  3.34it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.40it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.30it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.39it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.47it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.54it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.61it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.65it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.64it/s]
100%|██████████| 13/13 [00:03<00:00,  3.64it/s][2025-07-15 16:14:43] chair...PCK-Transfer@0.10: 19.94% | PCK-Transfer@0.05: 12.39% | PCK-Transfer@0.15: 27.93%
+
100%|██████████| 13/13 [00:03<00:00,  3.48it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.48it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.56it/s]
100%|██████████| 3/3 [00:00<00:00,  3.59it/s][2025-07-15 16:14:44] cow...PCK-Transfer@0.10: 72.92% | PCK-Transfer@0.05: 43.75% | PCK-Transfer@0.15: 79.17%
+
100%|██████████| 3/3 [00:00<00:00,  3.57it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.61it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.64it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.65it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.70it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.67it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.66it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.66it/s]
100%|██████████| 8/8 [00:02<00:00,  3.69it/s][2025-07-15 16:14:46] diningtable...PCK-Transfer@0.10: 32.81% | PCK-Transfer@0.05: 11.46% | PCK-Transfer@0.15: 44.27%
+
100%|██████████| 8/8 [00:02<00:00,  3.67it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.54it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.61it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.62it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.68it/s]
 21%|██        | 5/24 [00:01<00:05,  3.66it/s]
 25%|██▌       | 6/24 [00:01<00:04,  3.63it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.63it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.62it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.63it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.66it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.66it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.65it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.64it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.65it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.62it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.65it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.59it/s]
 75%|███████▌  | 18/24 [00:04<00:01,  3.60it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.47it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.46it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.50it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.55it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.58it/s]
100%|██████████| 24/24 [00:06<00:00,  3.58it/s][2025-07-15 16:14:53] dog...PCK-Transfer@0.10: 52.74% | PCK-Transfer@0.05: 38.04% | PCK-Transfer@0.15: 65.25%
+
100%|██████████| 24/24 [00:06<00:00,  3.60it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.62it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.65it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.69it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.74it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.67it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.64it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.60it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.59it/s]
100%|██████████| 9/9 [00:02<00:00,  3.61it/s][2025-07-15 16:14:55] horse...PCK-Transfer@0.10: 53.92% | PCK-Transfer@0.05: 30.13% | PCK-Transfer@0.15: 59.60%
+
100%|██████████| 9/9 [00:02<00:00,  3.63it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.09it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.29it/s]
 11%|█         | 3/27 [00:00<00:07,  3.43it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.32it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.41it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.42it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.50it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.49it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.51it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.52it/s]
 41%|████      | 11/27 [00:03<00:04,  3.55it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.55it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.59it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.61it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.59it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.59it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.60it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.62it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.65it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.62it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.65it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.72it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.70it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.71it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.75it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.73it/s]
100%|██████████| 27/27 [00:07<00:00,  3.71it/s][2025-07-15 16:15:03] motorbike...PCK-Transfer@0.10: 52.95% | PCK-Transfer@0.05: 31.37% | PCK-Transfer@0.15: 63.77%
+
100%|██████████| 27/27 [00:07<00:00,  3.58it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.38it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.67it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.77it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.83it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.70it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.71it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.68it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.68it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.63it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.62it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.59it/s]
100%|██████████| 12/12 [00:03<00:00,  3.64it/s][2025-07-15 16:15:06] person...PCK-Transfer@0.10: 43.35% | PCK-Transfer@0.05: 26.57% | PCK-Transfer@0.15: 54.80%
+
100%|██████████| 12/12 [00:03<00:00,  3.66it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:02,  2.86it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.12it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.34it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.41it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.43it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.51it/s]
100%|██████████| 7/7 [00:02<00:00,  3.57it/s][2025-07-15 16:15:08] pottedplant...PCK-Transfer@0.10: 36.67% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 53.33%
+
100%|██████████| 7/7 [00:02<00:00,  3.43it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.15it/s][2025-07-15 16:15:08] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.14it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.56it/s]
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+[2025-07-15 16:15:22] Weighted Per image PCK0.10: 48.26%, image PCK0.05: 32.01%, image PCK0.01: 58.15%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_5__t_0.6_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_5__t_0.6_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..269e9cd35debe2ad18c9581bfbe321261f2001ae
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_5__t_0.6_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-15 12:57:40] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_5__t_0.6_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.5_layer_5', 't_0.6_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.5_layer_5', 't_0.6_layer_10']
+Number of parameters corr net: 120
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+
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+[2025-07-15 12:59:10] Weighted Per image PCK0.10: 77.20%, image PCK0.05: 60.16%, image PCK0.01: 83.75%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_5__t_0.6_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_5__t_0.6_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..ebbcf2a9d93be8c2a1f4c846915b2dbfbff22c26
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_5__t_0.6_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 12:59:22] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_5__t_0.6_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.5_layer_5', 't_0.6_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.5_layer_5', 't_0.6_layer_13']
+Number of parameters corr net: 120
+
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 70%|███████   | 21/30 [00:06<00:02,  3.34it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.32it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.30it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.29it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.28it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.33it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.37it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.42it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.46it/s]
100%|██████████| 30/30 [00:08<00:00,  3.45it/s][2025-07-15 12:59:37] bicycle...PCK-Transfer@0.10: 64.91% | PCK-Transfer@0.05: 50.94% | PCK-Transfer@0.15: 71.88%
+
100%|██████████| 30/30 [00:08<00:00,  3.39it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.41it/s]
 20%|██        | 2/10 [00:00<00:02,  3.44it/s]
 30%|███       | 3/10 [00:00<00:01,  3.51it/s]
 40%|████      | 4/10 [00:01<00:01,  3.51it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.50it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.56it/s]
 70%|███████   | 7/10 [00:01<00:00,  3.55it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.55it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.53it/s]
100%|██████████| 10/10 [00:02<00:00,  3.52it/s][2025-07-15 12:59:40] bird...PCK-Transfer@0.10: 57.39% | PCK-Transfer@0.05: 34.42% | PCK-Transfer@0.15: 72.67%
+
100%|██████████| 10/10 [00:02<00:00,  3.52it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.38it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.41it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.50it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.55it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.60it/s]
100%|██████████| 6/6 [00:01<00:00,  3.48it/s][2025-07-15 12:59:42] boat...PCK-Transfer@0.10: 37.50% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 47.22%
+
100%|██████████| 6/6 [00:01<00:00,  3.49it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.65it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.55it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.57it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.33it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.45it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.53it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.53it/s]
100%|██████████| 8/8 [00:02<00:00,  3.57it/s][2025-07-15 12:59:44] bottle...PCK-Transfer@0.10: 37.50% | PCK-Transfer@0.05: 26.56% | PCK-Transfer@0.15: 42.19%
+
100%|██████████| 8/8 [00:02<00:00,  3.52it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  3.04it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.33it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.37it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.47it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.35it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.33it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.39it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.44it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.48it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.45it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.45it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.46it/s]
 41%|████      | 13/32 [00:03<00:05,  3.50it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.55it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.55it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.55it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.53it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.54it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.53it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.55it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.52it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.49it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.40it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.48it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.46it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.46it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.50it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.45it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.46it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.35it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.43it/s]
100%|██████████| 32/32 [00:09<00:00,  3.42it/s][2025-07-15 12:59:53] bus...PCK-Transfer@0.10: 54.43% | PCK-Transfer@0.05: 33.59% | PCK-Transfer@0.15: 63.54%
+
100%|██████████| 32/32 [00:09<00:00,  3.45it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.57it/s]
 11%|█         | 2/19 [00:00<00:04,  3.49it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.49it/s]
 21%|██        | 4/19 [00:01<00:04,  3.39it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.28it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.30it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.35it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.40it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.44it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.52it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.49it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.47it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.46it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.50it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.45it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.47it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.46it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.51it/s]
100%|██████████| 19/19 [00:05<00:00,  3.59it/s][2025-07-15 12:59:59] car...PCK-Transfer@0.10: 67.05% | PCK-Transfer@0.05: 49.40% | PCK-Transfer@0.15: 73.46%
+
100%|██████████| 19/19 [00:05<00:00,  3.47it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.65it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.42it/s]
 11%|█         | 3/27 [00:00<00:07,  3.41it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.50it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.44it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.48it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.28it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.32it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.37it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.37it/s]
 41%|████      | 11/27 [00:03<00:04,  3.43it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.48it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.44it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.45it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.36it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.38it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.44it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.41it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.38it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.41it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.45it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.45it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.47it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.49it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.52it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.46it/s]
100%|██████████| 27/27 [00:07<00:00,  3.39it/s][2025-07-15 13:00:07] cat...PCK-Transfer@0.10: 61.92% | PCK-Transfer@0.05: 46.96% | PCK-Transfer@0.15: 73.45%
+
100%|██████████| 27/27 [00:07<00:00,  3.42it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.34it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.59it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.57it/s]
 31%|███       | 4/13 [00:01<00:02,  3.56it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.51it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.52it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.47it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.57it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.62it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.63it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.55it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.53it/s]
100%|██████████| 13/13 [00:03<00:00,  3.55it/s][2025-07-15 13:00:10] chair...PCK-Transfer@0.10: 27.80% | PCK-Transfer@0.05: 16.58% | PCK-Transfer@0.15: 34.21%
+
100%|██████████| 13/13 [00:03<00:00,  3.55it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.31it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.45it/s]
100%|██████████| 3/3 [00:00<00:00,  3.51it/s][2025-07-15 13:00:11] cow...PCK-Transfer@0.10: 72.92% | PCK-Transfer@0.05: 39.58% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 3/3 [00:00<00:00,  3.48it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.61it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.66it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.65it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.60it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.58it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.56it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.58it/s]
100%|██████████| 8/8 [00:02<00:00,  3.62it/s][2025-07-15 13:00:13] diningtable...PCK-Transfer@0.10: 35.42% | PCK-Transfer@0.05: 14.06% | PCK-Transfer@0.15: 42.19%
+
100%|██████████| 8/8 [00:02<00:00,  3.61it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.10it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.43it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.35it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.44it/s]
 21%|██        | 5/24 [00:01<00:05,  3.50it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.44it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.35it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.41it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.46it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.43it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.49it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.52it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.52it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.51it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.54it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.59it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.63it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.62it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.61it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.60it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.62it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.65it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.66it/s]
100%|██████████| 24/24 [00:06<00:00,  3.67it/s][2025-07-15 13:00:20] dog...PCK-Transfer@0.10: 51.83% | PCK-Transfer@0.05: 33.90% | PCK-Transfer@0.15: 66.91%
+
100%|██████████| 24/24 [00:06<00:00,  3.54it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.63it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.65it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.71it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.80it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.72it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.66it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.61it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.55it/s]
100%|██████████| 9/9 [00:02<00:00,  3.46it/s][2025-07-15 13:00:23] horse...PCK-Transfer@0.10: 56.19% | PCK-Transfer@0.05: 34.10% | PCK-Transfer@0.15: 63.33%
+
100%|██████████| 9/9 [00:02<00:00,  3.59it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.38it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.51it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.41it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.49it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.53it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.56it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.58it/s]
 41%|████      | 11/27 [00:03<00:04,  3.52it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.55it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.62it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.64it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.60it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.62it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.62it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.65it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.67it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.66it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.67it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.74it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.71it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.75it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.80it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.77it/s]
100%|██████████| 27/27 [00:07<00:00,  3.75it/s][2025-07-15 13:00:30] motorbike...PCK-Transfer@0.10: 58.68% | PCK-Transfer@0.05: 38.47% | PCK-Transfer@0.15: 67.54%
+
100%|██████████| 27/27 [00:07<00:00,  3.63it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:04,  2.73it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.15it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.44it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.60it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.54it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.57it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.58it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.61it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.60it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.62it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.61it/s]
100%|██████████| 12/12 [00:03<00:00,  3.60it/s][2025-07-15 13:00:34] person...PCK-Transfer@0.10: 41.13% | PCK-Transfer@0.05: 22.16% | PCK-Transfer@0.15: 51.06%
+
100%|██████████| 12/12 [00:03<00:00,  3.54it/s]
+
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100%|██████████| 7/7 [00:02<00:00,  3.53it/s][2025-07-15 13:00:36] pottedplant...PCK-Transfer@0.10: 39.05% | PCK-Transfer@0.05: 17.14% | PCK-Transfer@0.15: 53.33%
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100%|██████████| 20/20 [00:05<00:00,  3.63it/s][2025-07-15 13:00:45] train...PCK-Transfer@0.10: 54.50% | PCK-Transfer@0.05: 30.25% | PCK-Transfer@0.15: 64.50%
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100%|██████████| 15/15 [00:04<00:00,  3.59it/s][2025-07-15 13:00:50] tvmonitor...PCK-Transfer@0.10: 21.67% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 28.33%
+
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+[2025-07-15 13:00:50] Weighted Per image PCK0.10: 51.89%, image PCK0.05: 34.02%, image PCK0.01: 61.85%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_9.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_9.log
new file mode 100644
index 0000000000000000000000000000000000000000..25a1762235bf21e7e4291730fb6e6d015ce558f5
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_9.log
@@ -0,0 +1,44 @@
+[2025-07-12 00:04:33] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_9', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.5_layer_9'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.5_layer_9']
+Number of parameters corr net: 120
+
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100%|██████████| 13/13 [00:03<00:00,  3.39it/s][2025-07-12 00:05:52] sofa...PCK-Transfer@0.10: 78.49% | PCK-Transfer@0.05: 50.07% | PCK-Transfer@0.15: 86.95%
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100%|██████████| 15/15 [00:04<00:00,  3.42it/s][2025-07-12 00:06:02] tvmonitor...PCK-Transfer@0.10: 51.11% | PCK-Transfer@0.05: 37.22% | PCK-Transfer@0.15: 57.78%
+
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+[2025-07-12 00:06:02] Weighted Per image PCK0.10: 80.97%, image PCK0.05: 65.59%, image PCK0.01: 86.34%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_9__t_0.5_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_9__t_0.5_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..43847167b17086b8d4af5e905f3622d37a83c6a6
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_9__t_0.5_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 13:19:30] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_9__t_0.5_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.5_layer_9', 't_0.5_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.5_layer_9', 't_0.5_layer_13']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  3.16it/s][2025-07-15 13:19:37] aeroplane...PCK-Transfer@0.10: 65.35% | PCK-Transfer@0.05: 44.23% | PCK-Transfer@0.15: 75.94%
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 17%|█▋        | 5/30 [00:01<00:06,  3.58it/s]
 20%|██        | 6/30 [00:01<00:06,  3.62it/s]
 23%|██▎       | 7/30 [00:01<00:06,  3.55it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.50it/s]
 30%|███       | 9/30 [00:02<00:05,  3.50it/s]
 33%|███▎      | 10/30 [00:02<00:05,  3.49it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.53it/s]
 40%|████      | 12/30 [00:03<00:05,  3.53it/s]
 43%|████▎     | 13/30 [00:03<00:04,  3.51it/s]
 47%|████▋     | 14/30 [00:03<00:04,  3.48it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.51it/s]
 53%|█████▎    | 16/30 [00:04<00:03,  3.53it/s]
 57%|█████▋    | 17/30 [00:04<00:03,  3.51it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.51it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.50it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.39it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.39it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.39it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.44it/s]
 80%|████████  | 24/30 [00:06<00:01,  3.31it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.39it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.43it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.45it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.44it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.44it/s]
100%|██████████| 30/30 [00:08<00:00,  3.44it/s][2025-07-15 13:19:46] bicycle...PCK-Transfer@0.10: 70.03% | PCK-Transfer@0.05: 58.18% | PCK-Transfer@0.15: 75.79%
+
100%|██████████| 30/30 [00:08<00:00,  3.47it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.45it/s]
 20%|██        | 2/10 [00:00<00:02,  3.48it/s]
 30%|███       | 3/10 [00:00<00:01,  3.56it/s]
 40%|████      | 4/10 [00:01<00:01,  3.54it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.52it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.58it/s]
 70%|███████   | 7/10 [00:01<00:00,  3.58it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.61it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.57it/s]
100%|██████████| 10/10 [00:02<00:00,  3.59it/s][2025-07-15 13:19:49] bird...PCK-Transfer@0.10: 67.36% | PCK-Transfer@0.05: 43.36% | PCK-Transfer@0.15: 83.75%
+
100%|██████████| 10/10 [00:02<00:00,  3.57it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.39it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.39it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.50it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.45it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.55it/s]
100%|██████████| 6/6 [00:01<00:00,  3.43it/s][2025-07-15 13:19:51] boat...PCK-Transfer@0.10: 34.72% | PCK-Transfer@0.05: 19.44% | PCK-Transfer@0.15: 52.78%
+
100%|██████████| 6/6 [00:01<00:00,  3.45it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.61it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.57it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.60it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.57it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.59it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.63it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.59it/s]
100%|██████████| 8/8 [00:02<00:00,  3.60it/s][2025-07-15 13:19:53] bottle...PCK-Transfer@0.10: 40.62% | PCK-Transfer@0.05: 32.81% | PCK-Transfer@0.15: 46.88%
+
100%|██████████| 8/8 [00:02<00:00,  3.60it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  3.08it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.35it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.25it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.35it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.41it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.37it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.40it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.47it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.47it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.44it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.43it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.41it/s]
 41%|████      | 13/32 [00:03<00:05,  3.39it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.43it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.43it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.27it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.29it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.32it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.33it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.34it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.39it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.25it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.26it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.32it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.35it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.33it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.33it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.31it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.30it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.32it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.34it/s]
100%|██████████| 32/32 [00:09<00:00,  3.39it/s][2025-07-15 13:20:02] bus...PCK-Transfer@0.10: 58.70% | PCK-Transfer@0.05: 39.43% | PCK-Transfer@0.15: 67.03%
+
100%|██████████| 32/32 [00:09<00:00,  3.35it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.22it/s]
 11%|█         | 2/19 [00:00<00:05,  3.38it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.45it/s]
 21%|██        | 4/19 [00:01<00:04,  3.50it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.49it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.47it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.47it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.52it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.53it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.58it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.60it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.56it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.58it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.54it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.51it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.47it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.48it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.51it/s]
100%|██████████| 19/19 [00:05<00:00,  3.52it/s][2025-07-15 13:20:08] car...PCK-Transfer@0.10: 76.75% | PCK-Transfer@0.05: 59.35% | PCK-Transfer@0.15: 81.14%
+
100%|██████████| 19/19 [00:05<00:00,  3.51it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.31it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.42it/s]
 11%|█         | 3/27 [00:00<00:06,  3.45it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.48it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.51it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.51it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.56it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.58it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.57it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.58it/s]
 41%|████      | 11/27 [00:03<00:04,  3.60it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.63it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.59it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.60it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.57it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.56it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.59it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.62it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.62it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.57it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.56it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.52it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.53it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.52it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.54it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.51it/s]
100%|██████████| 27/27 [00:07<00:00,  3.46it/s][2025-07-15 13:20:15] cat...PCK-Transfer@0.10: 68.91% | PCK-Transfer@0.05: 54.55% | PCK-Transfer@0.15: 78.54%
+
100%|██████████| 27/27 [00:07<00:00,  3.54it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.37it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.51it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.54it/s]
 31%|███       | 4/13 [00:01<00:02,  3.51it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.49it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.46it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.46it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.52it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.53it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.55it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.56it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.53it/s]
100%|██████████| 13/13 [00:03<00:00,  3.52it/s][2025-07-15 13:20:19] chair...PCK-Transfer@0.10: 34.32% | PCK-Transfer@0.05: 19.00% | PCK-Transfer@0.15: 43.31%
+
100%|██████████| 13/13 [00:03<00:00,  3.51it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.49it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.50it/s]
100%|██████████| 3/3 [00:00<00:00,  3.50it/s][2025-07-15 13:20:20] cow...PCK-Transfer@0.10: 83.33% | PCK-Transfer@0.05: 47.92% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 3/3 [00:00<00:00,  3.50it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.47it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.48it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.49it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.52it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.50it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.47it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.48it/s]
100%|██████████| 8/8 [00:02<00:00,  3.51it/s][2025-07-15 13:20:22] diningtable...PCK-Transfer@0.10: 32.81% | PCK-Transfer@0.05: 14.58% | PCK-Transfer@0.15: 40.10%
+
100%|██████████| 8/8 [00:02<00:00,  3.50it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.48it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.50it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.49it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.29it/s]
 21%|██        | 5/24 [00:01<00:05,  3.33it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.37it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.41it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.42it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.44it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.49it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.53it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.51it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.50it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.49it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.49it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.45it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.48it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.49it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.49it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.47it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.49it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.49it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.49it/s]
100%|██████████| 24/24 [00:06<00:00,  3.46it/s][2025-07-15 13:20:29] dog...PCK-Transfer@0.10: 59.16% | PCK-Transfer@0.05: 40.61% | PCK-Transfer@0.15: 73.03%
+
100%|██████████| 24/24 [00:06<00:00,  3.46it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.31it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.47it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.48it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.54it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.50it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.48it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.44it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.44it/s]
100%|██████████| 9/9 [00:02<00:00,  3.48it/s][2025-07-15 13:20:32] horse...PCK-Transfer@0.10: 61.22% | PCK-Transfer@0.05: 37.54% | PCK-Transfer@0.15: 69.68%
+
100%|██████████| 9/9 [00:02<00:00,  3.47it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.24it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.44it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.43it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.52it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.53it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.55it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.56it/s]
 41%|████      | 11/27 [00:03<00:04,  3.59it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.60it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.65it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.66it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.66it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.64it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.59it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.55it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.58it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.58it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.60it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.66it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.65it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.68it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.73it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.70it/s]
100%|██████████| 27/27 [00:07<00:00,  3.63it/s][2025-07-15 13:20:39] motorbike...PCK-Transfer@0.10: 64.23% | PCK-Transfer@0.05: 42.16% | PCK-Transfer@0.15: 74.05%
+
100%|██████████| 27/27 [00:07<00:00,  3.59it/s]
+
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+[2025-07-15 13:20:59] Weighted Per image PCK0.10: 56.71%, image PCK0.05: 39.19%, image PCK0.01: 66.67%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_9__t_0.8_layer_10_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_9__t_0.8_layer_10_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..3c0cc0a5eae1b12732bd5fab574aaf78a85afd0e
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_9__t_0.8_layer_10_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 13:38:09] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_9__t_0.8_layer_10_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.5_layer_9', 't_0.8_layer_10'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.5_layer_9', 't_0.8_layer_10']
+Number of parameters corr net: 120
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+[2025-07-15 13:39:36] Weighted Per image PCK0.10: 56.12%, image PCK0.05: 38.60%, image PCK0.01: 65.81%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_9__t_0.8_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_9__t_0.8_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..06f92707714a15438458affabb7bfb8a6f494db8
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_9__t_0.8_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-15 13:36:35] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.5_layer_9__t_0.8_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.5_layer_9', 't_0.8_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.5_layer_9', 't_0.8_layer_5']
+Number of parameters corr net: 120
+
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 53%|█████▎    | 8/15 [00:03<00:02,  2.94it/s]
 60%|██████    | 9/15 [00:04<00:01,  3.09it/s]
 67%|██████▋   | 10/15 [00:04<00:01,  3.14it/s]
 73%|███████▎  | 11/15 [00:04<00:01,  3.18it/s]
 80%|████████  | 12/15 [00:05<00:00,  3.21it/s]
 87%|████████▋ | 13/15 [00:05<00:00,  3.27it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.31it/s]
100%|██████████| 15/15 [00:05<00:00,  3.33it/s][2025-07-15 13:36:42] aeroplane...PCK-Transfer@0.10: 86.30% | PCK-Transfer@0.05: 66.32% | PCK-Transfer@0.15: 92.48%
+
100%|██████████| 15/15 [00:05<00:00,  2.51it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:08,  3.24it/s]
  7%|▋         | 2/30 [00:00<00:08,  3.25it/s]
 10%|█         | 3/30 [00:00<00:08,  3.36it/s]
 13%|█▎        | 4/30 [00:01<00:07,  3.35it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.18it/s]
 20%|██        | 6/30 [00:01<00:07,  3.17it/s]
 23%|██▎       | 7/30 [00:02<00:07,  3.19it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.16it/s]
 30%|███       | 9/30 [00:02<00:06,  3.18it/s]
 33%|███▎      | 10/30 [00:03<00:06,  3.25it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.17it/s]
 40%|████      | 12/30 [00:03<00:05,  3.16it/s]
 43%|████▎     | 13/30 [00:04<00:05,  3.18it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.31it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.35it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.30it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.26it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.25it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.25it/s]
 67%|██████▋   | 20/30 [00:06<00:03,  3.25it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.26it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.32it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.28it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.30it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.30it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.28it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.27it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.25it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.22it/s]
100%|██████████| 30/30 [00:09<00:00,  3.25it/s][2025-07-15 13:36:51] bicycle...PCK-Transfer@0.10: 80.61% | PCK-Transfer@0.05: 63.64% | PCK-Transfer@0.15: 88.48%
+
100%|██████████| 30/30 [00:09<00:00,  3.25it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.24it/s]
 20%|██        | 2/10 [00:00<00:02,  3.33it/s]
 30%|███       | 3/10 [00:00<00:02,  3.23it/s]
 40%|████      | 4/10 [00:01<00:01,  3.20it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.26it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.25it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.25it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.28it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.28it/s]
100%|██████████| 10/10 [00:03<00:00,  3.27it/s][2025-07-15 13:36:54] bird...PCK-Transfer@0.10: 81.33% | PCK-Transfer@0.05: 53.31% | PCK-Transfer@0.15: 89.17%
+
100%|██████████| 10/10 [00:03<00:00,  3.26it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.40it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.29it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.33it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.34it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.38it/s]
100%|██████████| 6/6 [00:01<00:00,  3.42it/s][2025-07-15 13:36:56] boat...PCK-Transfer@0.10: 59.72% | PCK-Transfer@0.05: 41.67% | PCK-Transfer@0.15: 83.33%
+
100%|██████████| 6/6 [00:01<00:00,  3.38it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.32it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.46it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.44it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.38it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.34it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.32it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.40it/s]
100%|██████████| 8/8 [00:02<00:00,  3.37it/s][2025-07-15 13:36:58] bottle...PCK-Transfer@0.10: 65.62% | PCK-Transfer@0.05: 46.88% | PCK-Transfer@0.15: 73.44%
+
100%|██████████| 8/8 [00:02<00:00,  3.37it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.50it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.28it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.23it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.26it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.33it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.26it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.32it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.27it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.33it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.36it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.38it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.40it/s]
 41%|████      | 13/32 [00:03<00:05,  3.36it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.35it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.35it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.40it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.47it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.47it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.44it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.40it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.39it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.44it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.44it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.41it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.35it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.40it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.35it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.39it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.40it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.40it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.34it/s]
100%|██████████| 32/32 [00:09<00:00,  3.32it/s][2025-07-15 13:37:08] bus...PCK-Transfer@0.10: 71.98% | PCK-Transfer@0.05: 57.14% | PCK-Transfer@0.15: 80.31%
+
100%|██████████| 32/32 [00:09<00:00,  3.36it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.30it/s]
 11%|█         | 2/19 [00:00<00:04,  3.43it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.42it/s]
 21%|██        | 4/19 [00:01<00:04,  3.39it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.37it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.46it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.46it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.38it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.33it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.27it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.28it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.36it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.36it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.33it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.39it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.35it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.34it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.34it/s]
100%|██████████| 19/19 [00:05<00:00,  3.31it/s][2025-07-15 13:37:13] car...PCK-Transfer@0.10: 89.74% | PCK-Transfer@0.05: 77.61% | PCK-Transfer@0.15: 92.08%
+
100%|██████████| 19/19 [00:05<00:00,  3.35it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.04it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.39it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.37it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.40it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.39it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.40it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.38it/s]
 41%|████      | 11/27 [00:03<00:04,  3.35it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.32it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.42it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.44it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.36it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.32it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.34it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.43it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.44it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.45it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.40it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.40it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.40it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.40it/s]
100%|██████████| 27/27 [00:07<00:00,  3.42it/s][2025-07-15 13:37:21] cat...PCK-Transfer@0.10: 81.72% | PCK-Transfer@0.05: 61.13% | PCK-Transfer@0.15: 84.38%
+
100%|██████████| 27/27 [00:07<00:00,  3.38it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.45it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.34it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.35it/s]
 31%|███       | 4/13 [00:01<00:02,  3.41it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.42it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.31it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.32it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.28it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.29it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.29it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.23it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.27it/s]
100%|██████████| 13/13 [00:03<00:00,  3.09it/s][2025-07-15 13:37:25] chair...PCK-Transfer@0.10: 51.58% | PCK-Transfer@0.05: 30.90% | PCK-Transfer@0.15: 62.07%
+
100%|██████████| 13/13 [00:03<00:00,  3.26it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.27it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.30it/s]
100%|██████████| 3/3 [00:00<00:00,  3.34it/s][2025-07-15 13:37:26] cow...PCK-Transfer@0.10: 77.08% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 3/3 [00:00<00:00,  3.32it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.22it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.21it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.30it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.30it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.33it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.36it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.42it/s]
100%|██████████| 8/8 [00:02<00:00,  3.41it/s][2025-07-15 13:37:29] diningtable...PCK-Transfer@0.10: 49.48% | PCK-Transfer@0.05: 28.65% | PCK-Transfer@0.15: 64.58%
+
100%|██████████| 8/8 [00:02<00:00,  3.35it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.30it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.33it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.41it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.37it/s]
 21%|██        | 5/24 [00:01<00:05,  3.41it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.43it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.44it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.43it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.41it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.34it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.37it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.36it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.37it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.38it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.42it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.37it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.34it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.35it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.37it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.38it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.35it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.32it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.31it/s]
100%|██████████| 24/24 [00:07<00:00,  3.31it/s][2025-07-15 13:37:36] dog...PCK-Transfer@0.10: 76.14% | PCK-Transfer@0.05: 58.17% | PCK-Transfer@0.15: 85.98%
+
100%|██████████| 24/24 [00:07<00:00,  3.36it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.47it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.43it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.30it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.29it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.30it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.40it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.50it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.45it/s]
100%|██████████| 9/9 [00:02<00:00,  3.39it/s][2025-07-15 13:37:39] horse...PCK-Transfer@0.10: 80.24% | PCK-Transfer@0.05: 52.65% | PCK-Transfer@0.15: 85.79%
+
100%|██████████| 9/9 [00:02<00:00,  3.39it/s]
+
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 41%|████      | 11/27 [00:03<00:04,  3.34it/s]
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100%|██████████| 7/7 [00:02<00:00,  3.45it/s][2025-07-15 13:37:52] pottedplant...PCK-Transfer@0.10: 51.43% | PCK-Transfer@0.05: 29.52% | PCK-Transfer@0.15: 63.33%
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100%|██████████| 20/20 [00:05<00:00,  3.46it/s][2025-07-15 13:38:02] train...PCK-Transfer@0.10: 67.75% | PCK-Transfer@0.05: 45.25% | PCK-Transfer@0.15: 77.75%
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100%|██████████| 15/15 [00:04<00:00,  3.34it/s][2025-07-15 13:38:06] tvmonitor...PCK-Transfer@0.10: 31.67% | PCK-Transfer@0.05: 15.56% | PCK-Transfer@0.15: 43.33%
+
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+[2025-07-15 13:38:06] Weighted Per image PCK0.10: 70.79%, image PCK0.05: 51.08%, image PCK0.01: 79.64%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_11__t_0.6_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_11__t_0.6_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..79e61abdd505e33883f500207b63dd6397a5d086
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_11__t_0.6_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 17:25:37] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_11__t_0.6_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.6_layer_11', 't_0.6_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.6_layer_11', 't_0.6_layer_12']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:08<00:00,  3.66it/s][2025-07-15 17:26:08] bus...PCK-Transfer@0.10: 66.77% | PCK-Transfer@0.05: 48.80% | PCK-Transfer@0.15: 73.80%
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100%|██████████| 19/19 [00:05<00:00,  3.60it/s][2025-07-15 17:26:13] car...PCK-Transfer@0.10: 81.14% | PCK-Transfer@0.05: 65.84% | PCK-Transfer@0.15: 85.96%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.73it/s][2025-07-15 17:26:21] cat...PCK-Transfer@0.10: 75.22% | PCK-Transfer@0.05: 57.83% | PCK-Transfer@0.15: 83.47%
+
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+
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100%|██████████| 13/13 [00:03<00:00,  3.22it/s][2025-07-15 17:26:25] chair...PCK-Transfer@0.10: 39.19% | PCK-Transfer@0.05: 22.67% | PCK-Transfer@0.15: 49.06%
+
100%|██████████| 13/13 [00:03<00:00,  3.33it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.56it/s][2025-07-15 17:26:26] cow...PCK-Transfer@0.10: 83.33% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.55it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.65it/s][2025-07-15 17:26:28] diningtable...PCK-Transfer@0.10: 32.29% | PCK-Transfer@0.05: 15.62% | PCK-Transfer@0.15: 44.27%
+
100%|██████████| 8/8 [00:02<00:00,  3.63it/s]
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100%|██████████| 24/24 [00:06<00:00,  3.66it/s][2025-07-15 17:26:35] dog...PCK-Transfer@0.10: 67.11% | PCK-Transfer@0.05: 48.73% | PCK-Transfer@0.15: 80.01%
+
100%|██████████| 24/24 [00:06<00:00,  3.54it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.69it/s][2025-07-15 17:26:37] horse...PCK-Transfer@0.10: 69.92% | PCK-Transfer@0.05: 44.95% | PCK-Transfer@0.15: 73.23%
+
100%|██████████| 9/9 [00:02<00:00,  3.48it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.56it/s][2025-07-15 17:26:45] motorbike...PCK-Transfer@0.10: 74.62% | PCK-Transfer@0.05: 52.50% | PCK-Transfer@0.15: 79.69%
+
100%|██████████| 27/27 [00:07<00:00,  3.55it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.62it/s][2025-07-15 17:26:48] person...PCK-Transfer@0.10: 50.37% | PCK-Transfer@0.05: 33.39% | PCK-Transfer@0.15: 61.42%
+
100%|██████████| 12/12 [00:03<00:00,  3.46it/s]
+
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100%|██████████| 7/7 [00:01<00:00,  3.70it/s][2025-07-15 17:26:50] pottedplant...PCK-Transfer@0.10: 46.19% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 68.10%
+
100%|██████████| 7/7 [00:01<00:00,  3.71it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.68it/s][2025-07-15 17:26:51] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.67it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.58it/s][2025-07-15 17:26:54] sofa...PCK-Transfer@0.10: 41.13% | PCK-Transfer@0.05: 24.34% | PCK-Transfer@0.15: 57.26%
+
100%|██████████| 13/13 [00:03<00:00,  3.61it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.79it/s][2025-07-15 17:27:00] train...PCK-Transfer@0.10: 60.50% | PCK-Transfer@0.05: 36.25% | PCK-Transfer@0.15: 72.50%
+
100%|██████████| 20/20 [00:05<00:00,  3.71it/s]
+
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 87%|████████▋ | 13/15 [00:03<00:00,  3.65it/s]
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100%|██████████| 15/15 [00:04<00:00,  3.66it/s][2025-07-15 17:27:04] tvmonitor...PCK-Transfer@0.10: 36.67% | PCK-Transfer@0.05: 23.33% | PCK-Transfer@0.15: 46.67%
+
100%|██████████| 15/15 [00:04<00:00,  3.66it/s]
+[2025-07-15 17:27:04] Weighted Per image PCK0.10: 63.32%, image PCK0.05: 45.17%, image PCK0.01: 72.31%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_11__t_0.6_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_11__t_0.6_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..a1cceab26f5e198742ca7be9bae9f526891f8f83
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_11__t_0.6_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-15 17:25:51] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_11__t_0.6_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.6_layer_11', 't_0.6_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.6_layer_11', 't_0.6_layer_13']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:02<00:00,  3.35it/s][2025-07-15 17:27:11] pottedplant...PCK-Transfer@0.10: 56.19% | PCK-Transfer@0.05: 39.05% | PCK-Transfer@0.15: 75.71%
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100%|██████████| 15/15 [00:04<00:00,  3.40it/s][2025-07-15 17:27:25] tvmonitor...PCK-Transfer@0.10: 41.11% | PCK-Transfer@0.05: 28.33% | PCK-Transfer@0.15: 53.89%
+
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+[2025-07-15 17:27:25] Weighted Per image PCK0.10: 73.04%, image PCK0.05: 56.21%, image PCK0.01: 80.53%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_11__t_0.8_layer_10_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_11__t_0.8_layer_10_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..db03a5ce933ed54454f1c6b0c53130e5d1f54489
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_11__t_0.8_layer_10_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 17:38:14] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_11__t_0.8_layer_10_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.6_layer_11', 't_0.8_layer_10'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.6_layer_11', 't_0.8_layer_10']
+Number of parameters corr net: 120
+
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 53%|█████▎    | 17/32 [00:05<00:04,  3.35it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.33it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.31it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.21it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.17it/s]
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 72%|███████▏  | 23/32 [00:07<00:02,  3.19it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.18it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.27it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.25it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.21it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.19it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.21it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.23it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.34it/s]
100%|██████████| 32/32 [00:09<00:00,  3.40it/s][2025-07-15 17:38:47] bus...PCK-Transfer@0.10: 64.69% | PCK-Transfer@0.05: 43.85% | PCK-Transfer@0.15: 73.28%
+
100%|██████████| 32/32 [00:09<00:00,  3.28it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.08it/s]
 11%|█         | 2/19 [00:00<00:05,  3.28it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.39it/s]
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 42%|████▏     | 8/19 [00:02<00:03,  3.41it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.42it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.47it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.44it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.35it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.41it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.44it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.43it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.44it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.45it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.49it/s]
100%|██████████| 19/19 [00:05<00:00,  3.55it/s][2025-07-15 17:38:52] car...PCK-Transfer@0.10: 82.37% | PCK-Transfer@0.05: 65.37% | PCK-Transfer@0.15: 86.18%
+
100%|██████████| 19/19 [00:05<00:00,  3.43it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.49it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.48it/s]
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 67%|██████▋   | 18/27 [00:05<00:02,  3.54it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.54it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.50it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.40it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.39it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.42it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.43it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.45it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.45it/s]
100%|██████████| 27/27 [00:07<00:00,  3.37it/s][2025-07-15 17:39:00] cat...PCK-Transfer@0.10: 70.95% | PCK-Transfer@0.05: 52.64% | PCK-Transfer@0.15: 81.83%
+
100%|██████████| 27/27 [00:07<00:00,  3.45it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.09it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.34it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.46it/s]
 31%|███       | 4/13 [00:01<00:02,  3.47it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.51it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.49it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.50it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.55it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.58it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.51it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.45it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.44it/s]
100%|██████████| 13/13 [00:03<00:00,  3.47it/s][2025-07-15 17:39:04] chair...PCK-Transfer@0.10: 37.14% | PCK-Transfer@0.05: 19.85% | PCK-Transfer@0.15: 46.99%
+
100%|██████████| 13/13 [00:03<00:00,  3.47it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.80it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.07it/s]
100%|██████████| 3/3 [00:00<00:00,  3.29it/s][2025-07-15 17:39:05] cow...PCK-Transfer@0.10: 81.25% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 3/3 [00:00<00:00,  3.19it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.12it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.32it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.43it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.53it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.54it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.53it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.53it/s]
100%|██████████| 8/8 [00:02<00:00,  3.57it/s][2025-07-15 17:39:07] diningtable...PCK-Transfer@0.10: 29.17% | PCK-Transfer@0.05: 12.50% | PCK-Transfer@0.15: 39.06%
+
100%|██████████| 8/8 [00:02<00:00,  3.51it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  2.97it/s]
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 12%|█▎        | 3/24 [00:00<00:06,  3.35it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.43it/s]
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 50%|█████     | 12/24 [00:03<00:03,  3.54it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.52it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.38it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.37it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.42it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.42it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.42it/s]
100%|██████████| 24/24 [00:06<00:00,  3.43it/s][2025-07-15 17:39:14] dog...PCK-Transfer@0.10: 64.61% | PCK-Transfer@0.05: 45.36% | PCK-Transfer@0.15: 79.41%
+
100%|██████████| 24/24 [00:06<00:00,  3.45it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.54it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.54it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.62it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.48it/s]
100%|██████████| 9/9 [00:02<00:00,  3.52it/s][2025-07-15 17:39:17] horse...PCK-Transfer@0.10: 69.81% | PCK-Transfer@0.05: 46.14% | PCK-Transfer@0.15: 74.71%
+
100%|██████████| 9/9 [00:02<00:00,  3.53it/s]
+
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 37%|███▋      | 10/27 [00:03<00:05,  3.36it/s]
 41%|████      | 11/27 [00:03<00:04,  3.40it/s]
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 59%|█████▉    | 16/27 [00:04<00:03,  3.53it/s]
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 67%|██████▋   | 18/27 [00:05<00:02,  3.45it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.43it/s]
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 78%|███████▊  | 21/27 [00:06<00:01,  3.46it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.54it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.53it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.61it/s][2025-07-15 17:39:25] motorbike...PCK-Transfer@0.10: 70.05% | PCK-Transfer@0.05: 48.76% | PCK-Transfer@0.15: 76.69%
+
100%|██████████| 27/27 [00:07<00:00,  3.45it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.21it/s]
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 25%|██▌       | 3/12 [00:00<00:02,  3.61it/s]
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 42%|████▏     | 5/12 [00:01<00:01,  3.59it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.60it/s]
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 67%|██████▋   | 8/12 [00:02<00:01,  3.58it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.55it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.55it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.52it/s]
100%|██████████| 12/12 [00:03<00:00,  3.57it/s][2025-07-15 17:39:28] person...PCK-Transfer@0.10: 45.40% | PCK-Transfer@0.05: 31.51% | PCK-Transfer@0.15: 56.13%
+
100%|██████████| 12/12 [00:03<00:00,  3.56it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
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 86%|████████▌ | 6/7 [00:01<00:00,  3.46it/s]
100%|██████████| 7/7 [00:02<00:00,  3.51it/s][2025-07-15 17:39:30] pottedplant...PCK-Transfer@0.10: 39.05% | PCK-Transfer@0.05: 11.90% | PCK-Transfer@0.15: 60.95%
+
100%|██████████| 7/7 [00:02<00:00,  3.38it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  2.65it/s][2025-07-15 17:39:31] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  2.64it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 85%|████████▍ | 11/13 [00:03<00:00,  3.52it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.60it/s]
100%|██████████| 13/13 [00:03<00:00,  3.60it/s][2025-07-15 17:39:34] sofa...PCK-Transfer@0.10: 36.43% | PCK-Transfer@0.05: 22.03% | PCK-Transfer@0.15: 53.22%
+
100%|██████████| 13/13 [00:03<00:00,  3.53it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.57it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.56it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.59it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.58it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.61it/s]
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 80%|████████  | 16/20 [00:04<00:01,  3.59it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.59it/s][2025-07-15 17:39:40] train...PCK-Transfer@0.10: 60.50% | PCK-Transfer@0.05: 36.25% | PCK-Transfer@0.15: 70.50%
+
100%|██████████| 20/20 [00:05<00:00,  3.57it/s]
+
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+[2025-07-15 17:39:44] Weighted Per image PCK0.10: 61.07%, image PCK0.05: 42.83%, image PCK0.01: 70.69%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_12__t_0.8_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_12__t_0.8_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..c7cbed690eb6953719a29c1d88a1a4ffd354f4cb
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_12__t_0.8_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-15 17:55:28] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_12__t_0.8_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.6_layer_12', 't_0.8_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.6_layer_12', 't_0.8_layer_11']
+Number of parameters corr net: 120
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100%|██████████| 12/12 [00:03<00:00,  3.32it/s][2025-07-15 17:56:47] person...PCK-Transfer@0.10: 69.62% | PCK-Transfer@0.05: 48.36% | PCK-Transfer@0.15: 83.85%
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100%|██████████| 7/7 [00:02<00:00,  3.34it/s][2025-07-15 17:56:49] pottedplant...PCK-Transfer@0.10: 60.48% | PCK-Transfer@0.05: 31.90% | PCK-Transfer@0.15: 74.76%
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+
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100%|██████████| 15/15 [00:04<00:00,  3.50it/s][2025-07-15 17:57:03] tvmonitor...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 30.56% | PCK-Transfer@0.15: 65.00%
+
100%|██████████| 15/15 [00:04<00:00,  3.52it/s]
+[2025-07-15 17:57:03] Weighted Per image PCK0.10: 78.67%, image PCK0.05: 61.21%, image PCK0.01: 85.80%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_13__t_0.7_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_13__t_0.7_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..5581d50705b14c552eb00a2336922082388fbd65
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_13__t_0.7_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 18:06:29] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_13__t_0.7_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.6_layer_13', 't_0.7_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.6_layer_13', 't_0.7_layer_13']
+Number of parameters corr net: 120
+
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100%|██████████| 6/6 [00:01<00:00,  3.31it/s][2025-07-15 18:06:49] boat...PCK-Transfer@0.10: 48.61% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 61.11%
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100%|██████████| 8/8 [00:02<00:00,  3.47it/s][2025-07-15 18:06:52] bottle...PCK-Transfer@0.10: 39.06% | PCK-Transfer@0.05: 29.69% | PCK-Transfer@0.15: 46.88%
+
100%|██████████| 8/8 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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  6%|▋         | 2/32 [00:00<00:09,  3.26it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.37it/s]
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 28%|██▊       | 9/32 [00:02<00:06,  3.43it/s]
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 38%|███▊      | 12/32 [00:03<00:05,  3.60it/s]
 41%|████      | 13/32 [00:03<00:05,  3.53it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.48it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.48it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.52it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.59it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.58it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.59it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.58it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.56it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.61it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.61it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.36it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.36it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.44it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.44it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.48it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.53it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.55it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.52it/s]
100%|██████████| 32/32 [00:09<00:00,  3.47it/s][2025-07-15 18:07:01] bus...PCK-Transfer@0.10: 65.99% | PCK-Transfer@0.05: 50.89% | PCK-Transfer@0.15: 73.02%
+
100%|██████████| 32/32 [00:09<00:00,  3.48it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.43it/s]
 11%|█         | 2/19 [00:00<00:04,  3.59it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.54it/s]
 21%|██        | 4/19 [00:01<00:04,  3.54it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.55it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.51it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.47it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.45it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.43it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.45it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.52it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.49it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.49it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.55it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.49it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.54it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.54it/s]
100%|██████████| 19/19 [00:05<00:00,  3.50it/s][2025-07-15 18:07:06] car...PCK-Transfer@0.10: 84.95% | PCK-Transfer@0.05: 74.02% | PCK-Transfer@0.15: 89.16%
+
100%|██████████| 19/19 [00:05<00:00,  3.50it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.34it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.55it/s]
 11%|█         | 3/27 [00:00<00:06,  3.46it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.35it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.44it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.41it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.45it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.41it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.37it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.44it/s]
 41%|████      | 11/27 [00:03<00:04,  3.47it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.46it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.57it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.60it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.66it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.71it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.63it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.60it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.59it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.64it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.65it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.68it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.65it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.62it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.61it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.60it/s]
100%|██████████| 27/27 [00:07<00:00,  3.57it/s][2025-07-15 18:07:14] cat...PCK-Transfer@0.10: 78.42% | PCK-Transfer@0.05: 62.26% | PCK-Transfer@0.15: 84.99%
+
100%|██████████| 27/27 [00:07<00:00,  3.55it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.08it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.30it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.40it/s]
 31%|███       | 4/13 [00:01<00:02,  3.41it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.48it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.51it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.49it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.47it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.51it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.50it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.50it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.50it/s]
100%|██████████| 13/13 [00:03<00:00,  3.52it/s][2025-07-15 18:07:18] chair...PCK-Transfer@0.10: 36.20% | PCK-Transfer@0.05: 22.76% | PCK-Transfer@0.15: 46.20%
+
100%|██████████| 13/13 [00:03<00:00,  3.47it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.45it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.52it/s]
100%|██████████| 3/3 [00:00<00:00,  3.56it/s][2025-07-15 18:07:19] cow...PCK-Transfer@0.10: 85.42% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 3/3 [00:00<00:00,  3.54it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.57it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.57it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.63it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.58it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.62it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.64it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.66it/s]
100%|██████████| 8/8 [00:02<00:00,  3.61it/s][2025-07-15 18:07:21] diningtable...PCK-Transfer@0.10: 24.48% | PCK-Transfer@0.05: 16.15% | PCK-Transfer@0.15: 41.15%
+
100%|██████████| 8/8 [00:02<00:00,  3.61it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.50it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.53it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.57it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.52it/s]
 21%|██        | 5/24 [00:01<00:05,  3.54it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.55it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.57it/s]
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 38%|███▊      | 9/24 [00:02<00:04,  3.57it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.52it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.45it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.46it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.50it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.49it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.45it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.49it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.53it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.54it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.53it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.52it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.52it/s]
100%|██████████| 24/24 [00:06<00:00,  3.51it/s][2025-07-15 18:07:28] dog...PCK-Transfer@0.10: 65.76% | PCK-Transfer@0.05: 49.01% | PCK-Transfer@0.15: 76.46%
+
100%|██████████| 24/24 [00:06<00:00,  3.52it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.55it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.54it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.50it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.58it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.62it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.57it/s]
100%|██████████| 9/9 [00:02<00:00,  3.55it/s][2025-07-15 18:07:30] horse...PCK-Transfer@0.10: 70.98% | PCK-Transfer@0.05: 47.86% | PCK-Transfer@0.15: 78.39%
+
100%|██████████| 9/9 [00:02<00:00,  3.55it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.57it/s]
 41%|████      | 11/27 [00:03<00:04,  3.58it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.56it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.56it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.58it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.57it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.57it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.60it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.60it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.60it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.61it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.59it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.53it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.53it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.53it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.49it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.50it/s]
100%|██████████| 27/27 [00:07<00:00,  3.51it/s][2025-07-15 18:07:38] motorbike...PCK-Transfer@0.10: 74.98% | PCK-Transfer@0.05: 53.43% | PCK-Transfer@0.15: 81.16%
+
100%|██████████| 27/27 [00:07<00:00,  3.54it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.61it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.52it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.50it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.48it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.57it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.59it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.63it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.61it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.61it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.60it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.63it/s]
100%|██████████| 12/12 [00:03<00:00,  3.59it/s][2025-07-15 18:07:41] person...PCK-Transfer@0.10: 52.91% | PCK-Transfer@0.05: 36.45% | PCK-Transfer@0.15: 64.41%
+
100%|██████████| 12/12 [00:03<00:00,  3.58it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.71it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.76it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.67it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.69it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.75it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.69it/s]
100%|██████████| 7/7 [00:01<00:00,  3.65it/s][2025-07-15 18:07:43] pottedplant...PCK-Transfer@0.10: 49.05% | PCK-Transfer@0.05: 29.52% | PCK-Transfer@0.15: 73.33%
+
100%|██████████| 7/7 [00:01<00:00,  3.68it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.60it/s][2025-07-15 18:07:43] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.59it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.51it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.39it/s]
 31%|███       | 4/13 [00:01<00:02,  3.41it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.47it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.51it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.54it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.54it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.55it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.44it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.51it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.48it/s]
100%|██████████| 13/13 [00:03<00:00,  3.32it/s][2025-07-15 18:07:47] sofa...PCK-Transfer@0.10: 41.90% | PCK-Transfer@0.05: 20.16% | PCK-Transfer@0.15: 57.70%
+
100%|██████████| 13/13 [00:03<00:00,  3.45it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 55%|█████▌    | 11/20 [00:03<00:02,  3.72it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.68it/s]
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+[2025-07-15 18:07:57] Weighted Per image PCK0.10: 63.70%, image PCK0.05: 47.26%, image PCK0.01: 72.88%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_13__t_0.7_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_13__t_0.7_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..ca610a0e34f7a5cd3e21c9bdbfe6833cbfe9d08a
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_13__t_0.7_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-15 18:07:46] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_13__t_0.7_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.6_layer_13', 't_0.7_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.6_layer_13', 't_0.7_layer_15']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.32it/s][2025-07-15 18:09:22] tvmonitor...PCK-Transfer@0.10: 42.78% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 52.22%
+
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+[2025-07-15 18:09:22] Weighted Per image PCK0.10: 73.55%, image PCK0.05: 57.29%, image PCK0.01: 80.02%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_13__t_0.8_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_13__t_0.8_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..2e9586084adfd6da6d228375baf757cc6af38090
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_13__t_0.8_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 18:14:14] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_13__t_0.8_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.6_layer_13', 't_0.8_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.6_layer_13', 't_0.8_layer_15']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.43it/s][2025-07-15 18:14:21] aeroplane...PCK-Transfer@0.10: 71.53% | PCK-Transfer@0.05: 52.15% | PCK-Transfer@0.15: 81.29%
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+
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 17%|█▋        | 1/6 [00:00<00:01,  3.38it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.19it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.38it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.47it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.55it/s]
100%|██████████| 6/6 [00:01<00:00,  3.54it/s][2025-07-15 18:14:35] boat...PCK-Transfer@0.10: 37.50% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 50.00%
+
100%|██████████| 6/6 [00:01<00:00,  3.47it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.72it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.67it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.70it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.72it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.34it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.42it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.47it/s]
100%|██████████| 8/8 [00:02<00:00,  3.47it/s][2025-07-15 18:14:37] bottle...PCK-Transfer@0.10: 37.50% | PCK-Transfer@0.05: 26.56% | PCK-Transfer@0.15: 45.31%
+
100%|██████████| 8/8 [00:02<00:00,  3.51it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.54it/s]
  6%|▋         | 2/32 [00:00<00:10,  2.86it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.03it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.24it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.37it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.48it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.40it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.44it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.50it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.51it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.54it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.57it/s]
 41%|████      | 13/32 [00:03<00:05,  3.35it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.40it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.36it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.41it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.43it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.49it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.52it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.58it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.63it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.59it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.61it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.67it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.72it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.64it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.66it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.60it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.57it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.59it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.68it/s]
100%|██████████| 32/32 [00:09<00:00,  3.70it/s][2025-07-15 18:14:46] bus...PCK-Transfer@0.10: 67.81% | PCK-Transfer@0.05: 51.93% | PCK-Transfer@0.15: 74.32%
+
100%|██████████| 32/32 [00:09<00:00,  3.51it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:04,  3.61it/s]
 11%|█         | 2/19 [00:00<00:04,  3.53it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.37it/s]
 21%|██        | 4/19 [00:01<00:04,  3.18it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.29it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.34it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.38it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.48it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.52it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.60it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.63it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.59it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.61it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.63it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.61it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.62it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.62it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.67it/s]
100%|██████████| 19/19 [00:05<00:00,  3.73it/s][2025-07-15 18:14:51] car...PCK-Transfer@0.10: 84.90% | PCK-Transfer@0.05: 72.58% | PCK-Transfer@0.15: 87.30%
+
100%|██████████| 19/19 [00:05<00:00,  3.55it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:06,  3.72it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.62it/s]
 11%|█         | 3/27 [00:00<00:06,  3.56it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.61it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.60it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.57it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.60it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.62it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.58it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.61it/s]
 41%|████      | 11/27 [00:03<00:04,  3.64it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.70it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.65it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.66it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.63it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.63it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.64it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.67it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.67it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.61it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.60it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.59it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.59it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.61it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.64it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.66it/s]
100%|██████████| 27/27 [00:07<00:00,  3.67it/s][2025-07-15 18:14:59] cat...PCK-Transfer@0.10: 75.95% | PCK-Transfer@0.05: 61.64% | PCK-Transfer@0.15: 83.21%
+
100%|██████████| 27/27 [00:07<00:00,  3.63it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.71it/s]
 15%|█▌        | 2/13 [00:00<00:02,  3.74it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.65it/s]
 31%|███       | 4/13 [00:01<00:02,  3.61it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.62it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.60it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.63it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.70it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.73it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.76it/s]
 85%|████████▍ | 11/13 [00:02<00:00,  3.78it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.74it/s]
100%|██████████| 13/13 [00:03<00:00,  3.72it/s][2025-07-15 18:15:02] chair...PCK-Transfer@0.10: 32.78% | PCK-Transfer@0.05: 20.62% | PCK-Transfer@0.15: 40.24%
+
100%|██████████| 13/13 [00:03<00:00,  3.70it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.68it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.70it/s]
100%|██████████| 3/3 [00:00<00:00,  3.67it/s][2025-07-15 18:15:03] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.67it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.62it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.65it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.62it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.71it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.69it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.69it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.70it/s]
100%|██████████| 8/8 [00:02<00:00,  3.73it/s][2025-07-15 18:15:05] diningtable...PCK-Transfer@0.10: 24.48% | PCK-Transfer@0.05: 14.06% | PCK-Transfer@0.15: 38.02%
+
100%|██████████| 8/8 [00:02<00:00,  3.69it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.62it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.66it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.64it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.69it/s]
 21%|██        | 5/24 [00:01<00:05,  3.65it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.54it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.57it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.56it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.55it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.61it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.62it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.62it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.63it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.61it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.62it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.66it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.69it/s]
 75%|███████▌  | 18/24 [00:04<00:01,  3.67it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.69it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.63it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.65it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.67it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.66it/s]
100%|██████████| 24/24 [00:06<00:00,  3.62it/s][2025-07-15 18:15:12] dog...PCK-Transfer@0.10: 64.09% | PCK-Transfer@0.05: 48.03% | PCK-Transfer@0.15: 75.76%
+
100%|██████████| 24/24 [00:06<00:00,  3.63it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.68it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.69it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.74it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.79it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.72it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.67it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.62it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.62it/s]
100%|██████████| 9/9 [00:02<00:00,  3.63it/s][2025-07-15 18:15:14] horse...PCK-Transfer@0.10: 65.58% | PCK-Transfer@0.05: 43.49% | PCK-Transfer@0.15: 70.34%
+
100%|██████████| 9/9 [00:02<00:00,  3.67it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:06,  3.72it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.76it/s]
 11%|█         | 3/27 [00:00<00:06,  3.61it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.50it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.38it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.41it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.49it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.53it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.57it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.58it/s]
 41%|████      | 11/27 [00:03<00:04,  3.61it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.63it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.66it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.67it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.69it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.64it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.62it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.63it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.63it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.63it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.64it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.70it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.67it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.70it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.76it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.75it/s]
100%|██████████| 27/27 [00:07<00:00,  3.74it/s][2025-07-15 18:15:22] motorbike...PCK-Transfer@0.10: 72.76% | PCK-Transfer@0.05: 50.14% | PCK-Transfer@0.15: 79.07%
+
100%|██████████| 27/27 [00:07<00:00,  3.63it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.59it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.70it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.78it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.83it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.72it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.75it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.67it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.68it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.64it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.64it/s]
 92%|█████████▏| 11/12 [00:02<00:00,  3.62it/s]
100%|██████████| 12/12 [00:03<00:00,  3.67it/s][2025-07-15 18:15:25] person...PCK-Transfer@0.10: 52.29% | PCK-Transfer@0.05: 36.24% | PCK-Transfer@0.15: 61.59%
+
100%|██████████| 12/12 [00:03<00:00,  3.69it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.50it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.51it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.55it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.51it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.48it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.51it/s]
100%|██████████| 7/7 [00:01<00:00,  3.56it/s][2025-07-15 18:15:27] pottedplant...PCK-Transfer@0.10: 51.43% | PCK-Transfer@0.05: 29.52% | PCK-Transfer@0.15: 70.48%
+
100%|██████████| 7/7 [00:01<00:00,  3.53it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.55it/s][2025-07-15 18:15:27] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.54it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.62it/s]
 15%|█▌        | 2/13 [00:00<00:02,  3.68it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.73it/s]
 31%|███       | 4/13 [00:01<00:02,  3.72it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.67it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.65it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.64it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.61it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.62it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.66it/s]
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+[2025-07-15 18:15:41] Weighted Per image PCK0.10: 62.25%, image PCK0.05: 45.92%, image PCK0.01: 71.05%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_15__t_0.7_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_15__t_0.7_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..ced7bdcb2bc9114193a33b72a43f56aebfc77930
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_15__t_0.7_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-15 18:22:00] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_15__t_0.7_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.6_layer_15', 't_0.7_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.6_layer_15', 't_0.7_layer_13']
+Number of parameters corr net: 120
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+[2025-07-15 18:23:33] Weighted Per image PCK0.10: 74.51%, image PCK0.05: 57.55%, image PCK0.01: 80.55%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_15__t_0.8_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_15__t_0.8_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..70a5243c637d4d6f915e5e8b8f4e6959e975e4fa
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_15__t_0.8_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-15 18:29:50] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_15__t_0.8_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.6_layer_15', 't_0.8_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.6_layer_15', 't_0.8_layer_15']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  3.33it/s][2025-07-15 18:29:57] aeroplane...PCK-Transfer@0.10: 82.00% | PCK-Transfer@0.05: 64.30% | PCK-Transfer@0.15: 87.47%
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100%|██████████| 30/30 [00:09<00:00,  3.41it/s][2025-07-15 18:30:06] bicycle...PCK-Transfer@0.10: 82.21% | PCK-Transfer@0.05: 72.18% | PCK-Transfer@0.15: 87.70%
+
100%|██████████| 30/30 [00:09<00:00,  3.22it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.31it/s]
 20%|██        | 2/10 [00:00<00:02,  3.28it/s]
 30%|███       | 3/10 [00:00<00:02,  3.38it/s]
 40%|████      | 4/10 [00:01<00:01,  3.35it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.34it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.38it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.37it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.38it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.35it/s]
100%|██████████| 10/10 [00:02<00:00,  3.37it/s][2025-07-15 18:30:09] bird...PCK-Transfer@0.10: 81.75% | PCK-Transfer@0.05: 56.50% | PCK-Transfer@0.15: 93.06%
+
100%|██████████| 10/10 [00:02<00:00,  3.36it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  2.97it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.09it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.21it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.29it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.40it/s]
100%|██████████| 6/6 [00:01<00:00,  3.31it/s][2025-07-15 18:30:11] boat...PCK-Transfer@0.10: 54.17% | PCK-Transfer@0.05: 38.89% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 6/6 [00:01<00:00,  3.27it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.36it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.33it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.35it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.37it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.41it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.45it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.42it/s]
100%|██████████| 8/8 [00:02<00:00,  3.42it/s][2025-07-15 18:30:14] bottle...PCK-Transfer@0.10: 56.25% | PCK-Transfer@0.05: 43.75% | PCK-Transfer@0.15: 65.62%
+
100%|██████████| 8/8 [00:02<00:00,  3.40it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.29it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.36it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.32it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.35it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.34it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.42it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.41it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.47it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.44it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.41it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.41it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.37it/s]
 41%|████      | 13/32 [00:03<00:05,  3.39it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.42it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.40it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.39it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.36it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.37it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.36it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.38it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.39it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.35it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.35it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.41it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.46it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.41it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.40it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.35it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.33it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.31it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.37it/s]
100%|██████████| 32/32 [00:09<00:00,  3.40it/s][2025-07-15 18:30:23] bus...PCK-Transfer@0.10: 80.57% | PCK-Transfer@0.05: 65.73% | PCK-Transfer@0.15: 84.48%
+
100%|██████████| 32/32 [00:09<00:00,  3.38it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.40it/s]
 11%|█         | 2/19 [00:00<00:05,  3.39it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.39it/s]
 21%|██        | 4/19 [00:01<00:04,  3.39it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.41it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.36it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.34it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.38it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.37it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.41it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.42it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.39it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.41it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.43it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.42it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.43it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.43it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.46it/s]
100%|██████████| 19/19 [00:05<00:00,  3.47it/s][2025-07-15 18:30:29] car...PCK-Transfer@0.10: 86.99% | PCK-Transfer@0.05: 75.31% | PCK-Transfer@0.15: 90.97%
+
100%|██████████| 19/19 [00:05<00:00,  3.41it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.43it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.37it/s]
 11%|█         | 3/27 [00:00<00:07,  3.33it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.39it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.38it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.35it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.36it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.38it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.36it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.34it/s]
 41%|████      | 11/27 [00:03<00:04,  3.35it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.39it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.35it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.37it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.35it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.35it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.36it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.40it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.40it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.34it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.32it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.31it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.33it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.32it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.33it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.32it/s]
100%|██████████| 27/27 [00:08<00:00,  3.32it/s][2025-07-15 18:30:37] cat...PCK-Transfer@0.10: 79.37% | PCK-Transfer@0.05: 64.00% | PCK-Transfer@0.15: 85.82%
+
100%|██████████| 27/27 [00:08<00:00,  3.35it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.32it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.47it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.46it/s]
 31%|███       | 4/13 [00:01<00:02,  3.36it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.36it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.33it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.31it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.34it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.39it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.44it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.46it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.44it/s]
100%|██████████| 13/13 [00:03<00:00,  3.43it/s][2025-07-15 18:30:41] chair...PCK-Transfer@0.10: 40.66% | PCK-Transfer@0.05: 27.05% | PCK-Transfer@0.15: 49.79%
+
100%|██████████| 13/13 [00:03<00:00,  3.40it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.44it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.37it/s]
100%|██████████| 3/3 [00:00<00:00,  3.39it/s][2025-07-15 18:30:41] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 70.83% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.39it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.40it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.42it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.43it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.45it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.43it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.41it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.42it/s]
100%|██████████| 8/8 [00:02<00:00,  3.46it/s][2025-07-15 18:30:44] diningtable...PCK-Transfer@0.10: 36.98% | PCK-Transfer@0.05: 21.35% | PCK-Transfer@0.15: 53.65%
+
100%|██████████| 8/8 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.24it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.29it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.35it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.43it/s]
 21%|██        | 5/24 [00:01<00:05,  3.41it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.42it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.42it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.41it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.41it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.46it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.47it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.22it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.29it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.25it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.29it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.35it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.39it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.42it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.39it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.40it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.41it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.43it/s]
100%|██████████| 24/24 [00:07<00:00,  3.44it/s][2025-07-15 18:30:51] dog...PCK-Transfer@0.10: 74.61% | PCK-Transfer@0.05: 58.17% | PCK-Transfer@0.15: 82.05%
+
100%|██████████| 24/24 [00:07<00:00,  3.38it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.35it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.41it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.45it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.51it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.48it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.45it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.41it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.40it/s]
100%|██████████| 9/9 [00:02<00:00,  3.44it/s][2025-07-15 18:30:53] horse...PCK-Transfer@0.10: 78.39% | PCK-Transfer@0.05: 53.15% | PCK-Transfer@0.15: 85.00%
+
100%|██████████| 9/9 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.49it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.48it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.43it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.39it/s]
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 30%|██▉       | 8/27 [00:02<00:05,  3.41it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.41it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.42it/s]
 41%|████      | 11/27 [00:03<00:04,  3.41it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.42it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.46it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.47it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.47it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.45it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.39it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.38it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.38it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.35it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.36it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.41it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.37it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.40it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.45it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.43it/s]
100%|██████████| 27/27 [00:07<00:00,  3.43it/s][2025-07-15 18:31:01] motorbike...PCK-Transfer@0.10: 81.60% | PCK-Transfer@0.05: 60.43% | PCK-Transfer@0.15: 89.53%
+
100%|██████████| 27/27 [00:07<00:00,  3.42it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.40it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.55it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.62it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.64it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.51it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.53it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.49it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.50it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.47it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.47it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.44it/s]
100%|██████████| 12/12 [00:03<00:00,  3.47it/s][2025-07-15 18:31:05] person...PCK-Transfer@0.10: 59.15% | PCK-Transfer@0.05: 42.13% | PCK-Transfer@0.15: 69.69%
+
100%|██████████| 12/12 [00:03<00:00,  3.50it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:02,  2.86it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.06it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.22it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.27it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.27it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.33it/s]
100%|██████████| 7/7 [00:02<00:00,  3.38it/s][2025-07-15 18:31:07] pottedplant...PCK-Transfer@0.10: 52.38% | PCK-Transfer@0.05: 30.95% | PCK-Transfer@0.15: 61.90%
+
100%|██████████| 7/7 [00:02<00:00,  3.28it/s]
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+[2025-07-15 18:31:22] Weighted Per image PCK0.10: 71.13%, image PCK0.05: 54.49%, image PCK0.01: 78.77%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_15__t_0.8_layer_9.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_15__t_0.8_layer_9.log
new file mode 100644
index 0000000000000000000000000000000000000000..bcb09a60b3ac7a27d8cfd715f2c72778c644a14c
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_15__t_0.8_layer_9.log
@@ -0,0 +1,44 @@
+[2025-07-15 18:26:35] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_15__t_0.8_layer_9', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.6_layer_15', 't_0.8_layer_9'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.6_layer_15', 't_0.8_layer_9']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.44it/s][2025-07-15 18:28:04] tvmonitor...PCK-Transfer@0.10: 40.56% | PCK-Transfer@0.05: 27.78% | PCK-Transfer@0.15: 55.00%
+
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+[2025-07-15 18:28:04] Weighted Per image PCK0.10: 75.78%, image PCK0.05: 57.41%, image PCK0.01: 83.32%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_18__t_0.7_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_18__t_0.7_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..f46b250faa75694c9729ec7710401debc81faa66
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_18__t_0.7_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-15 18:38:58] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_18__t_0.7_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.6_layer_18', 't_0.7_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.6_layer_18', 't_0.7_layer_18']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.48it/s][2025-07-15 18:39:05] aeroplane...PCK-Transfer@0.10: 74.23% | PCK-Transfer@0.05: 50.69% | PCK-Transfer@0.15: 82.87%
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 50%|█████     | 15/30 [00:04<00:04,  3.56it/s]
 53%|█████▎    | 16/30 [00:04<00:03,  3.55it/s]
 57%|█████▋    | 17/30 [00:04<00:03,  3.51it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.50it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.50it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.47it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.50it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.56it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.46it/s]
 80%|████████  | 24/30 [00:06<00:01,  3.50it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.46it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.41it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.44it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.41it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.45it/s]
100%|██████████| 30/30 [00:08<00:00,  3.52it/s][2025-07-15 18:39:14] bicycle...PCK-Transfer@0.10: 77.94% | PCK-Transfer@0.05: 68.85% | PCK-Transfer@0.15: 83.39%
+
100%|██████████| 30/30 [00:08<00:00,  3.47it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.48it/s]
 20%|██        | 2/10 [00:00<00:02,  3.42it/s]
 30%|███       | 3/10 [00:00<00:02,  3.32it/s]
 40%|████      | 4/10 [00:01<00:01,  3.35it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.38it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.35it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.35it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.36it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.37it/s]
100%|██████████| 10/10 [00:02<00:00,  3.34it/s][2025-07-15 18:39:17] bird...PCK-Transfer@0.10: 72.17% | PCK-Transfer@0.05: 51.03% | PCK-Transfer@0.15: 80.22%
+
100%|██████████| 10/10 [00:02<00:00,  3.36it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.54it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.51it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.45it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.34it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.38it/s]
100%|██████████| 6/6 [00:01<00:00,  3.46it/s][2025-07-15 18:39:18] boat...PCK-Transfer@0.10: 40.28% | PCK-Transfer@0.05: 19.44% | PCK-Transfer@0.15: 58.33%
+
100%|██████████| 6/6 [00:01<00:00,  3.44it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.37it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.50it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.43it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.40it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.40it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.37it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.48it/s]
100%|██████████| 8/8 [00:02<00:00,  3.45it/s][2025-07-15 18:39:21] bottle...PCK-Transfer@0.10: 37.50% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 42.19%
+
100%|██████████| 8/8 [00:02<00:00,  3.43it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.55it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.44it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.40it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.39it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.42it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.36it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.39it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.35it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.36it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.43it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.47it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.47it/s]
 41%|████      | 13/32 [00:03<00:05,  3.43it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.41it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.43it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.44it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.49it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.50it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.49it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.46it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.44it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.49it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.50it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.46it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.41it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.44it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.47it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.52it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.52it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.51it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.44it/s]
100%|██████████| 32/32 [00:09<00:00,  3.43it/s][2025-07-15 18:39:30] bus...PCK-Transfer@0.10: 72.24% | PCK-Transfer@0.05: 56.87% | PCK-Transfer@0.15: 78.75%
+
100%|██████████| 32/32 [00:09<00:00,  3.44it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.40it/s]
 11%|█         | 2/19 [00:00<00:04,  3.47it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.45it/s]
 21%|██        | 4/19 [00:01<00:04,  3.45it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.36it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.47it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.44it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.42it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.46it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.42it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.38it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.39it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.37it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.36it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.42it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.46it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.50it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.47it/s]
100%|██████████| 19/19 [00:05<00:00,  3.43it/s][2025-07-15 18:39:36] car...PCK-Transfer@0.10: 81.19% | PCK-Transfer@0.05: 68.99% | PCK-Transfer@0.15: 84.13%
+
100%|██████████| 19/19 [00:05<00:00,  3.43it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.27it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.39it/s]
 11%|█         | 3/27 [00:00<00:06,  3.46it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.41it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.46it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.47it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.44it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.45it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.48it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.48it/s]
 41%|████      | 11/27 [00:03<00:04,  3.47it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.42it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.46it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.45it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.50it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.54it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.47it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.44it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.45it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.51it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.52it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.55it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.53it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.54it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.51it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.50it/s]
100%|██████████| 27/27 [00:07<00:00,  3.45it/s][2025-07-15 18:39:43] cat...PCK-Transfer@0.10: 80.19% | PCK-Transfer@0.05: 62.21% | PCK-Transfer@0.15: 82.62%
+
100%|██████████| 27/27 [00:07<00:00,  3.47it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.40it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.35it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.35it/s]
 31%|███       | 4/13 [00:01<00:02,  3.39it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.43it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.47it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.46it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.43it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.37it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.30it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.26it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.33it/s]
100%|██████████| 13/13 [00:03<00:00,  3.34it/s][2025-07-15 18:39:47] chair...PCK-Transfer@0.10: 32.20% | PCK-Transfer@0.05: 20.28% | PCK-Transfer@0.15: 38.55%
+
100%|██████████| 13/13 [00:03<00:00,  3.36it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.40it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.42it/s]
100%|██████████| 3/3 [00:00<00:00,  3.44it/s][2025-07-15 18:39:48] cow...PCK-Transfer@0.10: 85.42% | PCK-Transfer@0.05: 66.67% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.43it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.42it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.39it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.44it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.42it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.43it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.45it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.46it/s]
100%|██████████| 8/8 [00:02<00:00,  3.46it/s][2025-07-15 18:39:51] diningtable...PCK-Transfer@0.10: 31.25% | PCK-Transfer@0.05: 13.02% | PCK-Transfer@0.15: 47.40%
+
100%|██████████| 8/8 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.34it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.40it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.44it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.39it/s]
 21%|██        | 5/24 [00:01<00:05,  3.40it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.42it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.42it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.46it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.41it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.37it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.39it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.41it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.42it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.42it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.46it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.46it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.45it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.44it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.45it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.47it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.46it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.44it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.44it/s]
100%|██████████| 24/24 [00:06<00:00,  3.45it/s][2025-07-15 18:39:58] dog...PCK-Transfer@0.10: 65.41% | PCK-Transfer@0.05: 52.49% | PCK-Transfer@0.15: 72.95%
+
100%|██████████| 24/24 [00:06<00:00,  3.43it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.43it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.44it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.37it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.26it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.35it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.39it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.46it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.50it/s]
100%|██████████| 9/9 [00:02<00:00,  3.48it/s][2025-07-15 18:40:00] horse...PCK-Transfer@0.10: 70.58% | PCK-Transfer@0.05: 47.33% | PCK-Transfer@0.15: 76.40%
+
100%|██████████| 9/9 [00:02<00:00,  3.43it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.39it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.47it/s]
 11%|█         | 3/27 [00:00<00:06,  3.50it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.50it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.36it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.34it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.35it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.40it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.44it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.48it/s]
 41%|████      | 11/27 [00:03<00:04,  3.48it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.48it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.48it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.49it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.47it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.48it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.49it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.48it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.49it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.45it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.43it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.44it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.43it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.38it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.40it/s]
100%|██████████| 27/27 [00:07<00:00,  3.41it/s][2025-07-15 18:40:08] motorbike...PCK-Transfer@0.10: 75.27% | PCK-Transfer@0.05: 53.98% | PCK-Transfer@0.15: 82.74%
+
100%|██████████| 27/27 [00:07<00:00,  3.44it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.26it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.33it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.38it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.37it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.47it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.50it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.54it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.52it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.54it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.62it/s][2025-07-15 18:40:23] train...PCK-Transfer@0.10: 66.50% | PCK-Transfer@0.05: 41.25% | PCK-Transfer@0.15: 74.50%
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100%|██████████| 15/15 [00:04<00:00,  3.46it/s][2025-07-15 18:40:27] tvmonitor...PCK-Transfer@0.10: 31.11% | PCK-Transfer@0.05: 23.33% | PCK-Transfer@0.15: 37.78%
+
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+[2025-07-15 18:40:27] Weighted Per image PCK0.10: 64.41%, image PCK0.05: 47.86%, image PCK0.01: 71.78%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_20__t_0.7_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_20__t_0.7_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..615d6d91fa5eda34000ec892b4a36fdf1eaf174a
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_20__t_0.7_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-15 18:55:26] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_20__t_0.7_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.6_layer_20', 't_0.7_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.6_layer_20', 't_0.7_layer_13']
+Number of parameters corr net: 120
+
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100%|██████████| 20/20 [00:06<00:00,  3.16it/s][2025-07-15 18:57:06] train...PCK-Transfer@0.10: 68.75% | PCK-Transfer@0.05: 43.25% | PCK-Transfer@0.15: 75.75%
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+
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+[2025-07-15 18:57:11] Weighted Per image PCK0.10: 69.55%, image PCK0.05: 51.28%, image PCK0.01: 76.43%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_20__t_0.7_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_20__t_0.7_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..1626bfd119db6ac86203e4722b7c391c889d5d44
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_20__t_0.7_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-15 18:47:15] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_20__t_0.7_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.6_layer_20', 't_0.7_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.6_layer_20', 't_0.7_layer_5']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:11<00:00,  2.47it/s][2025-07-15 18:47:29] aeroplane...PCK-Transfer@0.10: 79.08% | PCK-Transfer@0.05: 58.55% | PCK-Transfer@0.15: 86.76%
+
100%|██████████| 15/15 [00:11<00:00,  1.33it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:11,  2.60it/s]
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 10%|█         | 3/30 [00:01<00:10,  2.61it/s]
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 20%|██        | 6/30 [00:02<00:08,  2.79it/s]
 23%|██▎       | 7/30 [00:02<00:09,  2.40it/s]
 27%|██▋       | 8/30 [00:03<00:09,  2.21it/s]
 30%|███       | 9/30 [00:03<00:08,  2.43it/s]
 33%|███▎      | 10/30 [00:03<00:07,  2.58it/s]
 37%|███▋      | 11/30 [00:04<00:07,  2.55it/s]
 40%|████      | 12/30 [00:04<00:07,  2.47it/s]
 43%|████▎     | 13/30 [00:05<00:07,  2.39it/s]
 47%|████▋     | 14/30 [00:05<00:06,  2.30it/s]
 50%|█████     | 15/30 [00:06<00:06,  2.18it/s]
 53%|█████▎    | 16/30 [00:06<00:06,  2.08it/s]
 57%|█████▋    | 17/30 [00:07<00:06,  1.97it/s]
 60%|██████    | 18/30 [00:07<00:06,  1.88it/s]
 63%|██████▎   | 19/30 [00:08<00:05,  1.93it/s]
 67%|██████▋   | 20/30 [00:09<00:07,  1.26it/s]
 70%|███████   | 21/30 [00:10<00:06,  1.39it/s]
 73%|███████▎  | 22/30 [00:10<00:05,  1.48it/s]
 77%|███████▋  | 23/30 [00:11<00:04,  1.52it/s]
 80%|████████  | 24/30 [00:12<00:03,  1.60it/s]
 83%|████████▎ | 25/30 [00:12<00:03,  1.61it/s]
 87%|████████▋ | 26/30 [00:13<00:02,  1.51it/s]
 90%|█████████ | 27/30 [00:14<00:01,  1.55it/s]
 93%|█████████▎| 28/30 [00:15<00:01,  1.32it/s]
 97%|█████████▋| 29/30 [00:15<00:00,  1.41it/s]
100%|██████████| 30/30 [00:16<00:00,  1.55it/s][2025-07-15 18:47:45] bicycle...PCK-Transfer@0.10: 79.15% | PCK-Transfer@0.05: 62.48% | PCK-Transfer@0.15: 85.85%
+
100%|██████████| 30/30 [00:16<00:00,  1.85it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:05,  1.52it/s]
 20%|██        | 2/10 [00:01<00:04,  1.78it/s]
 30%|███       | 3/10 [00:01<00:03,  1.85it/s]
 40%|████      | 4/10 [00:02<00:03,  1.72it/s]
 50%|█████     | 5/10 [00:02<00:02,  1.73it/s]
 60%|██████    | 6/10 [00:03<00:02,  1.75it/s]
 70%|███████   | 7/10 [00:04<00:01,  1.73it/s]
 80%|████████  | 8/10 [00:04<00:01,  1.61it/s]
 90%|█████████ | 9/10 [00:05<00:00,  1.72it/s]
100%|██████████| 10/10 [00:05<00:00,  1.71it/s][2025-07-15 18:47:51] bird...PCK-Transfer@0.10: 75.64% | PCK-Transfer@0.05: 48.36% | PCK-Transfer@0.15: 88.19%
+
100%|██████████| 10/10 [00:05<00:00,  1.71it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:03,  1.37it/s]
 33%|███▎      | 2/6 [00:01<00:02,  1.59it/s]
 50%|█████     | 3/6 [00:01<00:01,  1.78it/s]
 67%|██████▋   | 4/6 [00:02<00:01,  1.96it/s]
 83%|████████▎ | 5/6 [00:02<00:00,  2.05it/s]
100%|██████████| 6/6 [00:03<00:00,  2.01it/s][2025-07-15 18:47:54] boat...PCK-Transfer@0.10: 38.89% | PCK-Transfer@0.05: 29.17% | PCK-Transfer@0.15: 70.83%
+
100%|██████████| 6/6 [00:03<00:00,  1.89it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:03,  2.03it/s]
 25%|██▌       | 2/8 [00:01<00:03,  1.88it/s]
 38%|███▊      | 3/8 [00:01<00:02,  1.82it/s]
 50%|█████     | 4/8 [00:02<00:02,  1.92it/s]
 62%|██████▎   | 5/8 [00:02<00:01,  1.97it/s]
 75%|███████▌  | 6/8 [00:03<00:00,  2.01it/s]
 88%|████████▊ | 7/8 [00:03<00:00,  2.01it/s]
100%|██████████| 8/8 [00:04<00:00,  2.02it/s][2025-07-15 18:47:58] bottle...PCK-Transfer@0.10: 51.56% | PCK-Transfer@0.05: 31.25% | PCK-Transfer@0.15: 59.38%
+
100%|██████████| 8/8 [00:04<00:00,  1.98it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:15,  1.99it/s]
  6%|▋         | 2/32 [00:01<00:15,  1.95it/s]
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 12%|█▎        | 4/32 [00:02<00:14,  1.94it/s]
 16%|█▌        | 5/32 [00:02<00:14,  1.89it/s]
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 22%|██▏       | 7/32 [00:03<00:12,  2.00it/s]
 25%|██▌       | 8/32 [00:04<00:11,  2.06it/s]
 28%|██▊       | 9/32 [00:04<00:12,  1.90it/s]
 31%|███▏      | 10/32 [00:05<00:11,  1.89it/s]
 34%|███▍      | 11/32 [00:05<00:11,  1.87it/s]
 38%|███▊      | 12/32 [00:06<00:10,  1.86it/s]
 41%|████      | 13/32 [00:06<00:10,  1.86it/s]
 44%|████▍     | 14/32 [00:07<00:09,  1.88it/s]
 47%|████▋     | 15/32 [00:07<00:09,  1.85it/s]
 50%|█████     | 16/32 [00:08<00:08,  1.87it/s]
 53%|█████▎    | 17/32 [00:08<00:08,  1.86it/s]
 56%|█████▋    | 18/32 [00:09<00:07,  1.83it/s]
 59%|█████▉    | 19/32 [00:10<00:06,  1.87it/s]
 62%|██████▎   | 20/32 [00:10<00:06,  1.84it/s]
 66%|██████▌   | 21/32 [00:11<00:05,  1.89it/s]
 69%|██████▉   | 22/32 [00:11<00:05,  1.91it/s]
 72%|███████▏  | 23/32 [00:12<00:04,  1.93it/s]
 75%|███████▌  | 24/32 [00:12<00:04,  1.90it/s]
 78%|███████▊  | 25/32 [00:13<00:03,  1.97it/s]
 81%|████████▏ | 26/32 [00:13<00:03,  1.97it/s]
 84%|████████▍ | 27/32 [00:14<00:02,  1.98it/s]
 88%|████████▊ | 28/32 [00:14<00:02,  1.96it/s]
 91%|█████████ | 29/32 [00:15<00:01,  1.96it/s]
 94%|█████████▍| 30/32 [00:15<00:01,  1.97it/s]
 97%|█████████▋| 31/32 [00:16<00:00,  1.88it/s]
100%|██████████| 32/32 [00:16<00:00,  1.89it/s][2025-07-15 18:48:15] bus...PCK-Transfer@0.10: 66.77% | PCK-Transfer@0.05: 44.64% | PCK-Transfer@0.15: 75.36%
+
100%|██████████| 32/32 [00:16<00:00,  1.91it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
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 11%|█         | 2/19 [00:01<00:09,  1.85it/s]
 16%|█▌        | 3/19 [00:01<00:08,  1.94it/s]
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 32%|███▏      | 6/19 [00:03<00:06,  1.95it/s]
 37%|███▋      | 7/19 [00:03<00:06,  1.99it/s]
 42%|████▏     | 8/19 [00:04<00:05,  1.99it/s]
 47%|████▋     | 9/19 [00:04<00:04,  2.00it/s]
 53%|█████▎    | 10/19 [00:05<00:04,  2.06it/s]
 58%|█████▊    | 11/19 [00:05<00:03,  2.05it/s]
 63%|██████▎   | 12/19 [00:06<00:03,  2.01it/s]
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 74%|███████▎  | 14/19 [00:06<00:02,  2.09it/s]
 79%|███████▉  | 15/19 [00:07<00:01,  2.10it/s]
 84%|████████▍ | 16/19 [00:07<00:01,  2.11it/s]
 89%|████████▉ | 17/19 [00:08<00:00,  2.11it/s]
 95%|█████████▍| 18/19 [00:08<00:00,  2.07it/s]
100%|██████████| 19/19 [00:09<00:00,  2.08it/s][2025-07-15 18:48:24] car...PCK-Transfer@0.10: 85.39% | PCK-Transfer@0.05: 69.59% | PCK-Transfer@0.15: 89.52%
+
100%|██████████| 19/19 [00:09<00:00,  2.03it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:02<00:09,  2.12it/s]
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 41%|████      | 11/27 [00:05<00:07,  2.18it/s]
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 78%|███████▊  | 21/27 [00:09<00:02,  2.19it/s]
 81%|████████▏ | 22/27 [00:10<00:02,  2.18it/s]
 85%|████████▌ | 23/27 [00:10<00:01,  2.19it/s]
 89%|████████▉ | 24/27 [00:11<00:01,  2.15it/s]
 93%|█████████▎| 25/27 [00:11<00:00,  2.21it/s]
 96%|█████████▋| 26/27 [00:11<00:00,  2.27it/s]
100%|██████████| 27/27 [00:12<00:00,  2.25it/s][2025-07-15 18:48:37] cat...PCK-Transfer@0.10: 72.57% | PCK-Transfer@0.05: 55.96% | PCK-Transfer@0.15: 76.56%
+
100%|██████████| 27/27 [00:12<00:00,  2.17it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:05,  2.00it/s]
 15%|█▌        | 2/13 [00:00<00:05,  2.03it/s]
 23%|██▎       | 3/13 [00:01<00:05,  1.98it/s]
 31%|███       | 4/13 [00:02<00:04,  1.94it/s]
 38%|███▊      | 5/13 [00:02<00:03,  2.05it/s]
 46%|████▌     | 6/13 [00:02<00:03,  2.13it/s]
 54%|█████▍    | 7/13 [00:03<00:02,  2.20it/s]
 62%|██████▏   | 8/13 [00:03<00:02,  2.24it/s]
 69%|██████▉   | 9/13 [00:04<00:01,  2.26it/s]
 77%|███████▋  | 10/13 [00:04<00:01,  2.27it/s]
 85%|████████▍ | 11/13 [00:05<00:00,  2.12it/s]
 92%|█████████▏| 12/13 [00:05<00:00,  2.08it/s]
100%|██████████| 13/13 [00:06<00:00,  2.12it/s][2025-07-15 18:48:43] chair...PCK-Transfer@0.10: 41.00% | PCK-Transfer@0.05: 25.98% | PCK-Transfer@0.15: 47.93%
+
100%|██████████| 13/13 [00:06<00:00,  2.12it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.24it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  2.01it/s]
100%|██████████| 3/3 [00:01<00:00,  2.08it/s][2025-07-15 18:48:44] cow...PCK-Transfer@0.10: 85.42% | PCK-Transfer@0.05: 60.42% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:01<00:00,  2.08it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:03,  2.28it/s]
 25%|██▌       | 2/8 [00:00<00:02,  2.26it/s]
 38%|███▊      | 3/8 [00:01<00:02,  2.23it/s]
 50%|█████     | 4/8 [00:01<00:01,  2.28it/s]
 62%|██████▎   | 5/8 [00:02<00:01,  2.31it/s]
 75%|███████▌  | 6/8 [00:02<00:00,  2.32it/s]
 88%|████████▊ | 7/8 [00:03<00:00,  2.30it/s]
100%|██████████| 8/8 [00:03<00:00,  2.27it/s][2025-07-15 18:48:48] diningtable...PCK-Transfer@0.10: 43.75% | PCK-Transfer@0.05: 19.27% | PCK-Transfer@0.15: 54.69%
+
100%|██████████| 8/8 [00:03<00:00,  2.28it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
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 12%|█▎        | 3/24 [00:01<00:13,  1.53it/s]
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 21%|██        | 5/24 [00:02<00:11,  1.70it/s]
 25%|██▌       | 6/24 [00:03<00:10,  1.75it/s]
 29%|██▉       | 7/24 [00:04<00:10,  1.69it/s]
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 38%|███▊      | 9/24 [00:05<00:08,  1.80it/s]
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 46%|████▌     | 11/24 [00:06<00:07,  1.75it/s]
 50%|█████     | 12/24 [00:06<00:06,  1.81it/s]
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 58%|█████▊    | 14/24 [00:07<00:05,  1.87it/s]
 62%|██████▎   | 15/24 [00:08<00:04,  1.81it/s]
 67%|██████▋   | 16/24 [00:09<00:04,  1.87it/s]
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 79%|███████▉  | 19/24 [00:10<00:03,  1.64it/s]
 83%|████████▎ | 20/24 [00:11<00:02,  1.66it/s]
 88%|████████▊ | 21/24 [00:11<00:01,  1.77it/s]
 92%|█████████▏| 22/24 [00:13<00:01,  1.27it/s]
 96%|█████████▌| 23/24 [00:13<00:00,  1.45it/s]
100%|██████████| 24/24 [00:14<00:00,  1.59it/s][2025-07-15 18:49:02] dog...PCK-Transfer@0.10: 68.50% | PCK-Transfer@0.05: 50.98% | PCK-Transfer@0.15: 79.66%
+
100%|██████████| 24/24 [00:14<00:00,  1.70it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:03,  2.02it/s]
 22%|██▏       | 2/9 [00:00<00:03,  2.19it/s]
 33%|███▎      | 3/9 [00:01<00:02,  2.02it/s]
 44%|████▍     | 4/9 [00:02<00:02,  1.88it/s]
 56%|█████▌    | 5/9 [00:02<00:02,  1.66it/s]
 67%|██████▋   | 6/9 [00:03<00:02,  1.34it/s]
 78%|███████▊  | 7/9 [00:04<00:01,  1.39it/s]
 89%|████████▉ | 8/9 [00:05<00:00,  1.42it/s]
100%|██████████| 9/9 [00:05<00:00,  1.63it/s][2025-07-15 18:49:07] horse...PCK-Transfer@0.10: 80.77% | PCK-Transfer@0.05: 54.87% | PCK-Transfer@0.15: 86.59%
+
100%|██████████| 9/9 [00:05<00:00,  1.62it/s]
+
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+
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100%|██████████| 12/12 [00:08<00:00,  1.51it/s][2025-07-15 18:49:31] person...PCK-Transfer@0.10: 48.20% | PCK-Transfer@0.05: 28.80% | PCK-Transfer@0.15: 60.68%
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100%|██████████| 7/7 [00:05<00:00,  1.03s/it][2025-07-15 18:49:37] pottedplant...PCK-Transfer@0.10: 50.48% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 60.48%
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100%|██████████| 13/13 [00:07<00:00,  1.21it/s][2025-07-15 18:49:46] sofa...PCK-Transfer@0.10: 44.02% | PCK-Transfer@0.05: 21.32% | PCK-Transfer@0.15: 59.84%
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100%|██████████| 20/20 [00:37<00:00,  1.41s/it][2025-07-15 18:50:23] train...PCK-Transfer@0.10: 69.50% | PCK-Transfer@0.05: 41.25% | PCK-Transfer@0.15: 76.50%
+
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100%|██████████| 15/15 [00:13<00:00,  2.08it/s][2025-07-15 18:50:37] tvmonitor...PCK-Transfer@0.10: 29.44% | PCK-Transfer@0.05: 23.33% | PCK-Transfer@0.15: 38.89%
+
100%|██████████| 15/15 [00:13<00:00,  1.09it/s]
+[2025-07-15 18:50:37] Weighted Per image PCK0.10: 65.89%, image PCK0.05: 46.39%, image PCK0.01: 74.77%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_5__t_0.8_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_5__t_0.8_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..b5fe98d7134930da7bcac22d1119102e4ef989ab
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_5__t_0.8_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-15 16:45:05] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_5__t_0.8_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.6_layer_5', 't_0.8_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.6_layer_5', 't_0.8_layer_15']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.44it/s][2025-07-15 16:45:37] bus...PCK-Transfer@0.10: 77.45% | PCK-Transfer@0.05: 61.04% | PCK-Transfer@0.15: 82.40%
+
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100%|██████████| 19/19 [00:05<00:00,  3.37it/s][2025-07-15 16:45:42] car...PCK-Transfer@0.10: 88.16% | PCK-Transfer@0.05: 74.20% | PCK-Transfer@0.15: 91.57%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.49it/s][2025-07-15 16:45:50] cat...PCK-Transfer@0.10: 75.48% | PCK-Transfer@0.05: 57.32% | PCK-Transfer@0.15: 81.72%
+
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+
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100%|██████████| 13/13 [00:03<00:00,  3.37it/s][2025-07-15 16:45:54] chair...PCK-Transfer@0.10: 40.51% | PCK-Transfer@0.05: 22.95% | PCK-Transfer@0.15: 48.68%
+
100%|██████████| 13/13 [00:03<00:00,  3.42it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.29it/s][2025-07-15 16:45:55] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 66.67% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.25it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.40it/s][2025-07-15 16:45:57] diningtable...PCK-Transfer@0.10: 34.90% | PCK-Transfer@0.05: 19.27% | PCK-Transfer@0.15: 44.27%
+
100%|██████████| 8/8 [00:02<00:00,  3.37it/s]
+
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100%|██████████| 24/24 [00:07<00:00,  3.19it/s][2025-07-15 16:46:04] dog...PCK-Transfer@0.10: 68.81% | PCK-Transfer@0.05: 53.63% | PCK-Transfer@0.15: 79.69%
+
100%|██████████| 24/24 [00:07<00:00,  3.35it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.49it/s][2025-07-15 16:46:07] horse...PCK-Transfer@0.10: 74.81% | PCK-Transfer@0.05: 50.77% | PCK-Transfer@0.15: 81.43%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.39it/s][2025-07-15 16:46:15] motorbike...PCK-Transfer@0.10: 79.38% | PCK-Transfer@0.05: 57.02% | PCK-Transfer@0.15: 87.76%
+
100%|██████████| 27/27 [00:07<00:00,  3.46it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.49it/s][2025-07-15 16:46:18] person...PCK-Transfer@0.10: 55.38% | PCK-Transfer@0.05: 37.12% | PCK-Transfer@0.15: 66.01%
+
100%|██████████| 12/12 [00:03<00:00,  3.48it/s]
+
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100%|██████████| 7/7 [00:01<00:00,  3.54it/s][2025-07-15 16:46:20] pottedplant...PCK-Transfer@0.10: 53.33% | PCK-Transfer@0.05: 19.05% | PCK-Transfer@0.15: 70.48%
+
100%|██████████| 7/7 [00:01<00:00,  3.57it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.49it/s][2025-07-15 16:46:21] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.48it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.47it/s][2025-07-15 16:46:24] sofa...PCK-Transfer@0.10: 47.70% | PCK-Transfer@0.05: 32.34% | PCK-Transfer@0.15: 63.39%
+
100%|██████████| 13/13 [00:03<00:00,  3.46it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.57it/s][2025-07-15 16:46:30] train...PCK-Transfer@0.10: 68.50% | PCK-Transfer@0.05: 46.25% | PCK-Transfer@0.15: 76.50%
+
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+
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100%|██████████| 15/15 [00:04<00:00,  3.54it/s][2025-07-15 16:46:34] tvmonitor...PCK-Transfer@0.10: 32.22% | PCK-Transfer@0.05: 19.44% | PCK-Transfer@0.15: 42.22%
+
100%|██████████| 15/15 [00:04<00:00,  3.54it/s]
+[2025-07-15 16:46:34] Weighted Per image PCK0.10: 68.54%, image PCK0.05: 50.50%, image PCK0.01: 76.74%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_9__t_0.6_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_9__t_0.6_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..8c996a8ad207c6d91d11db00ee956d6ff2881a03
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_9__t_0.6_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 16:49:48] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_9__t_0.6_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.6_layer_9', 't_0.6_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.6_layer_9', 't_0.6_layer_15']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.28it/s][2025-07-15 16:51:29] tvmonitor...PCK-Transfer@0.10: 28.33% | PCK-Transfer@0.05: 21.67% | PCK-Transfer@0.15: 35.00%
+
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+[2025-07-15 16:51:29] Weighted Per image PCK0.10: 57.64%, image PCK0.05: 40.16%, image PCK0.01: 66.19%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_9__t_0.7_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_9__t_0.7_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..16fa0a798641e69de7af40d88ba718a0e797a5d8
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_9__t_0.7_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-15 16:57:36] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_9__t_0.7_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.6_layer_9', 't_0.7_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.6_layer_9', 't_0.7_layer_18']
+Number of parameters corr net: 120
+
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 53%|█████▎    | 17/32 [00:05<00:04,  3.35it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.36it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.37it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.38it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.38it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.33it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.33it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.38it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.42it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.38it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.39it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.34it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.33it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.34it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.40it/s]
100%|██████████| 32/32 [00:09<00:00,  3.41it/s][2025-07-15 16:58:08] bus...PCK-Transfer@0.10: 69.38% | PCK-Transfer@0.05: 52.97% | PCK-Transfer@0.15: 74.84%
+
100%|██████████| 32/32 [00:09<00:00,  3.36it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.27it/s]
 11%|█         | 2/19 [00:00<00:05,  3.18it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.27it/s]
 21%|██        | 4/19 [00:01<00:04,  3.32it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.32it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.31it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.35it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.36it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.42it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.44it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.40it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.30it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.25it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.27it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.31it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.33it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.36it/s]
100%|██████████| 19/19 [00:05<00:00,  3.40it/s][2025-07-15 16:58:14] car...PCK-Transfer@0.10: 87.58% | PCK-Transfer@0.05: 71.92% | PCK-Transfer@0.15: 89.44%
+
100%|██████████| 19/19 [00:05<00:00,  3.34it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.34it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.34it/s]
 11%|█         | 3/27 [00:00<00:07,  3.33it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.39it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.37it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.33it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.36it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.39it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.37it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.38it/s]
 41%|████      | 11/27 [00:03<00:04,  3.37it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.37it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.30it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.30it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.34it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.39it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.43it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.39it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.37it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.35it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.36it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.35it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.37it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.39it/s]
100%|██████████| 27/27 [00:08<00:00,  3.37it/s][2025-07-15 16:58:22] cat...PCK-Transfer@0.10: 77.11% | PCK-Transfer@0.05: 58.96% | PCK-Transfer@0.15: 81.81%
+
100%|██████████| 27/27 [00:08<00:00,  3.36it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.35it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.46it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.42it/s]
 31%|███       | 4/13 [00:01<00:02,  3.36it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.32it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.27it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.27it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.32it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.34it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.36it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.38it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.34it/s]
100%|██████████| 13/13 [00:03<00:00,  3.36it/s][2025-07-15 16:58:26] chair...PCK-Transfer@0.10: 36.99% | PCK-Transfer@0.05: 24.21% | PCK-Transfer@0.15: 43.25%
+
100%|██████████| 13/13 [00:03<00:00,  3.35it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.34it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.35it/s]
100%|██████████| 3/3 [00:00<00:00,  3.35it/s][2025-07-15 16:58:27] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 68.75% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.34it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.27it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.30it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.30it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.37it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.33it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.32it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.33it/s]
100%|██████████| 8/8 [00:02<00:00,  3.35it/s][2025-07-15 16:58:29] diningtable...PCK-Transfer@0.10: 34.38% | PCK-Transfer@0.05: 21.35% | PCK-Transfer@0.15: 47.40%
+
100%|██████████| 8/8 [00:02<00:00,  3.33it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.26it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.32it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.35it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.43it/s]
 21%|██        | 5/24 [00:01<00:05,  3.44it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.43it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.44it/s]
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 38%|███▊      | 9/24 [00:02<00:04,  3.44it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.49it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.50it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.51it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.48it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.45it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.43it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.45it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.44it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.44it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.40it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.42it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.45it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.46it/s]
100%|██████████| 24/24 [00:06<00:00,  3.47it/s][2025-07-15 16:58:36] dog...PCK-Transfer@0.10: 67.85% | PCK-Transfer@0.05: 51.65% | PCK-Transfer@0.15: 77.89%
+
100%|██████████| 24/24 [00:06<00:00,  3.44it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.42it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.41it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.46it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.53it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.48it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.47it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.44it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.44it/s]
100%|██████████| 9/9 [00:02<00:00,  3.48it/s][2025-07-15 16:58:39] horse...PCK-Transfer@0.10: 74.95% | PCK-Transfer@0.05: 49.05% | PCK-Transfer@0.15: 80.50%
+
100%|██████████| 9/9 [00:02<00:00,  3.47it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.40it/s]
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 37%|███▋      | 10/27 [00:02<00:05,  3.39it/s]
 41%|████      | 11/27 [00:03<00:04,  3.39it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.38it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.42it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.45it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.46it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.47it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.46it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.47it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.47it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.40it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.40it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.40it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.18it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.24it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.32it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.34it/s]
100%|██████████| 27/27 [00:07<00:00,  3.36it/s][2025-07-15 16:58:47] motorbike...PCK-Transfer@0.10: 76.56% | PCK-Transfer@0.05: 52.88% | PCK-Transfer@0.15: 84.39%
+
100%|██████████| 27/27 [00:07<00:00,  3.39it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.26it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.42it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.51it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.58it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.49it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.50it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.48it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.49it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.47it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.47it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.44it/s]
100%|██████████| 12/12 [00:03<00:00,  3.49it/s][2025-07-15 16:58:50] person...PCK-Transfer@0.10: 50.82% | PCK-Transfer@0.05: 35.02% | PCK-Transfer@0.15: 60.79%
+
100%|██████████| 12/12 [00:03<00:00,  3.48it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.27it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.31it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.39it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.39it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.36it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.41it/s]
100%|██████████| 7/7 [00:02<00:00,  3.43it/s][2025-07-15 16:58:52] pottedplant...PCK-Transfer@0.10: 46.67% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 58.57%
+
100%|██████████| 7/7 [00:02<00:00,  3.39it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.35it/s][2025-07-15 16:58:52] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.34it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.33it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.43it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.48it/s]
 31%|███       | 4/13 [00:01<00:02,  3.49it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.45it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.43it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.44it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.49it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.42it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.50it/s]
100%|██████████| 13/13 [00:03<00:00,  3.50it/s][2025-07-15 16:58:56] sofa...PCK-Transfer@0.10: 49.59% | PCK-Transfer@0.05: 30.05% | PCK-Transfer@0.15: 63.06%
+
100%|██████████| 13/13 [00:03<00:00,  3.46it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
  5%|▌         | 1/20 [00:00<00:05,  3.37it/s]
 10%|█         | 2/20 [00:00<00:05,  3.40it/s]
 15%|█▌        | 3/20 [00:00<00:04,  3.44it/s]
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 30%|███       | 6/20 [00:01<00:04,  3.45it/s]
 35%|███▌      | 7/20 [00:02<00:03,  3.51it/s]
 40%|████      | 8/20 [00:02<00:03,  3.44it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.42it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.45it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.46it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.49it/s]
 65%|██████▌   | 13/20 [00:03<00:02,  3.45it/s]
 70%|███████   | 14/20 [00:04<00:01,  3.44it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.48it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.46it/s]
 85%|████████▌ | 17/20 [00:04<00:00,  3.55it/s]
 90%|█████████ | 18/20 [00:05<00:00,  3.49it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.52it/s]
100%|██████████| 20/20 [00:05<00:00,  3.48it/s][2025-07-15 16:59:02] train...PCK-Transfer@0.10: 64.75% | PCK-Transfer@0.05: 38.25% | PCK-Transfer@0.15: 74.75%
+
100%|██████████| 20/20 [00:05<00:00,  3.47it/s]
+
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 53%|█████▎    | 8/15 [00:02<00:01,  3.55it/s]
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+[2025-07-15 16:59:06] Weighted Per image PCK0.10: 65.63%, image PCK0.05: 48.00%, image PCK0.01: 73.31%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_9__t_0.7_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_9__t_0.7_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..95fed25a30941289501fd808a52ab00214f81107
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_9__t_0.7_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-15 16:52:48] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.6_layer_9__t_0.7_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.6_layer_9', 't_0.7_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.6_layer_9', 't_0.7_layer_5']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.44it/s][2025-07-15 16:54:21] tvmonitor...PCK-Transfer@0.10: 28.89% | PCK-Transfer@0.05: 16.11% | PCK-Transfer@0.15: 38.89%
+
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+[2025-07-15 16:54:21] Weighted Per image PCK0.10: 71.07%, image PCK0.05: 51.34%, image PCK0.01: 79.30%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.7_layer_11__t_0.8_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.7_layer_11__t_0.8_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..a050a2df73a2624d7738ac48545c0c624b9b0323
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.7_layer_11__t_0.8_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 19:56:03] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.7_layer_11__t_0.8_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.7_layer_11', 't_0.8_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.7_layer_11', 't_0.8_layer_9']
+Number of parameters corr net: 120
+
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100%|██████████| 8/8 [00:02<00:00,  3.62it/s][2025-07-15 19:56:26] bottle...PCK-Transfer@0.10: 46.88% | PCK-Transfer@0.05: 37.50% | PCK-Transfer@0.15: 53.12%
+
100%|██████████| 8/8 [00:02<00:00,  3.56it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 62%|██████▎   | 20/32 [00:05<00:03,  3.47it/s]
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 72%|███████▏  | 23/32 [00:06<00:02,  3.45it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.50it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.56it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.51it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.55it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.50it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.49it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.48it/s]
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100%|██████████| 32/32 [00:09<00:00,  3.53it/s][2025-07-15 19:56:35] bus...PCK-Transfer@0.10: 61.82% | PCK-Transfer@0.05: 43.33% | PCK-Transfer@0.15: 73.02%
+
100%|██████████| 32/32 [00:09<00:00,  3.44it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:07,  2.40it/s]
 11%|█         | 2/19 [00:00<00:06,  2.67it/s]
 16%|█▌        | 3/19 [00:01<00:05,  2.81it/s]
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 37%|███▋      | 7/19 [00:02<00:03,  3.11it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.12it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.13it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.09it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.24it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.26it/s]
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 74%|███████▎  | 14/19 [00:04<00:01,  3.01it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.16it/s]
 84%|████████▍ | 16/19 [00:05<00:00,  3.29it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.36it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.46it/s]
100%|██████████| 19/19 [00:05<00:00,  3.56it/s][2025-07-15 19:56:41] car...PCK-Transfer@0.10: 81.13% | PCK-Transfer@0.05: 66.72% | PCK-Transfer@0.15: 86.22%
+
100%|██████████| 19/19 [00:05<00:00,  3.19it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.38it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.33it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.61it/s]
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 63%|██████▎   | 17/27 [00:04<00:02,  3.57it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.60it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.58it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.57it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.50it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.50it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.47it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.38it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.40it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.36it/s]
100%|██████████| 27/27 [00:07<00:00,  3.39it/s][2025-07-15 19:56:49] cat...PCK-Transfer@0.10: 72.84% | PCK-Transfer@0.05: 52.86% | PCK-Transfer@0.15: 81.83%
+
100%|██████████| 27/27 [00:07<00:00,  3.47it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:05,  2.24it/s]
 15%|█▌        | 2/13 [00:00<00:03,  2.84it/s]
 23%|██▎       | 3/13 [00:01<00:03,  3.13it/s]
 31%|███       | 4/13 [00:01<00:02,  3.25it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.35it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.36it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.43it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.53it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.57it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.61it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.63it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.60it/s]
100%|██████████| 13/13 [00:03<00:00,  3.61it/s][2025-07-15 19:56:53] chair...PCK-Transfer@0.10: 36.18% | PCK-Transfer@0.05: 20.34% | PCK-Transfer@0.15: 45.51%
+
100%|██████████| 13/13 [00:03<00:00,  3.42it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.22it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.33it/s]
100%|██████████| 3/3 [00:00<00:00,  3.46it/s][2025-07-15 19:56:54] cow...PCK-Transfer@0.10: 85.42% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.41it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.84it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.28it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.34it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.52it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.55it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.55it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.59it/s]
100%|██████████| 8/8 [00:02<00:00,  3.64it/s][2025-07-15 19:56:56] diningtable...PCK-Transfer@0.10: 30.73% | PCK-Transfer@0.05: 13.02% | PCK-Transfer@0.15: 38.54%
+
100%|██████████| 8/8 [00:02<00:00,  3.52it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
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 12%|█▎        | 3/24 [00:00<00:06,  3.48it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.35it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.56it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.58it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.59it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.58it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.51it/s]
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 88%|████████▊ | 21/24 [00:06<00:00,  3.51it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.56it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.59it/s]
100%|██████████| 24/24 [00:06<00:00,  3.60it/s][2025-07-15 19:57:03] dog...PCK-Transfer@0.10: 64.12% | PCK-Transfer@0.05: 46.05% | PCK-Transfer@0.15: 78.96%
+
100%|██████████| 24/24 [00:06<00:00,  3.50it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
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 22%|██▏       | 2/9 [00:00<00:02,  3.34it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.50it/s]
100%|██████████| 9/9 [00:02<00:00,  3.58it/s][2025-07-15 19:57:05] horse...PCK-Transfer@0.10: 72.96% | PCK-Transfer@0.05: 48.78% | PCK-Transfer@0.15: 78.65%
+
100%|██████████| 9/9 [00:02<00:00,  3.49it/s]
+
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 41%|████      | 11/27 [00:03<00:04,  3.61it/s]
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 70%|███████   | 19/27 [00:05<00:02,  3.62it/s]
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 81%|████████▏ | 22/27 [00:06<00:01,  3.71it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.69it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.72it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.73it/s][2025-07-15 19:57:13] motorbike...PCK-Transfer@0.10: 71.42% | PCK-Transfer@0.05: 51.19% | PCK-Transfer@0.15: 79.58%
+
100%|██████████| 27/27 [00:07<00:00,  3.66it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.44it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.28it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.14it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.13it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.26it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.32it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.40it/s]
100%|██████████| 12/12 [00:03<00:00,  3.35it/s][2025-07-15 19:57:16] person...PCK-Transfer@0.10: 47.77% | PCK-Transfer@0.05: 33.19% | PCK-Transfer@0.15: 57.77%
+
100%|██████████| 12/12 [00:03<00:00,  3.37it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.13it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.33it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.42it/s]
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 71%|███████▏  | 5/7 [00:01<00:00,  3.38it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.44it/s]
100%|██████████| 7/7 [00:02<00:00,  3.39it/s][2025-07-15 19:57:18] pottedplant...PCK-Transfer@0.10: 41.43% | PCK-Transfer@0.05: 19.52% | PCK-Transfer@0.15: 62.86%
+
100%|██████████| 7/7 [00:02<00:00,  3.39it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.28it/s][2025-07-15 19:57:19] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.27it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.53it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.59it/s]
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 77%|███████▋  | 10/13 [00:02<00:00,  3.45it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.50it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.58it/s]
100%|██████████| 13/13 [00:03<00:00,  3.48it/s][2025-07-15 19:57:23] sofa...PCK-Transfer@0.10: 38.74% | PCK-Transfer@0.05: 20.93% | PCK-Transfer@0.15: 55.63%
+
100%|██████████| 13/13 [00:03<00:00,  3.51it/s]
+
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 60%|██████    | 12/20 [00:03<00:02,  3.59it/s]
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+[2025-07-15 19:57:32] Weighted Per image PCK0.10: 61.83%, image PCK0.05: 43.29%, image PCK0.01: 71.45%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.7_layer_12__t_0.8_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.7_layer_12__t_0.8_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..6fe1d3b139ff74eda769bf6507cf9b9af72d288d
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.7_layer_12__t_0.8_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-15 20:08:44] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.7_layer_12__t_0.8_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.7_layer_12', 't_0.8_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.7_layer_12', 't_0.8_layer_11']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.41it/s][2025-07-15 20:10:17] tvmonitor...PCK-Transfer@0.10: 43.89% | PCK-Transfer@0.05: 27.22% | PCK-Transfer@0.15: 61.67%
+
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+[2025-07-15 20:10:17] Weighted Per image PCK0.10: 78.60%, image PCK0.05: 60.94%, image PCK0.01: 86.11%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.7_layer_15__t_0.8_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.7_layer_15__t_0.8_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..6a9e5341112733fb0f8119708e56f3116de38bcb
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.7_layer_15__t_0.8_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 20:24:44] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.7_layer_15__t_0.8_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.7_layer_15', 't_0.8_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.7_layer_15', 't_0.8_layer_5']
+Number of parameters corr net: 120
+
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+
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 17%|█▋        | 1/6 [00:00<00:01,  2.86it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.21it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.29it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.35it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.08it/s]
100%|██████████| 6/6 [00:01<00:00,  3.18it/s][2025-07-15 20:25:06] boat...PCK-Transfer@0.10: 40.28% | PCK-Transfer@0.05: 19.44% | PCK-Transfer@0.15: 56.94%
+
100%|██████████| 6/6 [00:01<00:00,  3.18it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.14it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.29it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.40it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.45it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.36it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.36it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.46it/s]
100%|██████████| 8/8 [00:02<00:00,  3.47it/s][2025-07-15 20:25:08] bottle...PCK-Transfer@0.10: 35.94% | PCK-Transfer@0.05: 23.44% | PCK-Transfer@0.15: 43.75%
+
100%|██████████| 8/8 [00:02<00:00,  3.41it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  2.98it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.03it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.13it/s]
 12%|█▎        | 4/32 [00:01<00:09,  3.09it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.12it/s]
 19%|█▉        | 6/32 [00:01<00:08,  3.18it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.28it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.23it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.27it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.22it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.34it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.39it/s]
 41%|████      | 13/32 [00:03<00:05,  3.38it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.36it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.39it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.33it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.42it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.44it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.32it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.25it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.22it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.21it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.38it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.42it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.42it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.20it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.27it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.37it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.47it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.42it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.40it/s]
100%|██████████| 32/32 [00:09<00:00,  3.34it/s][2025-07-15 20:25:18] bus...PCK-Transfer@0.10: 57.81% | PCK-Transfer@0.05: 47.66% | PCK-Transfer@0.15: 66.41%
+
100%|██████████| 32/32 [00:09<00:00,  3.30it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:07,  2.48it/s]
 11%|█         | 2/19 [00:00<00:05,  2.91it/s]
 16%|█▌        | 3/19 [00:01<00:05,  2.80it/s]
 21%|██        | 4/19 [00:01<00:04,  3.02it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.13it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.15it/s]
 37%|███▋      | 7/19 [00:02<00:04,  2.93it/s]
 42%|████▏     | 8/19 [00:02<00:03,  2.87it/s]
 47%|████▋     | 9/19 [00:03<00:03,  3.05it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.12it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.19it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.30it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.33it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.28it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.25it/s]
 84%|████████▍ | 16/19 [00:05<00:00,  3.31it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.45it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.37it/s]
100%|██████████| 19/19 [00:05<00:00,  3.39it/s][2025-07-15 20:25:24] car...PCK-Transfer@0.10: 78.77% | PCK-Transfer@0.05: 64.40% | PCK-Transfer@0.15: 82.13%
+
100%|██████████| 19/19 [00:05<00:00,  3.18it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.34it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.50it/s]
 11%|█         | 3/27 [00:00<00:06,  3.56it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.02it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.17it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.17it/s]
 26%|██▌       | 7/27 [00:02<00:06,  2.99it/s]
 30%|██▉       | 8/27 [00:02<00:06,  3.06it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.04it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.06it/s]
 41%|████      | 11/27 [00:03<00:05,  3.14it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.18it/s]
 48%|████▊     | 13/27 [00:04<00:04,  3.28it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.32it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.24it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.34it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.32it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.31it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.23it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.34it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.39it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.43it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.43it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.34it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.33it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.36it/s]
100%|██████████| 27/27 [00:08<00:00,  3.39it/s][2025-07-15 20:25:32] cat...PCK-Transfer@0.10: 71.22% | PCK-Transfer@0.05: 54.85% | PCK-Transfer@0.15: 79.87%
+
100%|██████████| 27/27 [00:08<00:00,  3.27it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:05,  2.03it/s]
 15%|█▌        | 2/13 [00:00<00:04,  2.48it/s]
 23%|██▎       | 3/13 [00:01<00:03,  2.73it/s]
 31%|███       | 4/13 [00:01<00:03,  2.95it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.12it/s]
 46%|████▌     | 6/13 [00:02<00:02,  3.24it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.29it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.26it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.27it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.28it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.29it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.35it/s]
100%|██████████| 13/13 [00:04<00:00,  3.34it/s][2025-07-15 20:25:36] chair...PCK-Transfer@0.10: 32.86% | PCK-Transfer@0.05: 18.74% | PCK-Transfer@0.15: 38.27%
+
100%|██████████| 13/13 [00:04<00:00,  3.15it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.31it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.33it/s]
100%|██████████| 3/3 [00:00<00:00,  3.37it/s][2025-07-15 20:25:37] cow...PCK-Transfer@0.10: 75.00% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.35it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.34it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.30it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.34it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.32it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.22it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.28it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.33it/s]
100%|██████████| 8/8 [00:02<00:00,  3.32it/s][2025-07-15 20:25:39] diningtable...PCK-Transfer@0.10: 38.02% | PCK-Transfer@0.05: 16.15% | PCK-Transfer@0.15: 44.79%
+
100%|██████████| 8/8 [00:02<00:00,  3.31it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.32it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.33it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.34it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.27it/s]
 21%|██        | 5/24 [00:01<00:05,  3.28it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.31it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.31it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.32it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.33it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.29it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.30it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.30it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.31it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.30it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.34it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.34it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.34it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.35it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.35it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.36it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.36it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.35it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.35it/s]
100%|██████████| 24/24 [00:07<00:00,  3.35it/s][2025-07-15 20:25:47] dog...PCK-Transfer@0.10: 57.35% | PCK-Transfer@0.05: 44.32% | PCK-Transfer@0.15: 70.07%
+
100%|██████████| 24/24 [00:07<00:00,  3.33it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.16it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.26it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.24it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.24it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.30it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.36it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.39it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.41it/s]
100%|██████████| 9/9 [00:02<00:00,  3.39it/s][2025-07-15 20:25:49] horse...PCK-Transfer@0.10: 64.37% | PCK-Transfer@0.05: 41.90% | PCK-Transfer@0.15: 70.71%
+
100%|██████████| 9/9 [00:02<00:00,  3.34it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.20it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.31it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.40it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.45it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.38it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.35it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.38it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.39it/s]
 41%|████      | 11/27 [00:03<00:04,  3.38it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.34it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.35it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.35it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.36it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.36it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.39it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.41it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.38it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.39it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.42it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.42it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.45it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.47it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.46it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.48it/s]
100%|██████████| 27/27 [00:07<00:00,  3.50it/s][2025-07-15 20:25:57] motorbike...PCK-Transfer@0.10: 64.05% | PCK-Transfer@0.05: 43.27% | PCK-Transfer@0.15: 71.43%
+
100%|██████████| 27/27 [00:07<00:00,  3.40it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.54it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.50it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.45it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.39it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.41it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.46it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.40it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.36it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.38it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.34it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.39it/s]
100%|██████████| 12/12 [00:03<00:00,  3.36it/s][2025-07-15 20:26:01] person...PCK-Transfer@0.10: 45.66% | PCK-Transfer@0.05: 29.52% | PCK-Transfer@0.15: 54.99%
+
100%|██████████| 12/12 [00:03<00:00,  3.39it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.24it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.43it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.44it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.48it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.39it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.32it/s]
100%|██████████| 7/7 [00:02<00:00,  3.33it/s][2025-07-15 20:26:03] pottedplant...PCK-Transfer@0.10: 43.81% | PCK-Transfer@0.05: 19.05% | PCK-Transfer@0.15: 48.57%
+
100%|██████████| 7/7 [00:02<00:00,  3.36it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.16it/s][2025-07-15 20:26:03] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.16it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.29it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.33it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.34it/s]
 31%|███       | 4/13 [00:01<00:02,  3.34it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.35it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.33it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.31it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.34it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.36it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.30it/s]
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+[2025-07-15 20:26:17] Weighted Per image PCK0.10: 56.83%, image PCK0.05: 41.18%, image PCK0.01: 65.40%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.7_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.7_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..9a3a71996d8a7b1ad488f9f62cd237a611f8d45e
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.7_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-12 00:23:16] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.7_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.7_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.7_layer_18']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.50it/s][2025-07-12 00:24:45] tvmonitor...PCK-Transfer@0.10: 41.67% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 46.67%
+
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+[2025-07-12 00:24:45] Weighted Per image PCK0.10: 77.25%, image PCK0.05: 61.76%, image PCK0.01: 82.99%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.7_layer_18__t_0.8_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.7_layer_18__t_0.8_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..b97ba160a1521284a62443682bdba9f15a4a4651
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.7_layer_18__t_0.8_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 20:37:29] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.7_layer_18__t_0.8_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.7_layer_18', 't_0.8_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.7_layer_18', 't_0.8_layer_15']
+Number of parameters corr net: 120
+
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100%|██████████| 30/30 [00:09<00:00,  3.27it/s][2025-07-15 20:37:45] bicycle...PCK-Transfer@0.10: 71.27% | PCK-Transfer@0.05: 60.97% | PCK-Transfer@0.15: 77.64%
+
100%|██████████| 30/30 [00:09<00:00,  3.33it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:03,  2.85it/s]
 20%|██        | 2/10 [00:00<00:02,  2.94it/s]
 30%|███       | 3/10 [00:01<00:02,  2.98it/s]
 40%|████      | 4/10 [00:01<00:01,  3.11it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.19it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.22it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.20it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.27it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.28it/s]
100%|██████████| 10/10 [00:03<00:00,  3.28it/s][2025-07-15 20:37:48] bird...PCK-Transfer@0.10: 65.44% | PCK-Transfer@0.05: 42.83% | PCK-Transfer@0.15: 80.72%
+
100%|██████████| 10/10 [00:03<00:00,  3.19it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.40it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.47it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.44it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.29it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.28it/s]
100%|██████████| 6/6 [00:01<00:00,  3.25it/s][2025-07-15 20:37:50] boat...PCK-Transfer@0.10: 34.72% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 62.50%
+
100%|██████████| 6/6 [00:01<00:00,  3.30it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.14it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.39it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.35it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.35it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.22it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.26it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.37it/s]
100%|██████████| 8/8 [00:02<00:00,  3.37it/s][2025-07-15 20:37:52] bottle...PCK-Transfer@0.10: 34.38% | PCK-Transfer@0.05: 21.88% | PCK-Transfer@0.15: 39.06%
+
100%|██████████| 8/8 [00:02<00:00,  3.33it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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  6%|▋         | 2/32 [00:00<00:09,  3.04it/s]
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 12%|█▎        | 4/32 [00:01<00:08,  3.26it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.17it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.29it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.32it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.37it/s]
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 34%|███▍      | 11/32 [00:03<00:06,  3.32it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.38it/s]
 41%|████      | 13/32 [00:03<00:05,  3.36it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.36it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.41it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.43it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.44it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.46it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.37it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.32it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.36it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.27it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.35it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.36it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.35it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.20it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.24it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.29it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.38it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.41it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.42it/s]
100%|██████████| 32/32 [00:09<00:00,  3.36it/s][2025-07-15 20:38:02] bus...PCK-Transfer@0.10: 61.56% | PCK-Transfer@0.05: 44.64% | PCK-Transfer@0.15: 68.33%
+
100%|██████████| 32/32 [00:09<00:00,  3.32it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.26it/s]
 11%|█         | 2/19 [00:00<00:04,  3.47it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.47it/s]
 21%|██        | 4/19 [00:01<00:04,  3.35it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.23it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.23it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.22it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.31it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.37it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.39it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.44it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.52it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.53it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.47it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.26it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.30it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.40it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.30it/s]
100%|██████████| 19/19 [00:05<00:00,  3.34it/s][2025-07-15 20:38:07] car...PCK-Transfer@0.10: 75.06% | PCK-Transfer@0.05: 62.97% | PCK-Transfer@0.15: 79.38%
+
100%|██████████| 19/19 [00:05<00:00,  3.36it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:09,  2.88it/s]
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 11%|█         | 3/27 [00:00<00:06,  3.47it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.42it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.51it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.45it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.31it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.35it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.22it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.22it/s]
 41%|████      | 11/27 [00:03<00:04,  3.31it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.36it/s]
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 52%|█████▏    | 14/27 [00:04<00:03,  3.51it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.41it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.50it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.48it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.39it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.49it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.54it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.59it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.60it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.49it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.47it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.50it/s]
100%|██████████| 27/27 [00:07<00:00,  3.53it/s][2025-07-15 20:38:15] cat...PCK-Transfer@0.10: 73.02% | PCK-Transfer@0.05: 54.46% | PCK-Transfer@0.15: 79.85%
+
100%|██████████| 27/27 [00:07<00:00,  3.44it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.57it/s]
 15%|█▌        | 2/13 [00:00<00:04,  2.74it/s]
 23%|██▎       | 3/13 [00:01<00:03,  2.81it/s]
 31%|███       | 4/13 [00:01<00:03,  2.92it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.01it/s]
 46%|████▌     | 6/13 [00:02<00:02,  3.12it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.19it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.26it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.32it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.37it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.42it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.50it/s]
100%|██████████| 13/13 [00:04<00:00,  3.52it/s][2025-07-15 20:38:19] chair...PCK-Transfer@0.10: 28.42% | PCK-Transfer@0.05: 17.01% | PCK-Transfer@0.15: 33.91%
+
100%|██████████| 13/13 [00:04<00:00,  3.24it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.55it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  2.95it/s]
100%|██████████| 3/3 [00:00<00:00,  3.21it/s][2025-07-15 20:38:20] cow...PCK-Transfer@0.10: 83.33% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.08it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.88it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.12it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.33it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.40it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.34it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.45it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.52it/s]
100%|██████████| 8/8 [00:02<00:00,  3.53it/s][2025-07-15 20:38:23] diningtable...PCK-Transfer@0.10: 36.46% | PCK-Transfer@0.05: 22.92% | PCK-Transfer@0.15: 45.83%
+
100%|██████████| 8/8 [00:02<00:00,  3.41it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  2.89it/s]
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 12%|█▎        | 3/24 [00:00<00:06,  3.22it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.18it/s]
 21%|██        | 5/24 [00:01<00:05,  3.25it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.33it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.38it/s]
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 42%|████▏     | 10/24 [00:02<00:04,  3.48it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.50it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.51it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.56it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.56it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.56it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.56it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.56it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.55it/s]
100%|██████████| 24/24 [00:06<00:00,  3.56it/s][2025-07-15 20:38:30] dog...PCK-Transfer@0.10: 59.51% | PCK-Transfer@0.05: 44.92% | PCK-Transfer@0.15: 71.32%
+
100%|██████████| 24/24 [00:06<00:00,  3.47it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  2.72it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.08it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.32it/s]
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 78%|███████▊  | 7/9 [00:02<00:00,  3.57it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.61it/s]
100%|██████████| 9/9 [00:02<00:00,  3.59it/s][2025-07-15 20:38:32] horse...PCK-Transfer@0.10: 60.16% | PCK-Transfer@0.05: 36.35% | PCK-Transfer@0.15: 65.71%
+
100%|██████████| 9/9 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.67it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.51it/s]
 41%|████      | 11/27 [00:03<00:04,  3.49it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.53it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.54it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.56it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.57it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.51it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.58it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.57it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.53it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.53it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.51it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.48it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.49it/s]
100%|██████████| 27/27 [00:07<00:00,  3.46it/s][2025-07-15 20:38:40] motorbike...PCK-Transfer@0.10: 64.42% | PCK-Transfer@0.05: 45.03% | PCK-Transfer@0.15: 72.26%
+
100%|██████████| 27/27 [00:07<00:00,  3.48it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:04,  2.66it/s]
 17%|█▋        | 2/12 [00:00<00:03,  2.92it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.12it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.21it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.30it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.39it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.39it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.37it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.41it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.42it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.50it/s]
100%|██████████| 12/12 [00:03<00:00,  3.50it/s][2025-07-15 20:38:44] person...PCK-Transfer@0.10: 47.43% | PCK-Transfer@0.05: 31.53% | PCK-Transfer@0.15: 57.78%
+
100%|██████████| 12/12 [00:03<00:00,  3.35it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:02,  2.79it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.17it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.33it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.46it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.43it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.41it/s]
100%|██████████| 7/7 [00:02<00:00,  3.46it/s][2025-07-15 20:38:46] pottedplant...PCK-Transfer@0.10: 49.52% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 66.19%
+
100%|██████████| 7/7 [00:02<00:00,  3.38it/s]
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+[2025-07-15 20:39:00] Weighted Per image PCK0.10: 57.87%, image PCK0.05: 41.78%, image PCK0.01: 66.70%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.7_layer_5__t_0.8_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.7_layer_5__t_0.8_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..95be2bef0ba2900b6cdc64d76ef16b58c2b5b7bc
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.7_layer_5__t_0.8_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-15 19:21:48] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.7_layer_5__t_0.8_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.7_layer_5', 't_0.8_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.7_layer_5', 't_0.8_layer_20']
+Number of parameters corr net: 120
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+[2025-07-15 19:23:20] Weighted Per image PCK0.10: 58.61%, image PCK0.05: 40.41%, image PCK0.01: 68.67%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.7_layer_5__t_0.8_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.7_layer_5__t_0.8_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..b86d7c35c51ee84f6e62d9c445e29e4af7320e32
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.7_layer_5__t_0.8_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 19:16:45] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.7_layer_5__t_0.8_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.7_layer_5', 't_0.8_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.7_layer_5', 't_0.8_layer_9']
+Number of parameters corr net: 120
+
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 47%|████▋     | 14/30 [00:04<00:04,  3.22it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.11it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.14it/s]
 57%|█████▋    | 17/30 [00:05<00:04,  3.08it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.16it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.24it/s]
 67%|██████▋   | 20/30 [00:06<00:03,  3.22it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.32it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.42it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.41it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.46it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.45it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.47it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.48it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.46it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.47it/s]
100%|██████████| 30/30 [00:08<00:00,  3.50it/s][2025-07-15 19:17:00] bicycle...PCK-Transfer@0.10: 55.48% | PCK-Transfer@0.05: 40.91% | PCK-Transfer@0.15: 63.67%
+
100%|██████████| 30/30 [00:08<00:00,  3.37it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.50it/s]
 20%|██        | 2/10 [00:00<00:02,  3.43it/s]
 30%|███       | 3/10 [00:00<00:02,  3.43it/s]
 40%|████      | 4/10 [00:01<00:01,  3.46it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.48it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.46it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.46it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.48it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.49it/s]
100%|██████████| 10/10 [00:02<00:00,  3.48it/s][2025-07-15 19:17:03] bird...PCK-Transfer@0.10: 44.08% | PCK-Transfer@0.05: 23.56% | PCK-Transfer@0.15: 63.44%
+
100%|██████████| 10/10 [00:02<00:00,  3.47it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.70it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.69it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.63it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.55it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.55it/s]
100%|██████████| 6/6 [00:01<00:00,  3.60it/s][2025-07-15 19:17:05] boat...PCK-Transfer@0.10: 26.39% | PCK-Transfer@0.05: 19.44% | PCK-Transfer@0.15: 41.67%
+
100%|██████████| 6/6 [00:01<00:00,  3.60it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.48it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.63it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.59it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.57it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.58it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.54it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.61it/s]
100%|██████████| 8/8 [00:02<00:00,  3.59it/s][2025-07-15 19:17:07] bottle...PCK-Transfer@0.10: 39.06% | PCK-Transfer@0.05: 21.88% | PCK-Transfer@0.15: 43.75%
+
100%|██████████| 8/8 [00:02<00:00,  3.58it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.71it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.61it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.56it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.54it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.55it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.46it/s]
 22%|██▏       | 7/32 [00:01<00:07,  3.48it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.43it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.45it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.53it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.56it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.56it/s]
 41%|████      | 13/32 [00:03<00:05,  3.52it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.50it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.53it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.52it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.56it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.55it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.54it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.51it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.49it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.55it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.57it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.52it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.47it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.52it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.49it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.52it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.54it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.55it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.49it/s]
100%|██████████| 32/32 [00:09<00:00,  3.47it/s][2025-07-15 19:17:16] bus...PCK-Transfer@0.10: 48.18% | PCK-Transfer@0.05: 30.21% | PCK-Transfer@0.15: 57.29%
+
100%|██████████| 32/32 [00:09<00:00,  3.52it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.29it/s]
 11%|█         | 2/19 [00:00<00:04,  3.49it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.53it/s]
 21%|██        | 4/19 [00:01<00:04,  3.51it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.49it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.56it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.60it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.55it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.56it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.49it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.48it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.51it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.50it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.48it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.53it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.55it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.59it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.54it/s]
100%|██████████| 19/19 [00:05<00:00,  3.51it/s][2025-07-15 19:17:22] car...PCK-Transfer@0.10: 67.82% | PCK-Transfer@0.05: 48.30% | PCK-Transfer@0.15: 75.08%
+
100%|██████████| 19/19 [00:05<00:00,  3.52it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.39it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.53it/s]
 11%|█         | 3/27 [00:00<00:06,  3.60it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.52it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.52it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.54it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.52it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.51it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.55it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.53it/s]
 41%|████      | 11/27 [00:03<00:04,  3.52it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.50it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.56it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.55it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.60it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.62it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.54it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.52it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.50it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.51it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.49it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.51it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.48it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.46it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.45it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.43it/s]
100%|██████████| 27/27 [00:07<00:00,  3.42it/s][2025-07-15 19:17:29] cat...PCK-Transfer@0.10: 58.66% | PCK-Transfer@0.05: 37.15% | PCK-Transfer@0.15: 68.21%
+
100%|██████████| 27/27 [00:07<00:00,  3.51it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.33it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.30it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.30it/s]
 31%|███       | 4/13 [00:01<00:02,  3.33it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.35it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.38it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.38it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.36it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.35it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.32it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.30it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.31it/s]
100%|██████████| 13/13 [00:03<00:00,  3.31it/s][2025-07-15 19:17:33] chair...PCK-Transfer@0.10: 28.40% | PCK-Transfer@0.05: 14.87% | PCK-Transfer@0.15: 40.58%
+
100%|██████████| 13/13 [00:03<00:00,  3.33it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.33it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.42it/s]
100%|██████████| 3/3 [00:00<00:00,  3.42it/s][2025-07-15 19:17:34] cow...PCK-Transfer@0.10: 64.58% | PCK-Transfer@0.05: 29.17% | PCK-Transfer@0.15: 85.42%
+
100%|██████████| 3/3 [00:00<00:00,  3.41it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.37it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.37it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.39it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.37it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.42it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.47it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.50it/s]
100%|██████████| 8/8 [00:02<00:00,  3.49it/s][2025-07-15 19:17:36] diningtable...PCK-Transfer@0.10: 34.38% | PCK-Transfer@0.05: 9.38% | PCK-Transfer@0.15: 39.06%
+
100%|██████████| 8/8 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.48it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.50it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.52it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.46it/s]
 21%|██        | 5/24 [00:01<00:05,  3.50it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.51it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.52it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.50it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.50it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.46it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.47it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.48it/s]
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 58%|█████▊    | 14/24 [00:04<00:02,  3.47it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.49it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.49it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.46it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.51it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.51it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.49it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.47it/s]
100%|██████████| 24/24 [00:06<00:00,  3.48it/s][2025-07-15 19:17:43] dog...PCK-Transfer@0.10: 46.41% | PCK-Transfer@0.05: 28.79% | PCK-Transfer@0.15: 59.05%
+
100%|██████████| 24/24 [00:06<00:00,  3.49it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.48it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.50it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.46it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.42it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.46it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.51it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.60it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.60it/s]
100%|██████████| 9/9 [00:02<00:00,  3.56it/s][2025-07-15 19:17:46] horse...PCK-Transfer@0.10: 48.81% | PCK-Transfer@0.05: 29.63% | PCK-Transfer@0.15: 56.35%
+
100%|██████████| 9/9 [00:02<00:00,  3.53it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.46it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.67it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.64it/s]
 41%|████      | 11/27 [00:03<00:04,  3.64it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.60it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.61it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.62it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.61it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.61it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.61it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.54it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.52it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.55it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.54it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.51it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.53it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.51it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.47it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.48it/s]
100%|██████████| 27/27 [00:07<00:00,  3.49it/s][2025-07-15 19:17:54] motorbike...PCK-Transfer@0.10: 54.37% | PCK-Transfer@0.05: 32.62% | PCK-Transfer@0.15: 65.33%
+
100%|██████████| 27/27 [00:07<00:00,  3.56it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
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 25%|██▌       | 3/12 [00:00<00:02,  3.37it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.49it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.54it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.61it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.59it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.68it/s][2025-07-15 19:18:09] train...PCK-Transfer@0.10: 48.50% | PCK-Transfer@0.05: 25.25% | PCK-Transfer@0.15: 63.50%
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+[2025-07-15 19:18:13] Weighted Per image PCK0.10: 47.26%, image PCK0.05: 28.71%, image PCK0.01: 57.82%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.7_layer_9__t_0.8_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.7_layer_9__t_0.8_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..49b80f6eb349024435fb1a0d0b57bcd51a9f84e6
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.7_layer_9__t_0.8_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-15 19:32:49] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.7_layer_9__t_0.8_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.7_layer_9', 't_0.8_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.7_layer_9', 't_0.8_layer_15']
+Number of parameters corr net: 120
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+
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+[2025-07-15 19:34:19] Weighted Per image PCK0.10: 71.59%, image PCK0.05: 54.31%, image PCK0.01: 79.87%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.8_layer_11__t_0.8_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.8_layer_11__t_0.8_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..52fe4bb3c04996c7b1a460173f65d95055dbf044
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.8_layer_11__t_0.8_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 21:03:12] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.8_layer_11__t_0.8_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.8_layer_11', 't_0.8_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.8_layer_11', 't_0.8_layer_12']
+Number of parameters corr net: 120
+
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 93%|█████████▎| 14/15 [00:05<00:00,  3.34it/s]
100%|██████████| 15/15 [00:06<00:00,  3.37it/s][2025-07-15 21:03:19] aeroplane...PCK-Transfer@0.10: 75.08% | PCK-Transfer@0.05: 51.26% | PCK-Transfer@0.15: 85.55%
+
100%|██████████| 15/15 [00:06<00:00,  2.50it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
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 10%|█         | 3/30 [00:01<00:09,  2.94it/s]
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 20%|██        | 6/30 [00:01<00:07,  3.16it/s]
 23%|██▎       | 7/30 [00:02<00:07,  3.26it/s]
 27%|██▋       | 8/30 [00:02<00:07,  3.08it/s]
 30%|███       | 9/30 [00:02<00:06,  3.21it/s]
 33%|███▎      | 10/30 [00:03<00:05,  3.33it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.33it/s]
 40%|████      | 12/30 [00:03<00:05,  3.38it/s]
 43%|████▎     | 13/30 [00:04<00:05,  3.24it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.22it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.29it/s]
 53%|█████▎    | 16/30 [00:05<00:04,  3.27it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.29it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.36it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.37it/s]
 67%|██████▋   | 20/30 [00:06<00:02,  3.40it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.20it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.11it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.17it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.35it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.45it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.53it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.52it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.44it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.48it/s]
100%|██████████| 30/30 [00:09<00:00,  3.58it/s][2025-07-15 21:03:28] bicycle...PCK-Transfer@0.10: 76.39% | PCK-Transfer@0.05: 60.61% | PCK-Transfer@0.15: 82.15%
+
100%|██████████| 30/30 [00:09<00:00,  3.29it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:03,  2.69it/s]
 20%|██        | 2/10 [00:00<00:02,  2.85it/s]
 30%|███       | 3/10 [00:01<00:02,  3.08it/s]
 40%|████      | 4/10 [00:01<00:01,  3.14it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.24it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.32it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.33it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.33it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.35it/s]
100%|██████████| 10/10 [00:03<00:00,  3.30it/s][2025-07-15 21:03:31] bird...PCK-Transfer@0.10: 76.81% | PCK-Transfer@0.05: 47.72% | PCK-Transfer@0.15: 89.58%
+
100%|██████████| 10/10 [00:03<00:00,  3.23it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.32it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.49it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.50it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.42it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.40it/s]
100%|██████████| 6/6 [00:01<00:00,  3.41it/s][2025-07-15 21:03:33] boat...PCK-Transfer@0.10: 47.22% | PCK-Transfer@0.05: 29.17% | PCK-Transfer@0.15: 65.28%
+
100%|██████████| 6/6 [00:01<00:00,  3.42it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.08it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.42it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.42it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.42it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.37it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.37it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.44it/s]
100%|██████████| 8/8 [00:02<00:00,  3.39it/s][2025-07-15 21:03:35] bottle...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 40.62% | PCK-Transfer@0.15: 57.81%
+
100%|██████████| 8/8 [00:02<00:00,  3.38it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 12%|█▎        | 4/32 [00:01<00:08,  3.30it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.18it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.18it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.23it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.29it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.23it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.32it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.38it/s]
 41%|████      | 13/32 [00:03<00:05,  3.40it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.42it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.48it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.49it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.55it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.56it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.46it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.39it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.38it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.31it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.37it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.33it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.34it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.25it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.30it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.37it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.41it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.44it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.39it/s]
100%|██████████| 32/32 [00:09<00:00,  3.39it/s][2025-07-15 21:03:45] bus...PCK-Transfer@0.10: 71.46% | PCK-Transfer@0.05: 50.63% | PCK-Transfer@0.15: 82.14%
+
100%|██████████| 32/32 [00:09<00:00,  3.34it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
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 11%|█         | 2/19 [00:00<00:04,  3.45it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.47it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.34it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.16it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.21it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.27it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.25it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.29it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.33it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.35it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.23it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.22it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.28it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.34it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.27it/s]
100%|██████████| 19/19 [00:05<00:00,  3.27it/s][2025-07-15 21:03:51] car...PCK-Transfer@0.10: 86.68% | PCK-Transfer@0.05: 71.72% | PCK-Transfer@0.15: 90.04%
+
100%|██████████| 19/19 [00:05<00:00,  3.30it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:03<00:05,  3.05it/s]
 41%|████      | 11/27 [00:03<00:05,  3.14it/s]
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 74%|███████▍  | 20/27 [00:06<00:02,  3.31it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.35it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.40it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.33it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.27it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.27it/s]
 96%|█████████▋| 26/27 [00:08<00:00,  3.32it/s]
100%|██████████| 27/27 [00:08<00:00,  3.18it/s][2025-07-15 21:03:59] cat...PCK-Transfer@0.10: 72.93% | PCK-Transfer@0.05: 53.63% | PCK-Transfer@0.15: 82.58%
+
100%|██████████| 27/27 [00:08<00:00,  3.19it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.19it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.18it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.23it/s]
 31%|███       | 4/13 [00:01<00:02,  3.26it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.34it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.38it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.40it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.38it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.36it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.32it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.33it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.32it/s]
100%|██████████| 13/13 [00:03<00:00,  3.33it/s][2025-07-15 21:04:03] chair...PCK-Transfer@0.10: 39.27% | PCK-Transfer@0.05: 21.13% | PCK-Transfer@0.15: 50.88%
+
100%|██████████| 13/13 [00:03<00:00,  3.32it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.63it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  2.93it/s]
100%|██████████| 3/3 [00:00<00:00,  3.12it/s][2025-07-15 21:04:04] cow...PCK-Transfer@0.10: 83.33% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.03it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.64it/s]
 25%|██▌       | 2/8 [00:00<00:02,  2.93it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.13it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.19it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.13it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.23it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.31it/s]
100%|██████████| 8/8 [00:02<00:00,  3.34it/s][2025-07-15 21:04:07] diningtable...PCK-Transfer@0.10: 30.73% | PCK-Transfer@0.05: 10.94% | PCK-Transfer@0.15: 41.15%
+
100%|██████████| 8/8 [00:02<00:00,  3.21it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
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 21%|██        | 5/24 [00:01<00:05,  3.26it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.31it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.33it/s]
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 38%|███▊      | 9/24 [00:02<00:04,  3.38it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.35it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.36it/s]
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 58%|█████▊    | 14/24 [00:04<00:02,  3.39it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.43it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.41it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.41it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.42it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.42it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.38it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.38it/s]
100%|██████████| 24/24 [00:07<00:00,  3.38it/s][2025-07-15 21:04:14] dog...PCK-Transfer@0.10: 70.94% | PCK-Transfer@0.05: 51.44% | PCK-Transfer@0.15: 79.73%
+
100%|██████████| 24/24 [00:07<00:00,  3.36it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.37it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.44it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.39it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.34it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.39it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.43it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.45it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.46it/s]
100%|██████████| 9/9 [00:02<00:00,  3.45it/s][2025-07-15 21:04:16] horse...PCK-Transfer@0.10: 69.81% | PCK-Transfer@0.05: 47.99% | PCK-Transfer@0.15: 77.09%
+
100%|██████████| 9/9 [00:02<00:00,  3.42it/s]
+
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100%|██████████| 7/7 [00:01<00:00,  3.53it/s][2025-07-15 21:04:30] pottedplant...PCK-Transfer@0.10: 49.05% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 65.71%
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100%|██████████| 20/20 [00:05<00:00,  3.58it/s][2025-07-15 21:04:39] train...PCK-Transfer@0.10: 64.75% | PCK-Transfer@0.05: 44.25% | PCK-Transfer@0.15: 75.75%
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+
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+[2025-07-15 21:04:43] Weighted Per image PCK0.10: 65.35%, image PCK0.05: 45.94%, image PCK0.01: 75.15%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.8_layer_12__t_0.8_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.8_layer_12__t_0.8_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..45f9aa64376e2e93ece8a37b4ca6e6737e083c3e
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.8_layer_12__t_0.8_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 21:09:14] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.8_layer_12__t_0.8_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.8_layer_12', 't_0.8_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.8_layer_12', 't_0.8_layer_18']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.51it/s][2025-07-15 21:09:45] bus...PCK-Transfer@0.10: 74.84% | PCK-Transfer@0.05: 57.66% | PCK-Transfer@0.15: 83.18%
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100%|██████████| 19/19 [00:05<00:00,  3.40it/s][2025-07-15 21:09:51] car...PCK-Transfer@0.10: 88.65% | PCK-Transfer@0.05: 72.31% | PCK-Transfer@0.15: 91.04%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.64it/s][2025-07-15 21:09:59] cat...PCK-Transfer@0.10: 75.76% | PCK-Transfer@0.05: 52.70% | PCK-Transfer@0.15: 85.55%
+
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+
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100%|██████████| 13/13 [00:03<00:00,  3.59it/s][2025-07-15 21:10:02] chair...PCK-Transfer@0.10: 38.33% | PCK-Transfer@0.05: 22.67% | PCK-Transfer@0.15: 49.91%
+
100%|██████████| 13/13 [00:03<00:00,  3.47it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.32it/s][2025-07-15 21:10:03] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 68.75% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.35it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.46it/s][2025-07-15 21:10:06] diningtable...PCK-Transfer@0.10: 29.69% | PCK-Transfer@0.05: 16.15% | PCK-Transfer@0.15: 40.10%
+
100%|██████████| 8/8 [00:02<00:00,  3.39it/s]
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100%|██████████| 24/24 [00:06<00:00,  3.38it/s][2025-07-15 21:10:13] dog...PCK-Transfer@0.10: 69.47% | PCK-Transfer@0.05: 50.25% | PCK-Transfer@0.15: 77.75%
+
100%|██████████| 24/24 [00:06<00:00,  3.47it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.59it/s][2025-07-15 21:10:15] horse...PCK-Transfer@0.10: 66.75% | PCK-Transfer@0.05: 46.14% | PCK-Transfer@0.15: 76.01%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.61it/s][2025-07-15 21:10:23] motorbike...PCK-Transfer@0.10: 73.58% | PCK-Transfer@0.05: 54.21% | PCK-Transfer@0.15: 82.33%
+
100%|██████████| 27/27 [00:07<00:00,  3.66it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.58it/s][2025-07-15 21:10:26] person...PCK-Transfer@0.10: 57.48% | PCK-Transfer@0.05: 40.88% | PCK-Transfer@0.15: 66.24%
+
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+
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100%|██████████| 7/7 [00:01<00:00,  3.54it/s][2025-07-15 21:10:28] pottedplant...PCK-Transfer@0.10: 60.95% | PCK-Transfer@0.05: 26.19% | PCK-Transfer@0.15: 70.95%
+
100%|██████████| 7/7 [00:01<00:00,  3.55it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.57it/s][2025-07-15 21:10:28] sheep...PCK-Transfer@0.10: 80.00% | PCK-Transfer@0.05: 60.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.56it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.52it/s][2025-07-15 21:10:32] sofa...PCK-Transfer@0.10: 45.78% | PCK-Transfer@0.05: 26.92% | PCK-Transfer@0.15: 60.72%
+
100%|██████████| 13/13 [00:03<00:00,  3.52it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.58it/s][2025-07-15 21:10:38] train...PCK-Transfer@0.10: 63.75% | PCK-Transfer@0.05: 44.25% | PCK-Transfer@0.15: 75.75%
+
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+
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100%|██████████| 15/15 [00:04<00:00,  3.69it/s][2025-07-15 21:10:42] tvmonitor...PCK-Transfer@0.10: 37.22% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 47.22%
+
100%|██████████| 15/15 [00:04<00:00,  3.62it/s]
+[2025-07-15 21:10:42] Weighted Per image PCK0.10: 66.37%, image PCK0.05: 48.06%, image PCK0.01: 75.85%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.8_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.8_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..eeabb72a2acf1c671708c11a07314df6c12ab237
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.8_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 00:27:58] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.8_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.8_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.8_layer_12']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:01<00:00,  3.65it/s][2025-07-12 00:29:11] pottedplant...PCK-Transfer@0.10: 50.95% | PCK-Transfer@0.05: 21.43% | PCK-Transfer@0.15: 65.24%
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100%|██████████| 15/15 [00:04<00:00,  3.69it/s][2025-07-12 00:29:24] tvmonitor...PCK-Transfer@0.10: 35.00% | PCK-Transfer@0.05: 22.78% | PCK-Transfer@0.15: 48.33%
+
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+[2025-07-12 00:29:24] Weighted Per image PCK0.10: 64.19%, image PCK0.05: 45.28%, image PCK0.01: 73.72%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.8_layer_15__t_0.8_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.8_layer_15__t_0.8_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..529322e9a37df4517abfc5a5f47fae784661d372
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.8_layer_15__t_0.8_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 21:12:46] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.8_layer_15__t_0.8_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.8_layer_15', 't_0.8_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.8_layer_15', 't_0.8_layer_18']
+Number of parameters corr net: 120
+
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 56%|█████▋    | 18/32 [00:05<00:04,  3.43it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.31it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.37it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.35it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.28it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.34it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.43it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.49it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.45it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.44it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.35it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.31it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.34it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.40it/s]
100%|██████████| 32/32 [00:09<00:00,  3.45it/s][2025-07-15 21:13:19] bus...PCK-Transfer@0.10: 67.29% | PCK-Transfer@0.05: 49.06% | PCK-Transfer@0.15: 72.50%
+
100%|██████████| 32/32 [00:09<00:00,  3.43it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.59it/s]
 11%|█         | 2/19 [00:00<00:04,  3.63it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.63it/s]
 21%|██        | 4/19 [00:01<00:04,  3.64it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.54it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.48it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.55it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.58it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.65it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.67it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.65it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.67it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.73it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.71it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.68it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.65it/s]
 95%|█████████▍| 18/19 [00:04<00:00,  3.66it/s]
100%|██████████| 19/19 [00:05<00:00,  3.72it/s][2025-07-15 21:13:24] car...PCK-Transfer@0.10: 80.69% | PCK-Transfer@0.05: 65.30% | PCK-Transfer@0.15: 84.32%
+
100%|██████████| 19/19 [00:05<00:00,  3.65it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.70it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.37it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.45it/s]
 41%|████      | 11/27 [00:03<00:04,  3.50it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.53it/s]
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 59%|█████▉    | 16/27 [00:04<00:03,  3.53it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.57it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.62it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.57it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.56it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.53it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.36it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.43it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.46it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.48it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.49it/s]
100%|██████████| 27/27 [00:07<00:00,  3.51it/s][2025-07-15 21:13:32] cat...PCK-Transfer@0.10: 68.67% | PCK-Transfer@0.05: 47.74% | PCK-Transfer@0.15: 77.72%
+
100%|██████████| 27/27 [00:07<00:00,  3.50it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.30it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.54it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.50it/s]
 31%|███       | 4/13 [00:01<00:02,  3.49it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.53it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.52it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.52it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.59it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.63it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.65it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.66it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.56it/s]
100%|██████████| 13/13 [00:03<00:00,  3.59it/s][2025-07-15 21:13:35] chair...PCK-Transfer@0.10: 30.53% | PCK-Transfer@0.05: 18.74% | PCK-Transfer@0.15: 38.78%
+
100%|██████████| 13/13 [00:03<00:00,  3.57it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.65it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.64it/s]
100%|██████████| 3/3 [00:00<00:00,  3.63it/s][2025-07-15 21:13:36] cow...PCK-Transfer@0.10: 77.08% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.63it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.22it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.38it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.42it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.33it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.42it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.46it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.47it/s]
100%|██████████| 8/8 [00:02<00:00,  3.51it/s][2025-07-15 21:13:38] diningtable...PCK-Transfer@0.10: 32.29% | PCK-Transfer@0.05: 14.58% | PCK-Transfer@0.15: 44.27%
+
100%|██████████| 8/8 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.35it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.53it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.52it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.61it/s]
 21%|██        | 5/24 [00:01<00:05,  3.61it/s]
 25%|██▌       | 6/24 [00:01<00:04,  3.60it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.57it/s]
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 42%|████▏     | 10/24 [00:02<00:03,  3.65it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.65it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.64it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.63it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.57it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.57it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.56it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.59it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.59it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.51it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.55it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.57it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.58it/s]
100%|██████████| 24/24 [00:06<00:00,  3.56it/s][2025-07-15 21:13:45] dog...PCK-Transfer@0.10: 63.09% | PCK-Transfer@0.05: 45.95% | PCK-Transfer@0.15: 74.28%
+
100%|██████████| 24/24 [00:06<00:00,  3.58it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.55it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.62it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.73it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.62it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.50it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.53it/s]
100%|██████████| 9/9 [00:02<00:00,  3.58it/s][2025-07-15 21:13:48] horse...PCK-Transfer@0.10: 64.10% | PCK-Transfer@0.05: 41.64% | PCK-Transfer@0.15: 77.72%
+
100%|██████████| 9/9 [00:02<00:00,  3.60it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.60it/s]
 41%|████      | 11/27 [00:03<00:04,  3.61it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.67it/s]
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 63%|██████▎   | 17/27 [00:04<00:02,  3.64it/s]
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 70%|███████   | 19/27 [00:05<00:02,  3.61it/s]
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 81%|████████▏ | 22/27 [00:06<00:01,  3.69it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.68it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.70it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.70it/s][2025-07-15 21:13:55] motorbike...PCK-Transfer@0.10: 65.16% | PCK-Transfer@0.05: 49.49% | PCK-Transfer@0.15: 76.97%
+
100%|██████████| 27/27 [00:07<00:00,  3.65it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.57it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.73it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.77it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.46it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.30it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.15it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.14it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.26it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.32it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.39it/s]
100%|██████████| 12/12 [00:03<00:00,  3.35it/s][2025-07-15 21:13:59] person...PCK-Transfer@0.10: 50.41% | PCK-Transfer@0.05: 34.03% | PCK-Transfer@0.15: 57.75%
+
100%|██████████| 12/12 [00:03<00:00,  3.38it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.16it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.35it/s]
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 71%|███████▏  | 5/7 [00:01<00:00,  3.33it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.39it/s]
100%|██████████| 7/7 [00:02<00:00,  3.36it/s][2025-07-15 21:14:01] pottedplant...PCK-Transfer@0.10: 55.71% | PCK-Transfer@0.05: 26.19% | PCK-Transfer@0.15: 65.71%
+
100%|██████████| 7/7 [00:02<00:00,  3.37it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.47it/s][2025-07-15 21:14:01] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 60.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.46it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.54it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.56it/s]
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 85%|████████▍ | 11/13 [00:03<00:00,  3.45it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.56it/s]
100%|██████████| 13/13 [00:03<00:00,  3.47it/s][2025-07-15 21:14:05] sofa...PCK-Transfer@0.10: 40.06% | PCK-Transfer@0.05: 23.60% | PCK-Transfer@0.15: 54.24%
+
100%|██████████| 13/13 [00:03<00:00,  3.50it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.54it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.54it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.53it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.49it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.54it/s]
 65%|██████▌   | 13/20 [00:03<00:01,  3.54it/s]
 70%|███████   | 14/20 [00:03<00:01,  3.53it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.58it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.56it/s]
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 90%|█████████ | 18/20 [00:05<00:00,  3.43it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.52it/s]
100%|██████████| 20/20 [00:05<00:00,  3.40it/s][2025-07-15 21:14:11] train...PCK-Transfer@0.10: 59.75% | PCK-Transfer@0.05: 41.25% | PCK-Transfer@0.15: 70.75%
+
100%|██████████| 20/20 [00:05<00:00,  3.52it/s]
+
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 60%|██████    | 9/15 [00:02<00:01,  3.48it/s]
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+[2025-07-15 21:14:15] Weighted Per image PCK0.10: 60.25%, image PCK0.05: 43.17%, image PCK0.01: 69.41%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.8_layer_5__t_0.8_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.8_layer_5__t_0.8_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..99fb0f44c5c12a53273fcb3abdd55e3d9d40741c
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.8_layer_5__t_0.8_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-15 20:50:26] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.8_layer_5__t_0.8_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.8_layer_5', 't_0.8_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.8_layer_5', 't_0.8_layer_15']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:02<00:00,  3.37it/s][2025-07-15 20:51:42] pottedplant...PCK-Transfer@0.10: 55.71% | PCK-Transfer@0.05: 19.05% | PCK-Transfer@0.15: 68.10%
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+
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100%|██████████| 15/15 [00:04<00:00,  3.48it/s][2025-07-15 20:51:56] tvmonitor...PCK-Transfer@0.10: 32.22% | PCK-Transfer@0.05: 18.33% | PCK-Transfer@0.15: 43.89%
+
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+[2025-07-15 20:51:56] Weighted Per image PCK0.10: 68.83%, image PCK0.05: 50.83%, image PCK0.01: 77.12%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.8_layer_5__t_0.8_layer_9.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.8_layer_5__t_0.8_layer_9.log
new file mode 100644
index 0000000000000000000000000000000000000000..5c649a2a3610774a52adacf5b50521e366f77eec
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.8_layer_5__t_0.8_layer_9.log
@@ -0,0 +1,44 @@
+[2025-07-15 20:47:00] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.8_layer_5__t_0.8_layer_9', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.8_layer_5', 't_0.8_layer_9'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.8_layer_5', 't_0.8_layer_9']
+Number of parameters corr net: 120
+
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100%|██████████| 6/6 [00:01<00:00,  3.33it/s][2025-07-15 20:47:20] boat...PCK-Transfer@0.10: 61.11% | PCK-Transfer@0.05: 41.67% | PCK-Transfer@0.15: 79.17%
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100%|██████████| 8/8 [00:02<00:00,  3.48it/s][2025-07-15 20:47:23] bottle...PCK-Transfer@0.10: 73.44% | PCK-Transfer@0.05: 53.12% | PCK-Transfer@0.15: 79.69%
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+
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 78%|███████▊  | 25/32 [00:07<00:02,  3.46it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.40it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.42it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.38it/s]
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100%|██████████| 32/32 [00:09<00:00,  3.47it/s][2025-07-15 20:47:32] bus...PCK-Transfer@0.10: 82.92% | PCK-Transfer@0.05: 65.47% | PCK-Transfer@0.15: 86.04%
+
100%|██████████| 32/32 [00:09<00:00,  3.43it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
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 42%|████▏     | 8/19 [00:02<00:03,  3.34it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.38it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.44it/s]
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 63%|██████▎   | 12/19 [00:03<00:02,  3.40it/s]
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 74%|███████▎  | 14/19 [00:04<00:01,  3.49it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.49it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.48it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.47it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.51it/s]
100%|██████████| 19/19 [00:05<00:00,  3.55it/s][2025-07-15 20:47:38] car...PCK-Transfer@0.10: 92.45% | PCK-Transfer@0.05: 81.84% | PCK-Transfer@0.15: 97.31%
+
100%|██████████| 19/19 [00:05<00:00,  3.44it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 67%|██████▋   | 18/27 [00:05<00:02,  3.53it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.48it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.44it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.44it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.40it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.41it/s]
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 93%|█████████▎| 25/27 [00:07<00:00,  3.43it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.44it/s]
100%|██████████| 27/27 [00:07<00:00,  3.45it/s][2025-07-15 20:47:45] cat...PCK-Transfer@0.10: 80.63% | PCK-Transfer@0.05: 63.29% | PCK-Transfer@0.15: 83.75%
+
100%|██████████| 27/27 [00:07<00:00,  3.47it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.21it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.46it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.51it/s]
 31%|███       | 4/13 [00:01<00:02,  3.46it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.48it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.42it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.43it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.51it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.50it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.43it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.48it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.46it/s]
100%|██████████| 13/13 [00:03<00:00,  3.48it/s][2025-07-15 20:47:49] chair...PCK-Transfer@0.10: 47.82% | PCK-Transfer@0.05: 29.44% | PCK-Transfer@0.15: 57.50%
+
100%|██████████| 13/13 [00:03<00:00,  3.46it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.55it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.53it/s]
100%|██████████| 3/3 [00:00<00:00,  3.53it/s][2025-07-15 20:47:50] cow...PCK-Transfer@0.10: 83.33% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.53it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.51it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.52it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.52it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.59it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.57it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.50it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.47it/s]
100%|██████████| 8/8 [00:02<00:00,  3.43it/s][2025-07-15 20:47:52] diningtable...PCK-Transfer@0.10: 43.75% | PCK-Transfer@0.05: 30.21% | PCK-Transfer@0.15: 63.02%
+
100%|██████████| 8/8 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.32it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.36it/s]
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 88%|████████▊ | 21/24 [00:06<00:00,  3.42it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.45it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.46it/s]
100%|██████████| 24/24 [00:07<00:00,  3.48it/s][2025-07-15 20:47:59] dog...PCK-Transfer@0.10: 76.70% | PCK-Transfer@0.05: 55.47% | PCK-Transfer@0.15: 84.28%
+
100%|██████████| 24/24 [00:07<00:00,  3.42it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
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 22%|██▏       | 2/9 [00:00<00:01,  3.54it/s]
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100%|██████████| 9/9 [00:02<00:00,  3.46it/s][2025-07-15 20:48:02] horse...PCK-Transfer@0.10: 81.06% | PCK-Transfer@0.05: 53.57% | PCK-Transfer@0.15: 86.75%
+
100%|██████████| 9/9 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 81%|████████▏ | 22/27 [00:06<00:01,  3.52it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.57it/s][2025-07-15 20:48:10] motorbike...PCK-Transfer@0.10: 82.95% | PCK-Transfer@0.05: 56.02% | PCK-Transfer@0.15: 91.23%
+
100%|██████████| 27/27 [00:07<00:00,  3.51it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
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 67%|██████▋   | 8/12 [00:02<00:01,  3.00it/s]
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 83%|████████▎ | 10/12 [00:03<00:00,  3.18it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.24it/s]
100%|██████████| 12/12 [00:03<00:00,  3.21it/s][2025-07-15 20:48:13] person...PCK-Transfer@0.10: 59.38% | PCK-Transfer@0.05: 38.51% | PCK-Transfer@0.15: 73.80%
+
100%|██████████| 12/12 [00:03<00:00,  3.24it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
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 86%|████████▌ | 6/7 [00:01<00:00,  3.24it/s]
100%|██████████| 7/7 [00:02<00:00,  3.21it/s][2025-07-15 20:48:16] pottedplant...PCK-Transfer@0.10: 51.43% | PCK-Transfer@0.05: 23.81% | PCK-Transfer@0.15: 73.33%
+
100%|██████████| 7/7 [00:02<00:00,  3.20it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.36it/s][2025-07-15 20:48:16] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.35it/s]
+
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 62%|██████▏   | 8/13 [00:02<00:01,  3.39it/s]
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 92%|█████████▏| 12/13 [00:03<00:00,  3.40it/s]
100%|██████████| 13/13 [00:03<00:00,  3.34it/s][2025-07-15 20:48:20] sofa...PCK-Transfer@0.10: 55.99% | PCK-Transfer@0.05: 33.90% | PCK-Transfer@0.15: 70.47%
+
100%|██████████| 13/13 [00:03<00:00,  3.35it/s]
+
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+[2025-07-15 20:48:30] Weighted Per image PCK0.10: 73.68%, image PCK0.05: 53.56%, image PCK0.01: 82.16%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.8_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.8_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..6aedf1da1f2f74f8ff607d21266bdecae3d3195c
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_18__t_0.8_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 00:24:50] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_18__t_0.8_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_18', 't_0.8_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_18', 't_0.8_layer_5']
+Number of parameters corr net: 120
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100%|██████████| 32/32 [00:09<00:00,  3.44it/s][2025-07-12 00:25:22] bus...PCK-Transfer@0.10: 41.93% | PCK-Transfer@0.05: 25.52% | PCK-Transfer@0.15: 51.82%
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+[2025-07-12 00:26:19] Weighted Per image PCK0.10: 39.85%, image PCK0.05: 23.76%, image PCK0.01: 50.60%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_10__t_0.6_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_10__t_0.6_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..1e55dd37df0e377a31cb285db0a3cc4d2e2d1adf
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_10__t_0.6_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 22:19:24] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_10__t_0.6_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.5_layer_10', 't_0.6_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.5_layer_10', 't_0.6_layer_13']
+Number of parameters corr net: 120
+
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100%|██████████| 6/6 [00:01<00:00,  3.48it/s][2025-07-15 22:19:44] boat...PCK-Transfer@0.10: 37.50% | PCK-Transfer@0.05: 27.78% | PCK-Transfer@0.15: 47.22%
+
100%|██████████| 6/6 [00:01<00:00,  3.48it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.65it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.56it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.60it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.59it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.56it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.60it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.58it/s]
100%|██████████| 8/8 [00:02<00:00,  3.60it/s][2025-07-15 22:19:47] bottle...PCK-Transfer@0.10: 28.12% | PCK-Transfer@0.05: 17.19% | PCK-Transfer@0.15: 32.81%
+
100%|██████████| 8/8 [00:02<00:00,  3.59it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.30it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.34it/s]
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 34%|███▍      | 11/32 [00:03<00:06,  3.34it/s]
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 41%|████      | 13/32 [00:03<00:05,  3.44it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.44it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.47it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.48it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.45it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.48it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.46it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.44it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.48it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.40it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.40it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.45it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.52it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.45it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.49it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.43it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.38it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.40it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.41it/s]
100%|██████████| 32/32 [00:09<00:00,  3.47it/s][2025-07-15 22:19:56] bus...PCK-Transfer@0.10: 48.80% | PCK-Transfer@0.05: 31.61% | PCK-Transfer@0.15: 57.40%
+
100%|██████████| 32/32 [00:09<00:00,  3.39it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:04,  3.62it/s]
 11%|█         | 2/19 [00:00<00:04,  3.53it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.48it/s]
 21%|██        | 4/19 [00:01<00:04,  3.21it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.27it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.27it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.25it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.30it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.36it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.42it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.45it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.42it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.48it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.55it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.58it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.50it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.50it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.52it/s]
100%|██████████| 19/19 [00:05<00:00,  3.60it/s][2025-07-15 22:20:02] car...PCK-Transfer@0.10: 62.43% | PCK-Transfer@0.05: 49.56% | PCK-Transfer@0.15: 69.93%
+
100%|██████████| 19/19 [00:05<00:00,  3.45it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.33it/s]
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 11%|█         | 3/27 [00:00<00:07,  3.34it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.35it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.40it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.43it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.33it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.39it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.43it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.41it/s]
 41%|████      | 11/27 [00:03<00:04,  3.45it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.43it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.38it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.46it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.48it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.39it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.47it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.40it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.41it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.43it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.39it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.43it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.35it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.38it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.40it/s]
100%|██████████| 27/27 [00:07<00:00,  3.40it/s][2025-07-15 22:20:10] cat...PCK-Transfer@0.10: 67.51% | PCK-Transfer@0.05: 50.79% | PCK-Transfer@0.15: 78.39%
+
100%|██████████| 27/27 [00:07<00:00,  3.41it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.69it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.10it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.21it/s]
 31%|███       | 4/13 [00:01<00:02,  3.22it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.24it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.14it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.23it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.36it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.37it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.38it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.33it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.38it/s]
100%|██████████| 13/13 [00:03<00:00,  3.45it/s][2025-07-15 22:20:13] chair...PCK-Transfer@0.10: 24.29% | PCK-Transfer@0.05: 14.12% | PCK-Transfer@0.15: 34.59%
+
100%|██████████| 13/13 [00:03<00:00,  3.30it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.38it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.48it/s]
100%|██████████| 3/3 [00:00<00:00,  3.54it/s][2025-07-15 22:20:14] cow...PCK-Transfer@0.10: 75.00% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 89.58%
+
100%|██████████| 3/3 [00:00<00:00,  3.51it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.24it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.44it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.45it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.54it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.51it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.49it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.52it/s]
100%|██████████| 8/8 [00:02<00:00,  3.56it/s][2025-07-15 22:20:17] diningtable...PCK-Transfer@0.10: 33.85% | PCK-Transfer@0.05: 10.94% | PCK-Transfer@0.15: 40.10%
+
100%|██████████| 8/8 [00:02<00:00,  3.51it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  2.89it/s]
  8%|▊         | 2/24 [00:00<00:07,  3.00it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.08it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.30it/s]
 21%|██        | 5/24 [00:01<00:05,  3.26it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.35it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.37it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.51it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.54it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.53it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.55it/s]
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 88%|████████▊ | 21/24 [00:06<00:00,  3.51it/s]
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 96%|█████████▌| 23/24 [00:06<00:00,  3.53it/s]
100%|██████████| 24/24 [00:06<00:00,  3.54it/s][2025-07-15 22:20:24] dog...PCK-Transfer@0.10: 53.46% | PCK-Transfer@0.05: 36.60% | PCK-Transfer@0.15: 65.62%
+
100%|██████████| 24/24 [00:06<00:00,  3.45it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.32it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.43it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.66it/s]
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 78%|███████▊  | 7/9 [00:01<00:00,  3.46it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.49it/s]
100%|██████████| 9/9 [00:02<00:00,  3.52it/s][2025-07-15 22:20:26] horse...PCK-Transfer@0.10: 53.25% | PCK-Transfer@0.05: 33.44% | PCK-Transfer@0.15: 62.25%
+
100%|██████████| 9/9 [00:02<00:00,  3.52it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.53it/s]
 41%|████      | 11/27 [00:03<00:04,  3.51it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.60it/s]
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 63%|██████▎   | 17/27 [00:04<00:02,  3.56it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.57it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.54it/s]
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 78%|███████▊  | 21/27 [00:05<00:01,  3.56it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.63it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.61it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.65it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.68it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.62it/s]
100%|██████████| 27/27 [00:07<00:00,  3.62it/s][2025-07-15 22:20:34] motorbike...PCK-Transfer@0.10: 57.30% | PCK-Transfer@0.05: 36.02% | PCK-Transfer@0.15: 67.20%
+
100%|██████████| 27/27 [00:07<00:00,  3.57it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.57it/s]
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 25%|██▌       | 3/12 [00:00<00:02,  3.73it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.36it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.19it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.04it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.06it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.19it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.25it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.29it/s]
100%|██████████| 12/12 [00:03<00:00,  3.26it/s][2025-07-15 22:20:37] person...PCK-Transfer@0.10: 40.11% | PCK-Transfer@0.05: 26.31% | PCK-Transfer@0.15: 50.21%
+
100%|██████████| 12/12 [00:03<00:00,  3.29it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:02,  2.91it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.16it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.31it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.33it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.26it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.32it/s]
100%|██████████| 7/7 [00:02<00:00,  3.27it/s][2025-07-15 22:20:40] pottedplant...PCK-Transfer@0.10: 46.67% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 56.19%
+
100%|██████████| 7/7 [00:02<00:00,  3.26it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.17it/s][2025-07-15 22:20:40] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.17it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.31it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.40it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.29it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.21it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.26it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.41it/s]
100%|██████████| 13/13 [00:03<00:00,  3.36it/s][2025-07-15 22:20:44] sofa...PCK-Transfer@0.10: 27.83% | PCK-Transfer@0.05: 12.91% | PCK-Transfer@0.15: 41.57%
+
100%|██████████| 13/13 [00:03<00:00,  3.33it/s]
+
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+[2025-07-15 22:20:54] Weighted Per image PCK0.10: 49.45%, image PCK0.05: 32.66%, image PCK0.01: 59.29%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_10__t_0.6_layer_9.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_10__t_0.6_layer_9.log
new file mode 100644
index 0000000000000000000000000000000000000000..15d58500eb0b6d674bfddc086ba0bec5645d653a
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_10__t_0.6_layer_9.log
@@ -0,0 +1,44 @@
+[2025-07-15 22:16:10] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_10__t_0.6_layer_9', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.5_layer_10', 't_0.6_layer_9'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.5_layer_10', 't_0.6_layer_9']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.40it/s][2025-07-15 22:17:43] tvmonitor...PCK-Transfer@0.10: 41.11% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 48.89%
+
100%|██████████| 15/15 [00:04<00:00,  3.35it/s]
+[2025-07-15 22:17:43] Weighted Per image PCK0.10: 74.94%, image PCK0.05: 57.38%, image PCK0.01: 81.46%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_10__t_0.7_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_10__t_0.7_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..b0615a5b1b4dce0ced242cb8bb989514eb33b38e
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_10__t_0.7_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-15 22:24:29] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_10__t_0.7_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.5_layer_10', 't_0.7_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.5_layer_10', 't_0.7_layer_11']
+Number of parameters corr net: 120
+
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 40%|████      | 4/10 [00:01<00:01,  3.09it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.15it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.17it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.13it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.16it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.19it/s]
100%|██████████| 10/10 [00:03<00:00,  3.20it/s][2025-07-15 22:24:50] bird...PCK-Transfer@0.10: 82.72% | PCK-Transfer@0.05: 57.53% | PCK-Transfer@0.15: 93.06%
+
100%|██████████| 10/10 [00:03<00:00,  3.15it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.39it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.34it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.27it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.22it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.23it/s]
100%|██████████| 6/6 [00:01<00:00,  3.28it/s][2025-07-15 22:24:52] boat...PCK-Transfer@0.10: 65.28% | PCK-Transfer@0.05: 44.44% | PCK-Transfer@0.15: 80.56%
+
100%|██████████| 6/6 [00:01<00:00,  3.27it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.11it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.32it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.29it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.24it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.20it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.22it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.33it/s]
100%|██████████| 8/8 [00:02<00:00,  3.30it/s][2025-07-15 22:24:54] bottle...PCK-Transfer@0.10: 71.88% | PCK-Transfer@0.05: 51.56% | PCK-Transfer@0.15: 76.56%
+
100%|██████████| 8/8 [00:02<00:00,  3.27it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:11,  2.75it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.05it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.11it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.20it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.12it/s]
 19%|█▉        | 6/32 [00:01<00:08,  3.16it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.21it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.21it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.23it/s]
 31%|███▏      | 10/32 [00:03<00:07,  3.07it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.10it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.17it/s]
 41%|████      | 13/32 [00:04<00:05,  3.18it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.21it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.22it/s]
 50%|█████     | 16/32 [00:05<00:05,  3.08it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.19it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.11it/s]
 59%|█████▉    | 19/32 [00:06<00:04,  3.02it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.01it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  2.95it/s]
 69%|██████▉   | 22/32 [00:07<00:03,  2.98it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.08it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.04it/s]
 78%|███████▊  | 25/32 [00:08<00:02,  3.09it/s]
 81%|████████▏ | 26/32 [00:08<00:01,  3.06it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.13it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.23it/s]
 91%|█████████ | 29/32 [00:09<00:00,  3.30it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.29it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.28it/s]
100%|██████████| 32/32 [00:10<00:00,  3.28it/s][2025-07-15 22:25:05] bus...PCK-Transfer@0.10: 84.74% | PCK-Transfer@0.05: 70.42% | PCK-Transfer@0.15: 86.56%
+
100%|██████████| 32/32 [00:10<00:00,  3.14it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.73it/s]
 11%|█         | 2/19 [00:00<00:05,  3.00it/s]
 16%|█▌        | 3/19 [00:00<00:05,  3.11it/s]
 21%|██        | 4/19 [00:01<00:04,  3.16it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.20it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.14it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.08it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.13it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.20it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.19it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.22it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.28it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.24it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.18it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.11it/s]
 84%|████████▍ | 16/19 [00:05<00:00,  3.18it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.26it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.21it/s]
100%|██████████| 19/19 [00:05<00:00,  3.22it/s][2025-07-15 22:25:11] car...PCK-Transfer@0.10: 92.31% | PCK-Transfer@0.05: 84.19% | PCK-Transfer@0.15: 94.17%
+
100%|██████████| 19/19 [00:05<00:00,  3.17it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.09it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.19it/s]
 11%|█         | 3/27 [00:00<00:07,  3.30it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.28it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.31it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.23it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.17it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.24it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.15it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.13it/s]
 41%|████      | 11/27 [00:03<00:05,  3.18it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.19it/s]
 48%|████▊     | 13/27 [00:04<00:04,  3.24it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.26it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.18it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.28it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.27it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.24it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.18it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.13it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.22it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.27it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.22it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.17it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.14it/s]
 96%|█████████▋| 26/27 [00:08<00:00,  3.12it/s]
100%|██████████| 27/27 [00:08<00:00,  3.17it/s][2025-07-15 22:25:19] cat...PCK-Transfer@0.10: 84.75% | PCK-Transfer@0.05: 69.83% | PCK-Transfer@0.15: 87.84%
+
100%|██████████| 27/27 [00:08<00:00,  3.20it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.80it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.05it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.16it/s]
 31%|███       | 4/13 [00:01<00:02,  3.22it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.28it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.28it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.31it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.30it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.31it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.25it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.28it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.31it/s]
100%|██████████| 13/13 [00:03<00:00,  3.31it/s][2025-07-15 22:25:23] chair...PCK-Transfer@0.10: 53.29% | PCK-Transfer@0.05: 33.06% | PCK-Transfer@0.15: 62.97%
+
100%|██████████| 13/13 [00:03<00:00,  3.26it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.04it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.15it/s]
100%|██████████| 3/3 [00:00<00:00,  3.18it/s][2025-07-15 22:25:24] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 68.75% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.15it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.33it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.31it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.35it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.32it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.21it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.28it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.32it/s]
100%|██████████| 8/8 [00:02<00:00,  3.32it/s][2025-07-15 22:25:26] diningtable...PCK-Transfer@0.10: 44.79% | PCK-Transfer@0.05: 23.96% | PCK-Transfer@0.15: 67.71%
+
100%|██████████| 8/8 [00:02<00:00,  3.31it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.31it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.30it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.34it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.32it/s]
 21%|██        | 5/24 [00:01<00:05,  3.34it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.33it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.28it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.31it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.32it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.28it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.30it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.30it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.32it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.31it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.30it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.31it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.31it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.33it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.34it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.32it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.33it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.31it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.31it/s]
100%|██████████| 24/24 [00:07<00:00,  3.32it/s][2025-07-15 22:25:34] dog...PCK-Transfer@0.10: 81.36% | PCK-Transfer@0.05: 63.00% | PCK-Transfer@0.15: 87.03%
+
100%|██████████| 24/24 [00:07<00:00,  3.31it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.18it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.29it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.27it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.26it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.28it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.33it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.36it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.34it/s]
100%|██████████| 9/9 [00:02<00:00,  3.18it/s][2025-07-15 22:25:36] horse...PCK-Transfer@0.10: 80.77% | PCK-Transfer@0.05: 62.41% | PCK-Transfer@0.15: 84.87%
+
100%|██████████| 9/9 [00:02<00:00,  3.26it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.17it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.17it/s]
 11%|█         | 3/27 [00:00<00:07,  3.28it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.26it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.20it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.20it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.26it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.32it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.35it/s]
 41%|████      | 11/27 [00:03<00:04,  3.32it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.32it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.34it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.35it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.32it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.34it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.36it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.38it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.28it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.33it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.35it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.32it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.30it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.33it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.30it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.31it/s]
100%|██████████| 27/27 [00:08<00:00,  3.28it/s][2025-07-15 22:25:45] motorbike...PCK-Transfer@0.10: 85.29% | PCK-Transfer@0.05: 65.30% | PCK-Transfer@0.15: 91.97%
+
100%|██████████| 27/27 [00:08<00:00,  3.30it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:04,  2.24it/s]
 17%|█▋        | 2/12 [00:00<00:03,  2.70it/s]
 25%|██▌       | 3/12 [00:01<00:03,  2.95it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.08it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.18it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.26it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.29it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.26it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.33it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.32it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.35it/s]
100%|██████████| 12/12 [00:03<00:00,  3.35it/s][2025-07-15 22:25:48] person...PCK-Transfer@0.10: 66.35% | PCK-Transfer@0.05: 48.93% | PCK-Transfer@0.15: 76.23%
+
100%|██████████| 12/12 [00:03<00:00,  3.20it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.25it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.42it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.41it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.47it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.38it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.34it/s]
100%|██████████| 7/7 [00:02<00:00,  3.35it/s][2025-07-15 22:25:50] pottedplant...PCK-Transfer@0.10: 60.48% | PCK-Transfer@0.05: 30.95% | PCK-Transfer@0.15: 78.10%
+
100%|██████████| 7/7 [00:02<00:00,  3.37it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.20it/s][2025-07-15 22:25:51] sheep...PCK-Transfer@0.10: 80.00% | PCK-Transfer@0.05: 60.00% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.17it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.35it/s]
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+[2025-07-15 22:26:05] Weighted Per image PCK0.10: 77.13%, image PCK0.05: 60.02%, image PCK0.01: 83.67%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_10__t_0.7_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_10__t_0.7_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..dc79a7cc5dbfe444ed9588653c6f8cf4a26b94cc
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_10__t_0.7_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-15 22:25:49] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_10__t_0.7_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.5_layer_10', 't_0.7_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.5_layer_10', 't_0.7_layer_12']
+Number of parameters corr net: 120
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+[2025-07-15 22:27:22] Weighted Per image PCK0.10: 71.69%, image PCK0.05: 54.14%, image PCK0.01: 78.40%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_10__t_0.7_layer_9.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_10__t_0.7_layer_9.log
new file mode 100644
index 0000000000000000000000000000000000000000..89a1727c7c8c27523426cb79a79c238dab37a8e6
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_10__t_0.7_layer_9.log
@@ -0,0 +1,44 @@
+[2025-07-15 22:22:47] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_10__t_0.7_layer_9', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.5_layer_10', 't_0.7_layer_9'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.5_layer_10', 't_0.7_layer_9']
+Number of parameters corr net: 120
+
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 73%|███████▎  | 22/30 [00:07<00:02,  3.12it/s]
 77%|███████▋  | 23/30 [00:08<00:02,  3.11it/s]
 80%|████████  | 24/30 [00:08<00:01,  3.17it/s]
 83%|████████▎ | 25/30 [00:08<00:01,  3.20it/s]
 87%|████████▋ | 26/30 [00:09<00:01,  3.00it/s]
 90%|█████████ | 27/30 [00:09<00:01,  2.89it/s]
 93%|█████████▎| 28/30 [00:09<00:00,  2.90it/s]
 97%|█████████▋| 29/30 [00:10<00:00,  2.97it/s]
100%|██████████| 30/30 [00:10<00:00,  3.05it/s][2025-07-15 22:23:05] bicycle...PCK-Transfer@0.10: 84.58% | PCK-Transfer@0.05: 70.94% | PCK-Transfer@0.15: 88.21%
+
100%|██████████| 30/30 [00:10<00:00,  2.83it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:04,  2.25it/s]
 20%|██        | 2/10 [00:00<00:03,  2.22it/s]
 30%|███       | 3/10 [00:01<00:02,  2.53it/s]
 40%|████      | 4/10 [00:01<00:02,  2.77it/s]
 50%|█████     | 5/10 [00:01<00:01,  2.85it/s]
 60%|██████    | 6/10 [00:02<00:01,  2.88it/s]
 70%|███████   | 7/10 [00:02<00:01,  2.72it/s]
 80%|████████  | 8/10 [00:02<00:00,  2.84it/s]
 90%|█████████ | 9/10 [00:03<00:00,  2.93it/s]
100%|██████████| 10/10 [00:03<00:00,  2.95it/s][2025-07-15 22:23:09] bird...PCK-Transfer@0.10: 83.61% | PCK-Transfer@0.05: 57.39% | PCK-Transfer@0.15: 92.92%
+
100%|██████████| 10/10 [00:03<00:00,  2.78it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:02,  2.38it/s]
 33%|███▎      | 2/6 [00:00<00:01,  2.74it/s]
 50%|█████     | 3/6 [00:01<00:01,  2.95it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.02it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.06it/s]
100%|██████████| 6/6 [00:02<00:00,  3.07it/s][2025-07-15 22:23:11] boat...PCK-Transfer@0.10: 56.94% | PCK-Transfer@0.05: 44.44% | PCK-Transfer@0.15: 80.56%
+
100%|██████████| 6/6 [00:02<00:00,  2.98it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:03,  2.28it/s]
 25%|██▌       | 2/8 [00:00<00:02,  2.77it/s]
 38%|███▊      | 3/8 [00:01<00:01,  2.62it/s]
 50%|█████     | 4/8 [00:01<00:01,  2.87it/s]
 62%|██████▎   | 5/8 [00:01<00:01,  2.94it/s]
 75%|███████▌  | 6/8 [00:02<00:00,  3.06it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.18it/s]
100%|██████████| 8/8 [00:02<00:00,  3.25it/s][2025-07-15 22:23:14] bottle...PCK-Transfer@0.10: 65.62% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 68.75%
+
100%|██████████| 8/8 [00:02<00:00,  3.01it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:14,  2.08it/s]
  6%|▋         | 2/32 [00:00<00:11,  2.55it/s]
  9%|▉         | 3/32 [00:01<00:11,  2.57it/s]
 12%|█▎        | 4/32 [00:01<00:09,  2.83it/s]
 16%|█▌        | 5/32 [00:01<00:09,  2.92it/s]
 19%|█▉        | 6/32 [00:02<00:09,  2.83it/s]
 22%|██▏       | 7/32 [00:02<00:08,  2.90it/s]
 25%|██▌       | 8/32 [00:02<00:08,  2.75it/s]
 28%|██▊       | 9/32 [00:03<00:08,  2.86it/s]
 31%|███▏      | 10/32 [00:03<00:07,  2.92it/s]
 34%|███▍      | 11/32 [00:03<00:07,  2.80it/s]
 38%|███▊      | 12/32 [00:04<00:06,  2.97it/s]
 41%|████      | 13/32 [00:04<00:06,  3.01it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.10it/s]
 47%|████▋     | 15/32 [00:05<00:05,  3.21it/s]
 50%|█████     | 16/32 [00:05<00:04,  3.24it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.26it/s]
 56%|█████▋    | 18/32 [00:06<00:04,  3.09it/s]
 59%|█████▉    | 19/32 [00:06<00:04,  2.98it/s]
 62%|██████▎   | 20/32 [00:06<00:04,  2.82it/s]
 66%|██████▌   | 21/32 [00:07<00:03,  2.90it/s]
 69%|██████▉   | 22/32 [00:07<00:03,  2.89it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.02it/s]
 75%|███████▌  | 24/32 [00:08<00:02,  3.10it/s]
 78%|███████▊  | 25/32 [00:08<00:02,  3.14it/s]
 81%|████████▏ | 26/32 [00:08<00:01,  3.08it/s]
 84%|████████▍ | 27/32 [00:09<00:01,  3.11it/s]
 88%|████████▊ | 28/32 [00:09<00:01,  3.20it/s]
 91%|█████████ | 29/32 [00:09<00:00,  3.28it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.33it/s]
 97%|█████████▋| 31/32 [00:10<00:00,  3.26it/s]
100%|██████████| 32/32 [00:10<00:00,  3.27it/s][2025-07-15 22:23:24] bus...PCK-Transfer@0.10: 81.09% | PCK-Transfer@0.05: 66.25% | PCK-Transfer@0.15: 83.96%
+
100%|██████████| 32/32 [00:10<00:00,  3.01it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.13it/s]
 11%|█         | 2/19 [00:00<00:05,  3.31it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.33it/s]
 21%|██        | 4/19 [00:01<00:04,  3.28it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.29it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.21it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.14it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.19it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.24it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.20it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.24it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.29it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.30it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.23it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.20it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.27it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.33it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.25it/s]
100%|██████████| 19/19 [00:05<00:00,  3.25it/s][2025-07-15 22:23:30] car...PCK-Transfer@0.10: 92.31% | PCK-Transfer@0.05: 82.50% | PCK-Transfer@0.15: 93.06%
+
100%|██████████| 19/19 [00:05<00:00,  3.25it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.17it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.25it/s]
 11%|█         | 3/27 [00:00<00:07,  3.36it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.34it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.37it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.28it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.21it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.26it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.17it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.14it/s]
 41%|████      | 11/27 [00:03<00:05,  3.19it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.21it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.30it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.33it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.23it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.31it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.28it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.28it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.19it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.29it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.30it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.37it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.38it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.30it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.27it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.28it/s]
100%|██████████| 27/27 [00:08<00:00,  3.31it/s][2025-07-15 22:23:39] cat...PCK-Transfer@0.10: 79.87% | PCK-Transfer@0.05: 64.12% | PCK-Transfer@0.15: 83.52%
+
100%|██████████| 27/27 [00:08<00:00,  3.28it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.24it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.27it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.27it/s]
 31%|███       | 4/13 [00:01<00:02,  3.24it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.31it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.35it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.35it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.29it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.27it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.27it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.28it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.31it/s]
100%|██████████| 13/13 [00:03<00:00,  3.31it/s][2025-07-15 22:23:42] chair...PCK-Transfer@0.10: 49.10% | PCK-Transfer@0.05: 28.27% | PCK-Transfer@0.15: 55.02%
+
100%|██████████| 13/13 [00:03<00:00,  3.30it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.35it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.33it/s]
100%|██████████| 3/3 [00:00<00:00,  3.32it/s][2025-07-15 22:23:43] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.32it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.31it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.29it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.31it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.14it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.09it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.17it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.25it/s]
100%|██████████| 8/8 [00:02<00:00,  3.28it/s][2025-07-15 22:23:46] diningtable...PCK-Transfer@0.10: 50.52% | PCK-Transfer@0.05: 23.96% | PCK-Transfer@0.15: 67.71%
+
100%|██████████| 8/8 [00:02<00:00,  3.23it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.33it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.33it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.32it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.29it/s]
 21%|██        | 5/24 [00:01<00:05,  3.32it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.34it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.28it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.31it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.32it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.30it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.27it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.30it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.31it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.31it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.31it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.31it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.32it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.33it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.29it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.32it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.32it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.32it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.29it/s]
100%|██████████| 24/24 [00:07<00:00,  3.32it/s][2025-07-15 22:23:53] dog...PCK-Transfer@0.10: 77.15% | PCK-Transfer@0.05: 56.93% | PCK-Transfer@0.15: 83.34%
+
100%|██████████| 24/24 [00:07<00:00,  3.31it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.41it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.41it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.30it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.29it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.34it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.39it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.38it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.40it/s]
100%|██████████| 9/9 [00:02<00:00,  3.37it/s][2025-07-15 22:23:56] horse...PCK-Transfer@0.10: 82.62% | PCK-Transfer@0.05: 66.64% | PCK-Transfer@0.15: 87.51%
+
100%|██████████| 9/9 [00:02<00:00,  3.36it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.26it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.35it/s]
 11%|█         | 3/27 [00:00<00:07,  3.40it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.41it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.40it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.44it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.39it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.39it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.41it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.42it/s]
 41%|████      | 11/27 [00:03<00:04,  3.40it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.34it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.34it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.29it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.30it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.35it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.38it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.39it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.34it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.37it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.37it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.32it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.34it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.34it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.30it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.27it/s]
100%|██████████| 27/27 [00:08<00:00,  3.30it/s][2025-07-15 22:24:04] motorbike...PCK-Transfer@0.10: 84.56% | PCK-Transfer@0.05: 59.62% | PCK-Transfer@0.15: 92.39%
+
100%|██████████| 27/27 [00:08<00:00,  3.35it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.40it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.32it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.25it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.25it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.31it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.37it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.35it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.32it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.37it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.35it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.40it/s]
100%|██████████| 12/12 [00:03<00:00,  3.38it/s][2025-07-15 22:24:07] person...PCK-Transfer@0.10: 62.13% | PCK-Transfer@0.05: 42.41% | PCK-Transfer@0.15: 76.13%
+
100%|██████████| 12/12 [00:03<00:00,  3.35it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
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100%|██████████| 7/7 [00:02<00:00,  3.33it/s][2025-07-15 22:24:10] pottedplant...PCK-Transfer@0.10: 58.57% | PCK-Transfer@0.05: 31.43% | PCK-Transfer@0.15: 75.71%
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+[2025-07-15 22:24:25] Weighted Per image PCK0.10: 74.28%, image PCK0.05: 55.96%, image PCK0.01: 81.12%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_11__t_0.6_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_11__t_0.6_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..c07f826f63983613922e0549bb9c5c80dde95107
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_11__t_0.6_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 22:46:48] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_11__t_0.6_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.5_layer_11', 't_0.6_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.5_layer_11', 't_0.6_layer_20']
+Number of parameters corr net: 120
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+[2025-07-15 22:48:20] Weighted Per image PCK0.10: 47.65%, image PCK0.05: 31.93%, image PCK0.01: 57.58%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_11__t_0.7_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_11__t_0.7_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..5f50070fe122e15fe6b703426fca138335bdc056
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_11__t_0.7_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-15 22:48:11] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_11__t_0.7_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.5_layer_11', 't_0.7_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.5_layer_11', 't_0.7_layer_5']
+Number of parameters corr net: 120
+
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 17%|█▋        | 5/30 [00:01<00:07,  3.25it/s]
 20%|██        | 6/30 [00:01<00:07,  3.21it/s]
 23%|██▎       | 7/30 [00:02<00:07,  3.17it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.17it/s]
 30%|███       | 9/30 [00:02<00:06,  3.20it/s]
 33%|███▎      | 10/30 [00:03<00:06,  3.24it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.32it/s]
 40%|████      | 12/30 [00:03<00:05,  3.34it/s]
 43%|████▎     | 13/30 [00:04<00:05,  3.40it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.34it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.38it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.41it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.48it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.46it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.45it/s]
 67%|██████▋   | 20/30 [00:06<00:02,  3.41it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.37it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.35it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.40it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.35it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.37it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.40it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.40it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.37it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.40it/s]
100%|██████████| 30/30 [00:09<00:00,  3.39it/s][2025-07-15 22:48:27] bicycle...PCK-Transfer@0.10: 81.58% | PCK-Transfer@0.05: 64.55% | PCK-Transfer@0.15: 87.33%
+
100%|██████████| 30/30 [00:09<00:00,  3.32it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.30it/s]
 20%|██        | 2/10 [00:00<00:02,  3.29it/s]
 30%|███       | 3/10 [00:00<00:02,  3.41it/s]
 40%|████      | 4/10 [00:01<00:01,  3.41it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.39it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.45it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.43it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.44it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.43it/s]
100%|██████████| 10/10 [00:02<00:00,  3.46it/s][2025-07-15 22:48:30] bird...PCK-Transfer@0.10: 80.00% | PCK-Transfer@0.05: 50.22% | PCK-Transfer@0.15: 89.44%
+
100%|██████████| 10/10 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.15it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.13it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.28it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.38it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.45it/s]
100%|██████████| 6/6 [00:01<00:00,  3.40it/s][2025-07-15 22:48:32] boat...PCK-Transfer@0.10: 54.17% | PCK-Transfer@0.05: 38.89% | PCK-Transfer@0.15: 77.78%
+
100%|██████████| 6/6 [00:01<00:00,  3.35it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.44it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.40it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.43it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.44it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.43it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.47it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.45it/s]
100%|██████████| 8/8 [00:02<00:00,  3.46it/s][2025-07-15 22:48:34] bottle...PCK-Transfer@0.10: 64.06% | PCK-Transfer@0.05: 42.19% | PCK-Transfer@0.15: 71.88%
+
100%|██████████| 8/8 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.21it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.36it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.36it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.41it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.33it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.40it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.40it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.46it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.49it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.42it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.41it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.42it/s]
 41%|████      | 13/32 [00:03<00:05,  3.45it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.48it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.47it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.45it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.42it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.42it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.38it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.40it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.45it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.39it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.40it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.46it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.52it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.43it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.44it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.38it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.37it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.37it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.42it/s]
100%|██████████| 32/32 [00:09<00:00,  3.44it/s][2025-07-15 22:48:44] bus...PCK-Transfer@0.10: 74.84% | PCK-Transfer@0.05: 54.79% | PCK-Transfer@0.15: 81.88%
+
100%|██████████| 32/32 [00:09<00:00,  3.42it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.45it/s]
 11%|█         | 2/19 [00:00<00:04,  3.41it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.42it/s]
 21%|██        | 4/19 [00:01<00:04,  3.41it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.42it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.31it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.27it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.33it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.36it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.41it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.44it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.43it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.47it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.53it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.55it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.50it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.48it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.53it/s]
100%|██████████| 19/19 [00:05<00:00,  3.58it/s][2025-07-15 22:48:49] car...PCK-Transfer@0.10: 90.40% | PCK-Transfer@0.05: 77.55% | PCK-Transfer@0.15: 92.21%
+
100%|██████████| 19/19 [00:05<00:00,  3.46it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.64it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.56it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.50it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.53it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.50it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.50it/s]
 41%|████      | 11/27 [00:03<00:04,  3.49it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.51it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.46it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.44it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.45it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.46it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.43it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.42it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.40it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.41it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.40it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.39it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.39it/s]
100%|██████████| 27/27 [00:07<00:00,  3.40it/s][2025-07-15 22:48:57] cat...PCK-Transfer@0.10: 78.42% | PCK-Transfer@0.05: 61.98% | PCK-Transfer@0.15: 82.28%
+
100%|██████████| 27/27 [00:07<00:00,  3.46it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.23it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.43it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.49it/s]
 31%|███       | 4/13 [00:01<00:02,  3.46it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.47it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.42it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.43it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.49it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.51it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.53it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.53it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.51it/s]
100%|██████████| 13/13 [00:03<00:00,  3.50it/s][2025-07-15 22:49:01] chair...PCK-Transfer@0.10: 44.83% | PCK-Transfer@0.05: 24.83% | PCK-Transfer@0.15: 54.34%
+
100%|██████████| 13/13 [00:03<00:00,  3.48it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.52it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.49it/s]
100%|██████████| 3/3 [00:00<00:00,  3.49it/s][2025-07-15 22:49:02] cow...PCK-Transfer@0.10: 83.33% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.49it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.44it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.46it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.46it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.51it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.49it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.47it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.47it/s]
100%|██████████| 8/8 [00:02<00:00,  3.51it/s][2025-07-15 22:49:04] diningtable...PCK-Transfer@0.10: 46.35% | PCK-Transfer@0.05: 25.52% | PCK-Transfer@0.15: 54.17%
+
100%|██████████| 8/8 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.44it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.48it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.48it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.53it/s]
 21%|██        | 5/24 [00:01<00:05,  3.52it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.50it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.46it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.46it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.46it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.51it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.52it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.51it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.51it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.49it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.48it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.45it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.49it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.43it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.46it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.46it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.46it/s]
100%|██████████| 24/24 [00:06<00:00,  3.46it/s][2025-07-15 22:49:11] dog...PCK-Transfer@0.10: 74.24% | PCK-Transfer@0.05: 54.11% | PCK-Transfer@0.15: 81.78%
+
100%|██████████| 24/24 [00:06<00:00,  3.48it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.51it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.53it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.57it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.62it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.55it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.50it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.38it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.40it/s]
100%|██████████| 9/9 [00:02<00:00,  3.45it/s][2025-07-15 22:49:13] horse...PCK-Transfer@0.10: 79.97% | PCK-Transfer@0.05: 62.67% | PCK-Transfer@0.15: 86.59%
+
100%|██████████| 9/9 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.63it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.47it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.43it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.48it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.47it/s]
 41%|████      | 11/27 [00:03<00:04,  3.47it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.44it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.48it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.48it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.46it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.45it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.43it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.43it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.41it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.41it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.43it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.49it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.50it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.53it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.58it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.56it/s]
100%|██████████| 27/27 [00:07<00:00,  3.56it/s][2025-07-15 22:49:21] motorbike...PCK-Transfer@0.10: 80.85% | PCK-Transfer@0.05: 53.61% | PCK-Transfer@0.15: 89.42%
+
100%|██████████| 27/27 [00:07<00:00,  3.48it/s]
+
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+[2025-07-15 22:49:42] Weighted Per image PCK0.10: 70.40%, image PCK0.05: 50.76%, image PCK0.01: 78.15%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_12__t_0.6_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_12__t_0.6_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..bd92590b23511d864e42e137a6fd42e497ceea4c
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_12__t_0.6_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 23:09:00] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_12__t_0.6_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.5_layer_12', 't_0.6_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.5_layer_12', 't_0.6_layer_12']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.54it/s][2025-07-15 23:09:32] bus...PCK-Transfer@0.10: 56.61% | PCK-Transfer@0.05: 36.04% | PCK-Transfer@0.15: 64.69%
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+[2025-07-15 23:10:29] Weighted Per image PCK0.10: 55.20%, image PCK0.05: 37.11%, image PCK0.01: 64.98%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_12__t_0.7_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_12__t_0.7_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..e0622e212161efa112353e3e08cbcb6b76ebfad7
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_12__t_0.7_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 23:13:44] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_12__t_0.7_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.5_layer_12', 't_0.7_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.5_layer_12', 't_0.7_layer_9']
+Number of parameters corr net: 120
+
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 47%|████▋     | 7/15 [00:03<00:03,  2.46it/s]
 53%|█████▎    | 8/15 [00:04<00:02,  2.72it/s]
 60%|██████    | 9/15 [00:04<00:02,  2.72it/s]
 67%|██████▋   | 10/15 [00:04<00:01,  2.80it/s]
 73%|███████▎  | 11/15 [00:05<00:01,  2.93it/s]
 80%|████████  | 12/15 [00:05<00:00,  3.06it/s]
 87%|████████▋ | 13/15 [00:05<00:00,  3.17it/s]
 93%|█████████▎| 14/15 [00:06<00:00,  3.28it/s]
100%|██████████| 15/15 [00:06<00:00,  3.34it/s][2025-07-15 23:13:52] aeroplane...PCK-Transfer@0.10: 59.50% | PCK-Transfer@0.05: 38.14% | PCK-Transfer@0.15: 71.75%
+
100%|██████████| 15/15 [00:06<00:00,  2.35it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:08,  3.38it/s]
  7%|▋         | 2/30 [00:00<00:08,  3.30it/s]
 10%|█         | 3/30 [00:00<00:08,  3.10it/s]
 13%|█▎        | 4/30 [00:01<00:08,  3.24it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.28it/s]
 20%|██        | 6/30 [00:01<00:07,  3.25it/s]
 23%|██▎       | 7/30 [00:02<00:07,  3.28it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.22it/s]
 30%|███       | 9/30 [00:02<00:06,  3.25it/s]
 33%|███▎      | 10/30 [00:03<00:06,  3.31it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.27it/s]
 40%|████      | 12/30 [00:03<00:05,  3.33it/s]
 43%|████▎     | 13/30 [00:03<00:05,  3.34it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.23it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.29it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.33it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.34it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.38it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.34it/s]
 67%|██████▋   | 20/30 [00:06<00:02,  3.34it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.38it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.35it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.27it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.34it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.27it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.32it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.36it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.33it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.32it/s]
100%|██████████| 30/30 [00:09<00:00,  3.40it/s][2025-07-15 23:14:01] bicycle...PCK-Transfer@0.10: 58.18% | PCK-Transfer@0.05: 47.58% | PCK-Transfer@0.15: 66.70%
+
100%|██████████| 30/30 [00:09<00:00,  3.31it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.14it/s]
 20%|██        | 2/10 [00:00<00:02,  3.17it/s]
 30%|███       | 3/10 [00:00<00:02,  3.24it/s]
 40%|████      | 4/10 [00:01<00:01,  3.25it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.27it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.32it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.28it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.32it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.38it/s]
100%|██████████| 10/10 [00:03<00:00,  3.33it/s][2025-07-15 23:14:04] bird...PCK-Transfer@0.10: 59.28% | PCK-Transfer@0.05: 36.11% | PCK-Transfer@0.15: 74.28%
+
100%|██████████| 10/10 [00:03<00:00,  3.29it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.08it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.28it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.33it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.31it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.30it/s]
100%|██████████| 6/6 [00:01<00:00,  3.33it/s][2025-07-15 23:14:06] boat...PCK-Transfer@0.10: 47.22% | PCK-Transfer@0.05: 29.17% | PCK-Transfer@0.15: 56.94%
+
100%|██████████| 6/6 [00:01<00:00,  3.30it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.11it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.37it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.40it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.41it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.34it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.26it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.36it/s]
100%|██████████| 8/8 [00:02<00:00,  3.38it/s][2025-07-15 23:14:08] bottle...PCK-Transfer@0.10: 32.81% | PCK-Transfer@0.05: 20.31% | PCK-Transfer@0.15: 37.50%
+
100%|██████████| 8/8 [00:02<00:00,  3.35it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:11,  2.62it/s]
  6%|▋         | 2/32 [00:00<00:10,  2.98it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.13it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.15it/s]
 16%|█▌        | 5/32 [00:01<00:09,  2.99it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.20it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.24it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.30it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.24it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.33it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.39it/s]
 41%|████      | 13/32 [00:04<00:05,  3.40it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.42it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.46it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.44it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.48it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.47it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.39it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.32it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.32it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.27it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.35it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.36it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.36it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.16it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.22it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.29it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.27it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.34it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.27it/s]
100%|██████████| 32/32 [00:09<00:00,  3.31it/s][2025-07-15 23:14:18] bus...PCK-Transfer@0.10: 51.15% | PCK-Transfer@0.05: 35.00% | PCK-Transfer@0.15: 60.26%
+
100%|██████████| 32/32 [00:09<00:00,  3.29it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.11it/s]
 11%|█         | 2/19 [00:00<00:05,  3.06it/s]
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 21%|██        | 4/19 [00:01<00:04,  3.27it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.25it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.21it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.24it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.30it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.31it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.35it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.34it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.29it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.27it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.26it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.35it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.43it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.34it/s]
100%|██████████| 19/19 [00:05<00:00,  3.25it/s][2025-07-15 23:14:24] car...PCK-Transfer@0.10: 66.57% | PCK-Transfer@0.05: 52.80% | PCK-Transfer@0.15: 72.57%
+
100%|██████████| 19/19 [00:05<00:00,  3.28it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.16it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.43it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.38it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.35it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.25it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.22it/s]
 41%|████      | 11/27 [00:03<00:04,  3.28it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.33it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.43it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.40it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.41it/s]
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 74%|███████▍  | 20/27 [00:05<00:02,  3.41it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.46it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.51it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.50it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.42it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.40it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.41it/s]
100%|██████████| 27/27 [00:07<00:00,  3.45it/s][2025-07-15 23:14:32] cat...PCK-Transfer@0.10: 69.84% | PCK-Transfer@0.05: 53.92% | PCK-Transfer@0.15: 79.68%
+
100%|██████████| 27/27 [00:07<00:00,  3.39it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.28it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.15it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.26it/s]
 31%|███       | 4/13 [00:01<00:02,  3.36it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.43it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.47it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.48it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.45it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.43it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.42it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.42it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.40it/s]
100%|██████████| 13/13 [00:03<00:00,  3.42it/s][2025-07-15 23:14:35] chair...PCK-Transfer@0.10: 23.85% | PCK-Transfer@0.05: 11.54% | PCK-Transfer@0.15: 32.61%
+
100%|██████████| 13/13 [00:03<00:00,  3.40it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.98it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.20it/s]
100%|██████████| 3/3 [00:00<00:00,  3.31it/s][2025-07-15 23:14:36] cow...PCK-Transfer@0.10: 77.08% | PCK-Transfer@0.05: 41.67% | PCK-Transfer@0.15: 87.50%
+
100%|██████████| 3/3 [00:00<00:00,  3.25it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.51it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.43it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.50it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.46it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.34it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.40it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.45it/s]
100%|██████████| 8/8 [00:02<00:00,  3.43it/s][2025-07-15 23:14:39] diningtable...PCK-Transfer@0.10: 34.38% | PCK-Transfer@0.05: 14.06% | PCK-Transfer@0.15: 45.83%
+
100%|██████████| 8/8 [00:02<00:00,  3.43it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:08,  2.77it/s]
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 12%|█▎        | 3/24 [00:00<00:06,  3.29it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.32it/s]
 21%|██        | 5/24 [00:01<00:05,  3.39it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.44it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.44it/s]
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 38%|███▊      | 9/24 [00:02<00:04,  3.44it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.43it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.44it/s]
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 58%|█████▊    | 14/24 [00:04<00:02,  3.39it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.44it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.44it/s]
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 75%|███████▌  | 18/24 [00:05<00:01,  3.47it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.37it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.39it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.35it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.29it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.31it/s]
100%|██████████| 24/24 [00:07<00:00,  3.33it/s][2025-07-15 23:14:46] dog...PCK-Transfer@0.10: 60.34% | PCK-Transfer@0.05: 40.71% | PCK-Transfer@0.15: 72.75%
+
100%|██████████| 24/24 [00:07<00:00,  3.37it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  2.90it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.06it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.18it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.25it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.36it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.42it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.47it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.33it/s]
100%|██████████| 9/9 [00:02<00:00,  3.26it/s][2025-07-15 23:14:49] horse...PCK-Transfer@0.10: 55.24% | PCK-Transfer@0.05: 34.10% | PCK-Transfer@0.15: 63.44%
+
100%|██████████| 9/9 [00:02<00:00,  3.28it/s]
+
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100%|██████████| 7/7 [00:02<00:00,  3.40it/s][2025-07-15 23:15:02] pottedplant...PCK-Transfer@0.10: 46.19% | PCK-Transfer@0.05: 23.81% | PCK-Transfer@0.15: 58.57%
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100%|██████████| 20/20 [00:05<00:00,  3.49it/s][2025-07-15 23:15:12] train...PCK-Transfer@0.10: 56.50% | PCK-Transfer@0.05: 30.25% | PCK-Transfer@0.15: 67.50%
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100%|██████████| 15/15 [00:04<00:00,  3.55it/s][2025-07-15 23:15:16] tvmonitor...PCK-Transfer@0.10: 28.33% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 37.78%
+
100%|██████████| 15/15 [00:04<00:00,  3.39it/s]
+[2025-07-15 23:15:16] Weighted Per image PCK0.10: 53.00%, image PCK0.05: 35.38%, image PCK0.01: 63.07%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_13__t_0.8_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_13__t_0.8_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..2ca3accbe0111eec0ad1950468bdaa8f12feee01
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_13__t_0.8_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 23:47:11] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_13__t_0.8_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.5_layer_13', 't_0.8_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.5_layer_13', 't_0.8_layer_12']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.47it/s][2025-07-15 23:47:43] bus...PCK-Transfer@0.10: 54.01% | PCK-Transfer@0.05: 37.08% | PCK-Transfer@0.15: 62.08%
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100%|██████████| 19/19 [00:05<00:00,  3.41it/s][2025-07-15 23:47:49] car...PCK-Transfer@0.10: 68.08% | PCK-Transfer@0.05: 54.66% | PCK-Transfer@0.15: 76.28%
+
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100%|██████████| 27/27 [00:07<00:00,  3.61it/s][2025-07-15 23:47:57] cat...PCK-Transfer@0.10: 68.54% | PCK-Transfer@0.05: 54.94% | PCK-Transfer@0.15: 76.33%
+
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+
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100%|██████████| 13/13 [00:03<00:00,  3.52it/s][2025-07-15 23:48:01] chair...PCK-Transfer@0.10: 24.44% | PCK-Transfer@0.05: 12.99% | PCK-Transfer@0.15: 34.06%
+
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+
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100%|██████████| 3/3 [00:00<00:00,  3.55it/s][2025-07-15 23:48:02] cow...PCK-Transfer@0.10: 79.17% | PCK-Transfer@0.05: 45.83% | PCK-Transfer@0.15: 87.50%
+
100%|██████████| 3/3 [00:00<00:00,  3.56it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.52it/s][2025-07-15 23:48:04] diningtable...PCK-Transfer@0.10: 32.81% | PCK-Transfer@0.05: 16.15% | PCK-Transfer@0.15: 46.35%
+
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100%|██████████| 24/24 [00:06<00:00,  3.47it/s][2025-07-15 23:48:11] dog...PCK-Transfer@0.10: 62.11% | PCK-Transfer@0.05: 43.62% | PCK-Transfer@0.15: 74.10%
+
100%|██████████| 24/24 [00:06<00:00,  3.47it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.51it/s][2025-07-15 23:48:13] horse...PCK-Transfer@0.10: 55.37% | PCK-Transfer@0.05: 32.38% | PCK-Transfer@0.15: 65.29%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.53it/s][2025-07-15 23:48:21] motorbike...PCK-Transfer@0.10: 61.05% | PCK-Transfer@0.05: 40.13% | PCK-Transfer@0.15: 71.53%
+
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+
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100%|██████████| 12/12 [00:03<00:00,  3.63it/s][2025-07-15 23:48:24] person...PCK-Transfer@0.10: 47.24% | PCK-Transfer@0.05: 28.50% | PCK-Transfer@0.15: 57.89%
+
100%|██████████| 12/12 [00:03<00:00,  3.61it/s]
+
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100%|██████████| 7/7 [00:01<00:00,  3.51it/s][2025-07-15 23:48:26] pottedplant...PCK-Transfer@0.10: 41.43% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 60.95%
+
100%|██████████| 7/7 [00:01<00:00,  3.56it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.55it/s][2025-07-15 23:48:27] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.54it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.55it/s][2025-07-15 23:48:30] sofa...PCK-Transfer@0.10: 33.19% | PCK-Transfer@0.05: 12.91% | PCK-Transfer@0.15: 46.60%
+
100%|██████████| 13/13 [00:03<00:00,  3.59it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.59it/s][2025-07-15 23:48:36] train...PCK-Transfer@0.10: 54.50% | PCK-Transfer@0.05: 32.25% | PCK-Transfer@0.15: 64.50%
+
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+
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100%|██████████| 15/15 [00:04<00:00,  3.67it/s][2025-07-15 23:48:40] tvmonitor...PCK-Transfer@0.10: 27.78% | PCK-Transfer@0.05: 18.33% | PCK-Transfer@0.15: 36.11%
+
100%|██████████| 15/15 [00:04<00:00,  3.60it/s]
+[2025-07-15 23:48:40] Weighted Per image PCK0.10: 53.12%, image PCK0.05: 36.31%, image PCK0.01: 63.21%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_15__t_0.7_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_15__t_0.7_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..89e1901f44120c6eabbbed95c255f9cca81e1375
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_15__t_0.7_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-15 23:59:56] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_15__t_0.7_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.5_layer_15', 't_0.7_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.5_layer_15', 't_0.7_layer_5']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:02<00:00,  3.17it/s][2025-07-16 00:01:14] pottedplant...PCK-Transfer@0.10: 43.81% | PCK-Transfer@0.05: 21.43% | PCK-Transfer@0.15: 58.10%
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+
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100%|██████████| 15/15 [00:04<00:00,  3.26it/s][2025-07-16 00:01:29] tvmonitor...PCK-Transfer@0.10: 38.89% | PCK-Transfer@0.05: 24.44% | PCK-Transfer@0.15: 43.89%
+
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+[2025-07-16 00:01:29] Weighted Per image PCK0.10: 69.91%, image PCK0.05: 50.50%, image PCK0.01: 77.83%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_18__t_0.6_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_18__t_0.6_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..d6146f2be473bdbb6f514d0d81ac454c02733b2e
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_18__t_0.6_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-16 00:17:31] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_18__t_0.6_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.5_layer_18', 't_0.6_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.5_layer_18', 't_0.6_layer_12']
+Number of parameters corr net: 120
+
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100%|██████████| 6/6 [00:01<00:00,  3.41it/s][2025-07-16 00:17:52] boat...PCK-Transfer@0.10: 52.78% | PCK-Transfer@0.05: 34.72% | PCK-Transfer@0.15: 69.44%
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 53%|█████▎    | 17/32 [00:05<00:04,  3.38it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.39it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.36it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.37it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.40it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.31it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.32it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.39it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.45it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.39it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.42it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.33it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.22it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.27it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.33it/s]
100%|██████████| 32/32 [00:09<00:00,  3.37it/s][2025-07-16 00:18:04] bus...PCK-Transfer@0.10: 74.32% | PCK-Transfer@0.05: 59.48% | PCK-Transfer@0.15: 80.57%
+
100%|██████████| 32/32 [00:09<00:00,  3.36it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.53it/s]
 11%|█         | 2/19 [00:00<00:04,  3.48it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.39it/s]
 21%|██        | 4/19 [00:01<00:04,  3.40it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.42it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.33it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.30it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.38it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.40it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.36it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.31it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.33it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.38it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.46it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.49it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.45it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.44it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.47it/s]
100%|██████████| 19/19 [00:05<00:00,  3.53it/s][2025-07-16 00:18:09] car...PCK-Transfer@0.10: 87.52% | PCK-Transfer@0.05: 77.33% | PCK-Transfer@0.15: 90.49%
+
100%|██████████| 19/19 [00:05<00:00,  3.42it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.53it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.20it/s]
 11%|█         | 3/27 [00:00<00:07,  3.27it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.38it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.39it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.41it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.44it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.45it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.46it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.48it/s]
 41%|████      | 11/27 [00:03<00:04,  3.49it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.52it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.45it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.46it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.45it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.42it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.44it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.45it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.43it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.42it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.41it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.43it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.43it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.41it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.40it/s]
100%|██████████| 27/27 [00:07<00:00,  3.40it/s][2025-07-16 00:18:17] cat...PCK-Transfer@0.10: 83.01% | PCK-Transfer@0.05: 68.05% | PCK-Transfer@0.15: 86.49%
+
100%|██████████| 27/27 [00:07<00:00,  3.43it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.19it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.37it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.44it/s]
 31%|███       | 4/13 [00:01<00:02,  3.42it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.44it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.40it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.40it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.47it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.50it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.52it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.54it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.51it/s]
100%|██████████| 13/13 [00:03<00:00,  3.52it/s][2025-07-16 00:18:21] chair...PCK-Transfer@0.10: 42.20% | PCK-Transfer@0.05: 27.12% | PCK-Transfer@0.15: 50.17%
+
100%|██████████| 13/13 [00:03<00:00,  3.47it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.45it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.45it/s]
100%|██████████| 3/3 [00:00<00:00,  3.45it/s][2025-07-16 00:18:22] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 68.75% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.45it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.47it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.46it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.45it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.52it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.50it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.47it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.47it/s]
100%|██████████| 8/8 [00:02<00:00,  3.50it/s][2025-07-16 00:18:24] diningtable...PCK-Transfer@0.10: 37.50% | PCK-Transfer@0.05: 15.10% | PCK-Transfer@0.15: 55.73%
+
100%|██████████| 8/8 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.41it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.45it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.44it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.52it/s]
 21%|██        | 5/24 [00:01<00:05,  3.49it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.47it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.43it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.43it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.45it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.50it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.49it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.46it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.46it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.45it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.46it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.46it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.48it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.47it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.48it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.39it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.41it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.43it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.45it/s]
100%|██████████| 24/24 [00:06<00:00,  3.47it/s][2025-07-16 00:18:31] dog...PCK-Transfer@0.10: 73.96% | PCK-Transfer@0.05: 58.21% | PCK-Transfer@0.15: 80.74%
+
100%|██████████| 24/24 [00:06<00:00,  3.46it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.50it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.50it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.51it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.57it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.51it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.47it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.36it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.37it/s]
100%|██████████| 9/9 [00:02<00:00,  3.31it/s][2025-07-16 00:18:34] horse...PCK-Transfer@0.10: 77.99% | PCK-Transfer@0.05: 58.84% | PCK-Transfer@0.15: 85.40%
+
100%|██████████| 9/9 [00:02<00:00,  3.40it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.40it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.34it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.38it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.29it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.32it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.35it/s]
 41%|████      | 11/27 [00:03<00:04,  3.38it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.37it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.41it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.44it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.46it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.39it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.34it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.34it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.27it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.30it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.35it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.41it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.41it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.44it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.50it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.48it/s]
100%|██████████| 27/27 [00:07<00:00,  3.49it/s][2025-07-16 00:18:42] motorbike...PCK-Transfer@0.10: 84.27% | PCK-Transfer@0.05: 62.71% | PCK-Transfer@0.15: 89.01%
+
100%|██████████| 27/27 [00:07<00:00,  3.39it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.42it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.52it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.56it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.58it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.25it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.11it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  2.97it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  2.96it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.08it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.13it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.20it/s]
100%|██████████| 12/12 [00:03<00:00,  3.16it/s][2025-07-16 00:18:45] person...PCK-Transfer@0.10: 63.24% | PCK-Transfer@0.05: 43.32% | PCK-Transfer@0.15: 72.71%
+
100%|██████████| 12/12 [00:03<00:00,  3.19it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:02,  2.95it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.12it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.25it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.24it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.16it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.22it/s]
100%|██████████| 7/7 [00:02<00:00,  3.18it/s][2025-07-16 00:18:48] pottedplant...PCK-Transfer@0.10: 58.10% | PCK-Transfer@0.05: 36.67% | PCK-Transfer@0.15: 65.71%
+
100%|██████████| 7/7 [00:02<00:00,  3.18it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.28it/s][2025-07-16 00:18:48] sheep...PCK-Transfer@0.10: 80.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.27it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.08it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.30it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.18it/s]
 31%|███       | 4/13 [00:01<00:02,  3.29it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.32it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.36it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.38it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.32it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.28it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.20it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.23it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.35it/s]
100%|██████████| 13/13 [00:03<00:00,  3.28it/s][2025-07-16 00:18:52] sofa...PCK-Transfer@0.10: 52.64% | PCK-Transfer@0.05: 32.69% | PCK-Transfer@0.15: 68.88%
+
100%|██████████| 13/13 [00:03<00:00,  3.28it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
  5%|▌         | 1/20 [00:00<00:05,  3.37it/s]
 10%|█         | 2/20 [00:00<00:05,  3.39it/s]
 15%|█▌        | 3/20 [00:00<00:04,  3.45it/s]
 20%|██        | 4/20 [00:01<00:04,  3.37it/s]
 25%|██▌       | 5/20 [00:01<00:04,  3.35it/s]
 30%|███       | 6/20 [00:01<00:04,  3.40it/s]
 35%|███▌      | 7/20 [00:02<00:03,  3.38it/s]
 40%|████      | 8/20 [00:02<00:03,  3.36it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.36it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.34it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.31it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.37it/s]
 65%|██████▌   | 13/20 [00:03<00:02,  3.36it/s]
 70%|███████   | 14/20 [00:04<00:01,  3.35it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.39it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.38it/s]
 85%|████████▌ | 17/20 [00:05<00:00,  3.33it/s]
 90%|█████████ | 18/20 [00:05<00:00,  3.31it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.38it/s]
100%|██████████| 20/20 [00:05<00:00,  3.27it/s][2025-07-16 00:18:58] train...PCK-Transfer@0.10: 72.75% | PCK-Transfer@0.05: 42.25% | PCK-Transfer@0.15: 77.75%
+
100%|██████████| 20/20 [00:05<00:00,  3.35it/s]
+
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 20%|██        | 3/15 [00:00<00:03,  3.29it/s]
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 40%|████      | 6/15 [00:01<00:02,  3.31it/s]
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 53%|█████▎    | 8/15 [00:02<00:02,  3.26it/s]
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+[2025-07-16 00:19:02] Weighted Per image PCK0.10: 71.54%, image PCK0.05: 54.41%, image PCK0.01: 78.36%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_20__t_0.7_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_20__t_0.7_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..5532858c0d262119ac9604993556ef209771f8b9
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_20__t_0.7_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 00:47:39] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_20__t_0.7_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.5_layer_20', 't_0.7_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.5_layer_20', 't_0.7_layer_13']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:02<00:00,  3.34it/s][2025-07-16 00:48:52] pottedplant...PCK-Transfer@0.10: 33.81% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 50.95%
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100%|██████████| 15/15 [00:04<00:00,  3.59it/s][2025-07-16 00:49:06] tvmonitor...PCK-Transfer@0.10: 25.00% | PCK-Transfer@0.05: 18.33% | PCK-Transfer@0.15: 31.67%
+
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+[2025-07-16 00:49:06] Weighted Per image PCK0.10: 44.79%, image PCK0.05: 28.78%, image PCK0.01: 53.91%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_20__t_0.7_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_20__t_0.7_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..bde131d884572d0f6c9ed7abcf82c1e56723f42a
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_20__t_0.7_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 00:44:26] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_20__t_0.7_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.5_layer_20', 't_0.7_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.5_layer_20', 't_0.7_layer_9']
+Number of parameters corr net: 120
+
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100%|██████████| 8/8 [00:02<00:00,  3.56it/s][2025-07-16 00:44:49] bottle...PCK-Transfer@0.10: 21.88% | PCK-Transfer@0.05: 10.94% | PCK-Transfer@0.15: 29.69%
+
100%|██████████| 8/8 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:11,  2.74it/s]
  6%|▋         | 2/32 [00:00<00:10,  2.97it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.11it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.28it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.33it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.40it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.40it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.47it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.43it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.41it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.43it/s]
 41%|████      | 13/32 [00:03<00:05,  3.47it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.53it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.50it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.48it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.46it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.28it/s]
 59%|█████▉    | 19/32 [00:05<00:04,  3.15it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.17it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.29it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.24it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.30it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.42it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.42it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.42it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.48it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.44it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.43it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.40it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.50it/s]
100%|██████████| 32/32 [00:09<00:00,  3.55it/s][2025-07-16 00:44:58] bus...PCK-Transfer@0.10: 39.95% | PCK-Transfer@0.05: 24.06% | PCK-Transfer@0.15: 49.32%
+
100%|██████████| 32/32 [00:09<00:00,  3.38it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.99it/s]
 11%|█         | 2/19 [00:00<00:05,  3.30it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.39it/s]
 21%|██        | 4/19 [00:01<00:04,  3.40it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.18it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.16it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.17it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.26it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.23it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.31it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.36it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.33it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.33it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.41it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.45it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.44it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.44it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.48it/s]
100%|██████████| 19/19 [00:05<00:00,  3.48it/s][2025-07-16 00:45:04] car...PCK-Transfer@0.10: 52.87% | PCK-Transfer@0.05: 35.91% | PCK-Transfer@0.15: 55.66%
+
100%|██████████| 19/19 [00:05<00:00,  3.35it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  2.92it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.15it/s]
 11%|█         | 3/27 [00:00<00:07,  3.21it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.29it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.32it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.37it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.42it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.43it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.44it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.45it/s]
 41%|████      | 11/27 [00:03<00:04,  3.46it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.48it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.44it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.46it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.44it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.40it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.41it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.43it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.39it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.39it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.40it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.40it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.41it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.40it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.38it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.38it/s]
100%|██████████| 27/27 [00:07<00:00,  3.38it/s][2025-07-16 00:45:12] cat...PCK-Transfer@0.10: 56.63% | PCK-Transfer@0.05: 38.14% | PCK-Transfer@0.15: 65.21%
+
100%|██████████| 27/27 [00:07<00:00,  3.39it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.02it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.36it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.49it/s]
 31%|███       | 4/13 [00:01<00:02,  3.51it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.54it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.51it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.54it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.60it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.63it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.66it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.66it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.62it/s]
100%|██████████| 13/13 [00:03<00:00,  3.62it/s][2025-07-16 00:45:16] chair...PCK-Transfer@0.10: 13.16% | PCK-Transfer@0.05: 7.52% | PCK-Transfer@0.15: 22.09%
+
100%|██████████| 13/13 [00:03<00:00,  3.57it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.64it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.62it/s]
100%|██████████| 3/3 [00:00<00:00,  3.60it/s][2025-07-16 00:45:17] cow...PCK-Transfer@0.10: 58.33% | PCK-Transfer@0.05: 29.17% | PCK-Transfer@0.15: 70.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.60it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.52it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.59it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.60it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.57it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.57it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.54it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.57it/s]
100%|██████████| 8/8 [00:02<00:00,  3.62it/s][2025-07-16 00:45:19] diningtable...PCK-Transfer@0.10: 28.65% | PCK-Transfer@0.05: 11.46% | PCK-Transfer@0.15: 34.90%
+
100%|██████████| 8/8 [00:02<00:00,  3.59it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.54it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.61it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.60it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.68it/s]
 21%|██        | 5/24 [00:01<00:05,  3.66it/s]
 25%|██▌       | 6/24 [00:01<00:04,  3.65it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.59it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.58it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.59it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.66it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.67it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.68it/s]
 54%|█████▍    | 13/24 [00:03<00:02,  3.68it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.65it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.63it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.61it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.63it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.63it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.56it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.59it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.58it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.59it/s]
100%|██████████| 24/24 [00:06<00:00,  3.59it/s][2025-07-16 00:45:26] dog...PCK-Transfer@0.10: 45.89% | PCK-Transfer@0.05: 33.10% | PCK-Transfer@0.15: 55.90%
+
100%|██████████| 24/24 [00:06<00:00,  3.62it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.55it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.61it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.75it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.64it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.53it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.54it/s]
100%|██████████| 9/9 [00:02<00:00,  3.60it/s][2025-07-16 00:45:28] horse...PCK-Transfer@0.10: 48.62% | PCK-Transfer@0.05: 25.63% | PCK-Transfer@0.15: 54.44%
+
100%|██████████| 9/9 [00:02<00:00,  3.61it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:09,  2.86it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.45it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.45it/s]
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 30%|██▉       | 8/27 [00:02<00:05,  3.49it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.53it/s]
 41%|████      | 11/27 [00:03<00:04,  3.52it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.52it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.58it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.57it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.59it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.59it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.47it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.49it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.51it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.55it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.64it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.63it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.66it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.71it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.69it/s]
100%|██████████| 27/27 [00:07<00:00,  3.58it/s][2025-07-16 00:45:36] motorbike...PCK-Transfer@0.10: 47.11% | PCK-Transfer@0.05: 28.82% | PCK-Transfer@0.15: 58.47%
+
100%|██████████| 27/27 [00:07<00:00,  3.53it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.61it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.76it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.81it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.83it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.42it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.26it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.12it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.11it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.24it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.30it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.37it/s]
100%|██████████| 12/12 [00:03<00:00,  3.33it/s][2025-07-16 00:45:39] person...PCK-Transfer@0.10: 41.94% | PCK-Transfer@0.05: 24.84% | PCK-Transfer@0.15: 52.38%
+
100%|██████████| 12/12 [00:03<00:00,  3.36it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:02,  2.79it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.11it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.33it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.35it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.28it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.36it/s]
100%|██████████| 7/7 [00:02<00:00,  3.31it/s][2025-07-16 00:45:41] pottedplant...PCK-Transfer@0.10: 30.95% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 45.24%
+
100%|██████████| 7/7 [00:02<00:00,  3.27it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  2.85it/s][2025-07-16 00:45:42] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  2.84it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.77it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.19it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.20it/s]
 31%|███       | 4/13 [00:01<00:02,  3.38it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.44it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.36it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.44it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.33it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.33it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.22it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.28it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.41it/s]
100%|██████████| 13/13 [00:03<00:00,  3.36it/s][2025-07-16 00:45:46] sofa...PCK-Transfer@0.10: 22.20% | PCK-Transfer@0.05: 10.60% | PCK-Transfer@0.15: 35.17%
+
100%|██████████| 13/13 [00:03<00:00,  3.32it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 15%|█▌        | 3/20 [00:00<00:04,  3.63it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.55it/s]
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 50%|█████     | 10/20 [00:02<00:02,  3.54it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.49it/s]
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+[2025-07-16 00:45:56] Weighted Per image PCK0.10: 41.72%, image PCK0.05: 26.27%, image PCK0.01: 51.18%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..be914708915e1f2362434831f0886236e5b98b1e
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 00:38:47] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.5_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.5_layer_20']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:01<00:00,  3.57it/s][2025-07-12 00:40:01] pottedplant...PCK-Transfer@0.10: 30.95% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 45.24%
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100%|██████████| 15/15 [00:04<00:00,  3.65it/s][2025-07-12 00:40:15] tvmonitor...PCK-Transfer@0.10: 25.00% | PCK-Transfer@0.05: 18.33% | PCK-Transfer@0.15: 31.67%
+
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+[2025-07-12 00:40:15] Weighted Per image PCK0.10: 38.65%, image PCK0.05: 24.50%, image PCK0.01: 47.91%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_5__t_0.5_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_5__t_0.5_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..22844086224ea688643a142166a2284097c09470
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_5__t_0.5_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-15 21:17:09] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_5__t_0.5_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.5_layer_5', 't_0.5_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.5_layer_5', 't_0.5_layer_11']
+Number of parameters corr net: 120
+
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 33%|███▎      | 2/6 [00:00<00:01,  3.26it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.37it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.44it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.50it/s]
100%|██████████| 6/6 [00:01<00:00,  3.45it/s][2025-07-15 21:17:29] boat...PCK-Transfer@0.10: 55.56% | PCK-Transfer@0.05: 29.17% | PCK-Transfer@0.15: 68.06%
+
100%|██████████| 6/6 [00:01<00:00,  3.42it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.55it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.46it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.43it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.47it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.46it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.49it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.45it/s]
100%|██████████| 8/8 [00:02<00:00,  3.48it/s][2025-07-15 21:17:32] bottle...PCK-Transfer@0.10: 60.94% | PCK-Transfer@0.05: 43.75% | PCK-Transfer@0.15: 67.19%
+
100%|██████████| 8/8 [00:02<00:00,  3.47it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.26it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.29it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.31it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.37it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.34it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.42it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.42it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.48it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.47it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.38it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.37it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.37it/s]
 41%|████      | 13/32 [00:03<00:05,  3.42it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.47it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.46it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.45it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.39it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.40it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.40it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.40it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.42it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.34it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.35it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.41it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.42it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.35it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.39it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.34it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.34it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.35it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.41it/s]
100%|██████████| 32/32 [00:09<00:00,  3.41it/s][2025-07-15 21:17:41] bus...PCK-Transfer@0.10: 77.97% | PCK-Transfer@0.05: 66.25% | PCK-Transfer@0.15: 82.66%
+
100%|██████████| 32/32 [00:09<00:00,  3.39it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.07it/s]
 11%|█         | 2/19 [00:00<00:05,  3.27it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.34it/s]
 21%|██        | 4/19 [00:01<00:04,  3.39it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.38it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.31it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.29it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.28it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.32it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.40it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.44it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.41it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.44it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.44it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.47it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.46it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.43it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.47it/s]
100%|██████████| 19/19 [00:05<00:00,  3.53it/s][2025-07-15 21:17:47] car...PCK-Transfer@0.10: 87.07% | PCK-Transfer@0.05: 78.02% | PCK-Transfer@0.15: 89.58%
+
100%|██████████| 19/19 [00:05<00:00,  3.41it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.49it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.45it/s]
 11%|█         | 3/27 [00:00<00:07,  3.42it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.47it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.45it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.46it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.49it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.48it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.48it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.49it/s]
 41%|████      | 11/27 [00:03<00:04,  3.49it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.51it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.45it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.45it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.44it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.42it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.45it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.46it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.43it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.43it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.42it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.44it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.43it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.42it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.42it/s]
100%|██████████| 27/27 [00:07<00:00,  3.42it/s][2025-07-15 21:17:55] cat...PCK-Transfer@0.10: 80.13% | PCK-Transfer@0.05: 66.35% | PCK-Transfer@0.15: 85.99%
+
100%|██████████| 27/27 [00:07<00:00,  3.45it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.26it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.46it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.50it/s]
 31%|███       | 4/13 [00:01<00:02,  3.46it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.46it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.40it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.33it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.40it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.45it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.48it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.49it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.47it/s]
100%|██████████| 13/13 [00:03<00:00,  3.48it/s][2025-07-15 21:17:58] chair...PCK-Transfer@0.10: 46.94% | PCK-Transfer@0.05: 30.32% | PCK-Transfer@0.15: 55.58%
+
100%|██████████| 13/13 [00:03<00:00,  3.45it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.50it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.48it/s]
100%|██████████| 3/3 [00:00<00:00,  3.49it/s][2025-07-15 21:17:59] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.49it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.43it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.47it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.45it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.51it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.49it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.47it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.49it/s]
100%|██████████| 8/8 [00:02<00:00,  3.51it/s][2025-07-15 21:18:02] diningtable...PCK-Transfer@0.10: 40.10% | PCK-Transfer@0.05: 20.83% | PCK-Transfer@0.15: 62.50%
+
100%|██████████| 8/8 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.41it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.47it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.45it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.53it/s]
 21%|██        | 5/24 [00:01<00:05,  3.51it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.49it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.44it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.44it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.46it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.51it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.52it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.52it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.50it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.47it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.45it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.44it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.46it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.45it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.46it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.39it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.41it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.43it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.45it/s]
100%|██████████| 24/24 [00:06<00:00,  3.46it/s][2025-07-15 21:18:08] dog...PCK-Transfer@0.10: 79.79% | PCK-Transfer@0.05: 61.59% | PCK-Transfer@0.15: 87.06%
+
100%|██████████| 24/24 [00:06<00:00,  3.46it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.48it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.48it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.53it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.58it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.51it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.47it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.36it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.39it/s]
100%|██████████| 9/9 [00:02<00:00,  3.44it/s][2025-07-15 21:18:11] horse...PCK-Transfer@0.10: 78.41% | PCK-Transfer@0.05: 59.37% | PCK-Transfer@0.15: 83.31%
+
100%|██████████| 9/9 [00:02<00:00,  3.46it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.56it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.49it/s]
 11%|█         | 3/27 [00:00<00:06,  3.46it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.44it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.44it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.39it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.44it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.44it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.44it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.43it/s]
 41%|████      | 11/27 [00:03<00:04,  3.44it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.41it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.46it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.47it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.49it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.45it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.44it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.45it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.43it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.42it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.44it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.50it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.49it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.52it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.56it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.54it/s]
100%|██████████| 27/27 [00:07<00:00,  3.53it/s][2025-07-15 21:18:19] motorbike...PCK-Transfer@0.10: 84.31% | PCK-Transfer@0.05: 59.52% | PCK-Transfer@0.15: 91.32%
+
100%|██████████| 27/27 [00:07<00:00,  3.47it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.41it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.54it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.59it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.59it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.28it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.14it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.01it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.00it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.12it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.17it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.24it/s]
100%|██████████| 12/12 [00:03<00:00,  3.20it/s][2025-07-15 21:18:23] person...PCK-Transfer@0.10: 59.04% | PCK-Transfer@0.05: 40.08% | PCK-Transfer@0.15: 71.81%
+
100%|██████████| 12/12 [00:03<00:00,  3.22it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.01it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.18it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.30it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.29it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.20it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.25it/s]
100%|██████████| 7/7 [00:02<00:00,  3.21it/s][2025-07-15 21:18:25] pottedplant...PCK-Transfer@0.10: 56.19% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 66.19%
+
100%|██████████| 7/7 [00:02<00:00,  3.22it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.30it/s][2025-07-15 21:18:25] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.29it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.37it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.23it/s]
 31%|███       | 4/13 [00:01<00:02,  3.35it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.37it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.42it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.44it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.38it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.31it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.22it/s]
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+[2025-07-15 21:18:39] Weighted Per image PCK0.10: 73.20%, image PCK0.05: 55.80%, image PCK0.01: 80.83%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_5__t_0.8_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_5__t_0.8_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..9b9adc1659fc61d3949485156e2623ededdd342a
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_5__t_0.8_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 21:36:14] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_5__t_0.8_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.5_layer_5', 't_0.8_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.5_layer_5', 't_0.8_layer_5']
+Number of parameters corr net: 120
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+[2025-07-15 21:37:45] Weighted Per image PCK0.10: 35.54%, image PCK0.05: 19.90%, image PCK0.01: 45.74%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_9__t_0.5_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_9__t_0.5_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..404b18f586d1cb15aeec87be6c66ca0db27b415f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_9__t_0.5_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 21:45:51] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_9__t_0.5_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.5_layer_9', 't_0.5_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.5_layer_9', 't_0.5_layer_13']
+Number of parameters corr net: 120
+
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 97%|█████████▋| 29/30 [00:08<00:00,  3.31it/s]
100%|██████████| 30/30 [00:09<00:00,  3.28it/s][2025-07-15 21:46:07] bicycle...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 40.30% | PCK-Transfer@0.15: 58.52%
+
100%|██████████| 30/30 [00:09<00:00,  3.23it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:03,  2.99it/s]
 20%|██        | 2/10 [00:00<00:02,  3.16it/s]
 30%|███       | 3/10 [00:00<00:02,  3.38it/s]
 40%|████      | 4/10 [00:01<00:01,  3.42it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.43it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.52it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.46it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.50it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.43it/s]
100%|██████████| 10/10 [00:02<00:00,  3.41it/s][2025-07-15 21:46:10] bird...PCK-Transfer@0.10: 55.31% | PCK-Transfer@0.05: 31.39% | PCK-Transfer@0.15: 72.53%
+
100%|██████████| 10/10 [00:02<00:00,  3.40it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  2.91it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.18it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.34it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.47it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.53it/s]
100%|██████████| 6/6 [00:01<00:00,  3.48it/s][2025-07-15 21:46:12] boat...PCK-Transfer@0.10: 40.28% | PCK-Transfer@0.05: 27.78% | PCK-Transfer@0.15: 47.22%
+
100%|██████████| 6/6 [00:01<00:00,  3.41it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.99it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.24it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.36it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.41it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.45it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.40it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.43it/s]
100%|██████████| 8/8 [00:02<00:00,  3.49it/s][2025-07-15 21:46:15] bottle...PCK-Transfer@0.10: 26.56% | PCK-Transfer@0.05: 17.19% | PCK-Transfer@0.15: 32.81%
+
100%|██████████| 8/8 [00:02<00:00,  3.41it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  2.83it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.17it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.29it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.34it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.29it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.39it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.48it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.53it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.38it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.24it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.15it/s]
 41%|████      | 13/32 [00:03<00:05,  3.24it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.35it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.26it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.32it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.24it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.27it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.27it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.31it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.39it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.35it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.39it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.47it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.54it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.44it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.48it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.44it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.44it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.45it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.49it/s]
100%|██████████| 32/32 [00:09<00:00,  3.53it/s][2025-07-15 21:46:24] bus...PCK-Transfer@0.10: 43.85% | PCK-Transfer@0.05: 26.93% | PCK-Transfer@0.15: 49.58%
+
100%|██████████| 32/32 [00:09<00:00,  3.37it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.17it/s]
 11%|█         | 2/19 [00:00<00:05,  3.33it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.38it/s]
 21%|██        | 4/19 [00:01<00:04,  3.32it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.23it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.23it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.26it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.32it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.39it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.49it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.53it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.47it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.49it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.55it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.58it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.53it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.50it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.52it/s]
100%|██████████| 19/19 [00:05<00:00,  3.56it/s][2025-07-15 21:46:30] car...PCK-Transfer@0.10: 60.34% | PCK-Transfer@0.05: 45.36% | PCK-Transfer@0.15: 66.92%
+
100%|██████████| 19/19 [00:05<00:00,  3.44it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.55it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.46it/s]
 11%|█         | 3/27 [00:00<00:07,  3.41it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.42it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.44it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.49it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.54it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.51it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.51it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.53it/s]
 41%|████      | 11/27 [00:03<00:04,  3.54it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.53it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.43it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.37it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.40it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.42it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.43it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.50it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.49it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.38it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.34it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.29it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.36it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.37it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.40it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.38it/s]
100%|██████████| 27/27 [00:07<00:00,  3.40it/s][2025-07-15 21:46:37] cat...PCK-Transfer@0.10: 60.44% | PCK-Transfer@0.05: 45.18% | PCK-Transfer@0.15: 70.87%
+
100%|██████████| 27/27 [00:07<00:00,  3.43it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.89it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.33it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.23it/s]
 31%|███       | 4/13 [00:01<00:02,  3.13it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.27it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.31it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.27it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.36it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.45it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.54it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.35it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.38it/s]
100%|██████████| 13/13 [00:03<00:00,  3.46it/s][2025-07-15 21:46:41] chair...PCK-Transfer@0.10: 26.69% | PCK-Transfer@0.05: 14.89% | PCK-Transfer@0.15: 37.07%
+
100%|██████████| 13/13 [00:03<00:00,  3.35it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.71it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.04it/s]
100%|██████████| 3/3 [00:00<00:00,  3.26it/s][2025-07-15 21:46:42] cow...PCK-Transfer@0.10: 62.50% | PCK-Transfer@0.05: 29.17% | PCK-Transfer@0.15: 83.33%
+
100%|██████████| 3/3 [00:00<00:00,  3.16it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.21it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.38it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.47it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.57it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.54it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.54it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.55it/s]
100%|██████████| 8/8 [00:02<00:00,  3.59it/s][2025-07-15 21:46:45] diningtable...PCK-Transfer@0.10: 33.85% | PCK-Transfer@0.05: 17.19% | PCK-Transfer@0.15: 45.31%
+
100%|██████████| 8/8 [00:02<00:00,  3.53it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.54it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.57it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.57it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.63it/s]
 21%|██        | 5/24 [00:01<00:05,  3.61it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.48it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.46it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.49it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.50it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.49it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.53it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.56it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.54it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.54it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.56it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.54it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.57it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.56it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.48it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.40it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.43it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.46it/s]
100%|██████████| 24/24 [00:06<00:00,  3.46it/s][2025-07-15 21:46:51] dog...PCK-Transfer@0.10: 48.17% | PCK-Transfer@0.05: 33.06% | PCK-Transfer@0.15: 59.93%
+
100%|██████████| 24/24 [00:06<00:00,  3.51it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.61it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.62it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.66it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.72it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.64it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.60it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.48it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.51it/s]
100%|██████████| 9/9 [00:02<00:00,  3.57it/s][2025-07-15 21:46:54] horse...PCK-Transfer@0.10: 48.76% | PCK-Transfer@0.05: 30.79% | PCK-Transfer@0.15: 55.90%
+
100%|██████████| 9/9 [00:02<00:00,  3.58it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.51it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.59it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.54it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.44it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.48it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.49it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.45it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.47it/s]
 41%|████      | 11/27 [00:03<00:04,  3.48it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.49it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.55it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.56it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.58it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.49it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.46it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.48it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.47it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.49it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.53it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.58it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.58it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.62it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.68it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.66it/s]
100%|██████████| 27/27 [00:07<00:00,  3.63it/s][2025-07-15 21:47:02] motorbike...PCK-Transfer@0.10: 51.21% | PCK-Transfer@0.05: 33.24% | PCK-Transfer@0.15: 63.97%
+
100%|██████████| 27/27 [00:07<00:00,  3.54it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.07it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.39it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.57it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.67it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.36it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.23it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.10it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.09it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.22it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.29it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.35it/s]
100%|██████████| 12/12 [00:03<00:00,  3.32it/s][2025-07-15 21:47:05] person...PCK-Transfer@0.10: 40.78% | PCK-Transfer@0.05: 24.36% | PCK-Transfer@0.15: 51.88%
+
100%|██████████| 12/12 [00:03<00:00,  3.30it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:02,  2.78it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.08it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.13it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.19it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.15it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.24it/s]
100%|██████████| 7/7 [00:02<00:00,  3.24it/s][2025-07-15 21:47:07] pottedplant...PCK-Transfer@0.10: 41.43% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 50.95%
+
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+[2025-07-15 21:47:22] Weighted Per image PCK0.10: 46.27%, image PCK0.05: 30.01%, image PCK0.01: 56.36%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_9__t_0.5_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_9__t_0.5_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..c27deed526ddf4fd630d438695cff58aed02fcdb
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_9__t_0.5_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 21:47:27] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_9__t_0.5_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.5_layer_9', 't_0.5_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.5_layer_9', 't_0.5_layer_18']
+Number of parameters corr net: 120
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+[2025-07-15 21:48:55] Weighted Per image PCK0.10: 44.26%, image PCK0.05: 29.06%, image PCK0.01: 54.01%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_9__t_0.6_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_9__t_0.6_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..69801d070b00944050ece4ff075d3413629f710f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_9__t_0.6_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 21:52:37] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_9__t_0.6_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.5_layer_9', 't_0.6_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.5_layer_9', 't_0.6_layer_13']
+Number of parameters corr net: 120
+
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 30%|███       | 9/30 [00:02<00:06,  3.40it/s]
 33%|███▎      | 10/30 [00:02<00:06,  3.33it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.40it/s]
 40%|████      | 12/30 [00:03<00:05,  3.40it/s]
 43%|████▎     | 13/30 [00:03<00:04,  3.45it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.40it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.43it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.40it/s]
 57%|█████▋    | 17/30 [00:04<00:03,  3.48it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.47it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.35it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.34it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.32it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.35it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.45it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.38it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.42it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.45it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.35it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.36it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.34it/s]
100%|██████████| 30/30 [00:08<00:00,  3.33it/s][2025-07-15 21:52:53] bicycle...PCK-Transfer@0.10: 52.73% | PCK-Transfer@0.05: 42.12% | PCK-Transfer@0.15: 61.24%
+
100%|██████████| 30/30 [00:08<00:00,  3.39it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.34it/s]
 20%|██        | 2/10 [00:00<00:02,  3.36it/s]
 30%|███       | 3/10 [00:00<00:02,  3.43it/s]
 40%|████      | 4/10 [00:01<00:01,  3.46it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.44it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.37it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.40it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.45it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.36it/s]
100%|██████████| 10/10 [00:02<00:00,  3.39it/s][2025-07-15 21:52:56] bird...PCK-Transfer@0.10: 53.31% | PCK-Transfer@0.05: 31.39% | PCK-Transfer@0.15: 70.53%
+
100%|██████████| 10/10 [00:02<00:00,  3.40it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.38it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.27it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.25it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.40it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.51it/s]
100%|██████████| 6/6 [00:01<00:00,  3.45it/s][2025-07-15 21:52:58] boat...PCK-Transfer@0.10: 37.50% | PCK-Transfer@0.05: 22.22% | PCK-Transfer@0.15: 44.44%
+
100%|██████████| 6/6 [00:01<00:00,  3.41it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.56it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.54it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.54it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.56it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.47it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.53it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.41it/s]
100%|██████████| 8/8 [00:02<00:00,  3.45it/s][2025-07-15 21:53:00] bottle...PCK-Transfer@0.10: 28.12% | PCK-Transfer@0.05: 17.19% | PCK-Transfer@0.15: 32.81%
+
100%|██████████| 8/8 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.31it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.43it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.45it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.41it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.28it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.41it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.41it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.50it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.52it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.45it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.45it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.45it/s]
 41%|████      | 13/32 [00:03<00:05,  3.47it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.52it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.52it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.50it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.49it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.50it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.47it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.43it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.47it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.40it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.36it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.45it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.50it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.41it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.40it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.28it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.33it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.35it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.39it/s]
100%|██████████| 32/32 [00:09<00:00,  3.43it/s][2025-07-15 21:53:09] bus...PCK-Transfer@0.10: 46.72% | PCK-Transfer@0.05: 29.01% | PCK-Transfer@0.15: 53.75%
+
100%|██████████| 32/32 [00:09<00:00,  3.43it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.58it/s]
 11%|█         | 2/19 [00:00<00:04,  3.51it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.54it/s]
 21%|██        | 4/19 [00:01<00:04,  3.50it/s]
 26%|██▋       | 5/19 [00:01<00:03,  3.53it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.43it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.40it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.47it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.48it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.56it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.59it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.57it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.59it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.64it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.65it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.63it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.59it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.63it/s]
100%|██████████| 19/19 [00:05<00:00,  3.68it/s][2025-07-15 21:53:15] car...PCK-Transfer@0.10: 61.20% | PCK-Transfer@0.05: 47.81% | PCK-Transfer@0.15: 68.01%
+
100%|██████████| 19/19 [00:05<00:00,  3.57it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.46it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.46it/s]
 11%|█         | 3/27 [00:00<00:06,  3.46it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.52it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.52it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.52it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.56it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.57it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.57it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.59it/s]
 41%|████      | 11/27 [00:03<00:04,  3.60it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.63it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.57it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.58it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.56it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.55it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.59it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.65it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.59it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.56it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.54it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.51it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.52it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.52it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.52it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.51it/s]
100%|██████████| 27/27 [00:07<00:00,  3.51it/s][2025-07-15 21:53:22] cat...PCK-Transfer@0.10: 66.27% | PCK-Transfer@0.05: 50.26% | PCK-Transfer@0.15: 76.16%
+
100%|██████████| 27/27 [00:07<00:00,  3.55it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.27it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.51it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.30it/s]
 31%|███       | 4/13 [00:01<00:02,  3.36it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.39it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.42it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.47it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.56it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.62it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.62it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.46it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.46it/s]
100%|██████████| 13/13 [00:03<00:00,  3.49it/s][2025-07-15 21:53:26] chair...PCK-Transfer@0.10: 24.87% | PCK-Transfer@0.05: 12.39% | PCK-Transfer@0.15: 34.32%
+
100%|██████████| 13/13 [00:03<00:00,  3.47it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.51it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.57it/s]
100%|██████████| 3/3 [00:00<00:00,  3.55it/s][2025-07-15 21:53:27] cow...PCK-Transfer@0.10: 68.75% | PCK-Transfer@0.05: 31.25% | PCK-Transfer@0.15: 85.42%
+
100%|██████████| 3/3 [00:00<00:00,  3.55it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.09it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.19it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.36it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.50it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.45it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.45it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.50it/s]
100%|██████████| 8/8 [00:02<00:00,  3.57it/s][2025-07-15 21:53:29] diningtable...PCK-Transfer@0.10: 30.73% | PCK-Transfer@0.05: 10.94% | PCK-Transfer@0.15: 40.10%
+
100%|██████████| 8/8 [00:02<00:00,  3.46it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.16it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.44it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.46it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.53it/s]
 21%|██        | 5/24 [00:01<00:05,  3.43it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.40it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.40it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.44it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.49it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.55it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.52it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.50it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.51it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.53it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.53it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.54it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.56it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.55it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.57it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.40it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.40it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.41it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.41it/s]
100%|██████████| 24/24 [00:06<00:00,  3.41it/s][2025-07-15 21:53:36] dog...PCK-Transfer@0.10: 51.65% | PCK-Transfer@0.05: 34.73% | PCK-Transfer@0.15: 62.85%
+
100%|██████████| 24/24 [00:06<00:00,  3.47it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.43it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.45it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.51it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.56it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.50it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.38it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.33it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.39it/s]
100%|██████████| 9/9 [00:02<00:00,  3.47it/s][2025-07-15 21:53:39] horse...PCK-Transfer@0.10: 50.61% | PCK-Transfer@0.05: 30.79% | PCK-Transfer@0.15: 57.75%
+
100%|██████████| 9/9 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:09,  2.81it/s]
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 11%|█         | 3/27 [00:00<00:07,  3.35it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.38it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.44it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.38it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.44it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.47it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.32it/s]
 41%|████      | 11/27 [00:03<00:04,  3.38it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.41it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.49it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.53it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.57it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.54it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.54it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.55it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.53it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.54it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.56it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.63it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.61it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.65it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.70it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.69it/s]
100%|██████████| 27/27 [00:07<00:00,  3.67it/s][2025-07-15 21:53:47] motorbike...PCK-Transfer@0.10: 55.36% | PCK-Transfer@0.05: 35.13% | PCK-Transfer@0.15: 66.50%
+
100%|██████████| 27/27 [00:07<00:00,  3.51it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  2.99it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.34it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.54it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.39it/s][2025-07-15 21:54:03] train...PCK-Transfer@0.10: 53.50% | PCK-Transfer@0.05: 27.25% | PCK-Transfer@0.15: 65.50%
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+
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+[2025-07-15 21:54:07] Weighted Per image PCK0.10: 48.19%, image PCK0.05: 31.19%, image PCK0.01: 57.96%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_9__t_0.6_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_9__t_0.6_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..61a6d4108bce063a5337b6bff59ddeb0a7f31de0
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_9__t_0.6_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-15 21:49:00] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_9__t_0.6_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.5_layer_9', 't_0.6_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.5_layer_9', 't_0.6_layer_5']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:04<00:00,  3.48it/s][2025-07-15 21:50:31] tvmonitor...PCK-Transfer@0.10: 27.78% | PCK-Transfer@0.05: 15.00% | PCK-Transfer@0.15: 33.89%
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+[2025-07-15 21:50:31] Weighted Per image PCK0.10: 69.91%, image PCK0.05: 50.74%, image PCK0.01: 77.99%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_9__t_0.7_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_9__t_0.7_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..6b7a87eb267410fa12e1e01a1168e6f673cf2553
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_9__t_0.7_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 22:01:46] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_9__t_0.7_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.5_layer_9', 't_0.7_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.5_layer_9', 't_0.7_layer_18']
+Number of parameters corr net: 120
+
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 67%|██████▋   | 10/15 [00:04<00:01,  3.07it/s]
 73%|███████▎  | 11/15 [00:04<00:01,  3.16it/s]
 80%|████████  | 12/15 [00:05<00:00,  3.24it/s]
 87%|████████▋ | 13/15 [00:05<00:00,  3.30it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.35it/s]
100%|██████████| 15/15 [00:06<00:00,  3.41it/s][2025-07-15 22:01:53] aeroplane...PCK-Transfer@0.10: 53.74% | PCK-Transfer@0.05: 34.93% | PCK-Transfer@0.15: 65.14%
+
100%|██████████| 15/15 [00:06<00:00,  2.46it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:09,  3.02it/s]
  7%|▋         | 2/30 [00:00<00:08,  3.26it/s]
 10%|█         | 3/30 [00:00<00:08,  3.05it/s]
 13%|█▎        | 4/30 [00:01<00:08,  3.20it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.26it/s]
 20%|██        | 6/30 [00:01<00:07,  3.30it/s]
 23%|██▎       | 7/30 [00:02<00:06,  3.32it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.25it/s]
 30%|███       | 9/30 [00:02<00:06,  3.32it/s]
 33%|███▎      | 10/30 [00:03<00:05,  3.36it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.27it/s]
 40%|████      | 12/30 [00:03<00:05,  3.34it/s]
 43%|████▎     | 13/30 [00:03<00:05,  3.34it/s]
 47%|████▋     | 14/30 [00:04<00:05,  3.09it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.13it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.19it/s]
 57%|█████▋    | 17/30 [00:05<00:04,  3.22it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.25it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.29it/s]
 67%|██████▋   | 20/30 [00:06<00:03,  3.25it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.25it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.33it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.29it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.29it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.30it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.35it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.36it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.26it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.29it/s]
100%|██████████| 30/30 [00:09<00:00,  3.09it/s][2025-07-15 22:02:03] bicycle...PCK-Transfer@0.10: 51.82% | PCK-Transfer@0.05: 42.12% | PCK-Transfer@0.15: 59.12%
+
100%|██████████| 30/30 [00:09<00:00,  3.24it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.17it/s]
 20%|██        | 2/10 [00:00<00:02,  3.11it/s]
 30%|███       | 3/10 [00:00<00:02,  3.21it/s]
 40%|████      | 4/10 [00:01<00:01,  3.28it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.32it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.30it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.25it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.30it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.35it/s]
100%|██████████| 10/10 [00:03<00:00,  3.36it/s][2025-07-15 22:02:06] bird...PCK-Transfer@0.10: 49.08% | PCK-Transfer@0.05: 27.17% | PCK-Transfer@0.15: 66.17%
+
100%|██████████| 10/10 [00:03<00:00,  3.30it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.08it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.34it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.33it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.34it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.35it/s]
100%|██████████| 6/6 [00:01<00:00,  3.32it/s][2025-07-15 22:02:07] boat...PCK-Transfer@0.10: 34.72% | PCK-Transfer@0.05: 22.22% | PCK-Transfer@0.15: 44.44%
+
100%|██████████| 6/6 [00:01<00:00,  3.31it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.40it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.57it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.47it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.46it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.37it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.39it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.50it/s]
100%|██████████| 8/8 [00:02<00:00,  3.47it/s][2025-07-15 22:02:10] bottle...PCK-Transfer@0.10: 26.56% | PCK-Transfer@0.05: 17.19% | PCK-Transfer@0.15: 31.25%
+
100%|██████████| 8/8 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  3.00it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.23it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.06it/s]
 12%|█▎        | 4/32 [00:01<00:09,  3.06it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.04it/s]
 19%|█▉        | 6/32 [00:01<00:08,  3.05it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.13it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.20it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.27it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.23it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.35it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.42it/s]
 41%|████      | 13/32 [00:04<00:05,  3.41it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.33it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.38it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.39it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.48it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.52it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.43it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.35it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.34it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.27it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.36it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.39it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.39it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.20it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.25it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.33it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.37it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.43it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.41it/s]
100%|██████████| 32/32 [00:09<00:00,  3.38it/s][2025-07-15 22:02:19] bus...PCK-Transfer@0.10: 44.90% | PCK-Transfer@0.05: 27.71% | PCK-Transfer@0.15: 52.97%
+
100%|██████████| 32/32 [00:09<00:00,  3.31it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.37it/s]
 11%|█         | 2/19 [00:00<00:04,  3.48it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.48it/s]
 21%|██        | 4/19 [00:01<00:04,  3.32it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.36it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.23it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.19it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.25it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.33it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.33it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.37it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.44it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.45it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.39it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.34it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.43it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.49it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.38it/s]
100%|██████████| 19/19 [00:05<00:00,  3.39it/s][2025-07-15 22:02:25] car...PCK-Transfer@0.10: 59.97% | PCK-Transfer@0.05: 45.01% | PCK-Transfer@0.15: 66.49%
+
100%|██████████| 19/19 [00:05<00:00,  3.37it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.29it/s]
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 11%|█         | 3/27 [00:00<00:06,  3.45it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.36it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.36it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.33it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.25it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.31it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.26it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.25it/s]
 41%|████      | 11/27 [00:03<00:04,  3.32it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.35it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.35it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.43it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.42it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.42it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.33it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.43it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.46it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.52it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.47it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.37it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.32it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.34it/s]
100%|██████████| 27/27 [00:08<00:00,  3.35it/s][2025-07-15 22:02:33] cat...PCK-Transfer@0.10: 65.78% | PCK-Transfer@0.05: 46.34% | PCK-Transfer@0.15: 74.07%
+
100%|██████████| 27/27 [00:08<00:00,  3.37it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.83it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.08it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.14it/s]
 31%|███       | 4/13 [00:01<00:02,  3.18it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.27it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.34it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.35it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.33it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.28it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.26it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.28it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.34it/s]
100%|██████████| 13/13 [00:03<00:00,  3.33it/s][2025-07-15 22:02:37] chair...PCK-Transfer@0.10: 24.21% | PCK-Transfer@0.05: 10.68% | PCK-Transfer@0.15: 34.51%
+
100%|██████████| 13/13 [00:03<00:00,  3.27it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.90it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.12it/s]
100%|██████████| 3/3 [00:00<00:00,  3.22it/s][2025-07-15 22:02:38] cow...PCK-Transfer@0.10: 64.58% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 81.25%
+
100%|██████████| 3/3 [00:00<00:00,  3.16it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.05it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.14it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.26it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.28it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.20it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.27it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.32it/s]
100%|██████████| 8/8 [00:02<00:00,  3.34it/s][2025-07-15 22:02:41] diningtable...PCK-Transfer@0.10: 32.81% | PCK-Transfer@0.05: 17.71% | PCK-Transfer@0.15: 42.19%
+
100%|██████████| 8/8 [00:02<00:00,  3.28it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.33it/s]
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 12%|█▎        | 3/24 [00:00<00:06,  3.29it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.28it/s]
 21%|██        | 5/24 [00:01<00:05,  3.31it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.33it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.31it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.33it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.34it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.29it/s]
 46%|████▌     | 11/24 [00:03<00:04,  3.25it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.28it/s]
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 58%|█████▊    | 14/24 [00:04<00:03,  3.26it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.28it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.30it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.32it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.35it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.36it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.37it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.37it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.36it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.37it/s]
100%|██████████| 24/24 [00:07<00:00,  3.37it/s][2025-07-15 22:02:48] dog...PCK-Transfer@0.10: 49.19% | PCK-Transfer@0.05: 32.13% | PCK-Transfer@0.15: 59.51%
+
100%|██████████| 24/24 [00:07<00:00,  3.32it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.40it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.43it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.40it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.37it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.41it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.43it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.45it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.44it/s]
100%|██████████| 9/9 [00:02<00:00,  3.42it/s][2025-07-15 22:02:50] horse...PCK-Transfer@0.10: 47.83% | PCK-Transfer@0.05: 30.79% | PCK-Transfer@0.15: 56.69%
+
100%|██████████| 9/9 [00:02<00:00,  3.42it/s]
+
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100%|██████████| 7/7 [00:02<00:00,  3.31it/s][2025-07-15 22:03:04] pottedplant...PCK-Transfer@0.10: 39.52% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 46.67%
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+
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+[2025-07-15 22:03:19] Weighted Per image PCK0.10: 46.32%, image PCK0.05: 30.05%, image PCK0.01: 55.61%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_9__t_0.8_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_9__t_0.8_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..d455e61c54e8fa4ab9b93f62eef193c5ccb2446f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_9__t_0.8_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-15 22:03:42] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.5_layer_9__t_0.8_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.5_layer_9', 't_0.8_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.5_layer_9', 't_0.8_layer_9']
+Number of parameters corr net: 120
+
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100%|██████████| 19/19 [00:05<00:00,  3.42it/s][2025-07-15 22:04:20] car...PCK-Transfer@0.10: 60.48% | PCK-Transfer@0.05: 44.89% | PCK-Transfer@0.15: 67.77%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.49it/s][2025-07-15 22:04:27] cat...PCK-Transfer@0.10: 60.81% | PCK-Transfer@0.05: 43.61% | PCK-Transfer@0.15: 69.92%
+
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+
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100%|██████████| 13/13 [00:03<00:00,  3.52it/s][2025-07-15 22:04:31] chair...PCK-Transfer@0.10: 27.63% | PCK-Transfer@0.05: 15.75% | PCK-Transfer@0.15: 35.45%
+
100%|██████████| 13/13 [00:03<00:00,  3.48it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.51it/s][2025-07-15 22:04:32] cow...PCK-Transfer@0.10: 64.58% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 83.33%
+
100%|██████████| 3/3 [00:00<00:00,  3.50it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.50it/s][2025-07-15 22:04:34] diningtable...PCK-Transfer@0.10: 30.73% | PCK-Transfer@0.05: 14.06% | PCK-Transfer@0.15: 40.10%
+
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100%|██████████| 24/24 [00:06<00:00,  3.50it/s][2025-07-15 22:04:41] dog...PCK-Transfer@0.10: 47.16% | PCK-Transfer@0.05: 30.14% | PCK-Transfer@0.15: 59.33%
+
100%|██████████| 24/24 [00:06<00:00,  3.51it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.52it/s][2025-07-15 22:04:44] horse...PCK-Transfer@0.10: 48.76% | PCK-Transfer@0.05: 28.28% | PCK-Transfer@0.15: 57.75%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.52it/s][2025-07-15 22:04:51] motorbike...PCK-Transfer@0.10: 51.34% | PCK-Transfer@0.05: 33.20% | PCK-Transfer@0.15: 62.66%
+
100%|██████████| 27/27 [00:07<00:00,  3.55it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.52it/s][2025-07-15 22:04:55] person...PCK-Transfer@0.10: 40.48% | PCK-Transfer@0.05: 21.99% | PCK-Transfer@0.15: 50.23%
+
100%|██████████| 12/12 [00:03<00:00,  3.52it/s]
+
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100%|██████████| 7/7 [00:01<00:00,  3.54it/s][2025-07-15 22:04:57] pottedplant...PCK-Transfer@0.10: 34.29% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 46.19%
+
100%|██████████| 7/7 [00:01<00:00,  3.56it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.54it/s][2025-07-15 22:04:57] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.53it/s]
+
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 62%|██████▏   | 8/13 [00:02<00:01,  3.52it/s]
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100%|██████████| 13/13 [00:03<00:00,  3.48it/s][2025-07-15 22:05:01] sofa...PCK-Transfer@0.10: 23.99% | PCK-Transfer@0.05: 9.84% | PCK-Transfer@0.15: 37.72%
+
100%|██████████| 13/13 [00:03<00:00,  3.52it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.53it/s][2025-07-15 22:05:06] train...PCK-Transfer@0.10: 47.50% | PCK-Transfer@0.05: 24.25% | PCK-Transfer@0.15: 60.50%
+
100%|██████████| 20/20 [00:05<00:00,  3.58it/s]
+
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100%|██████████| 15/15 [00:04<00:00,  3.57it/s][2025-07-15 22:05:11] tvmonitor...PCK-Transfer@0.10: 21.67% | PCK-Transfer@0.05: 10.00% | PCK-Transfer@0.15: 25.00%
+
100%|██████████| 15/15 [00:04<00:00,  3.53it/s]
+[2025-07-15 22:05:11] Weighted Per image PCK0.10: 44.78%, image PCK0.05: 28.29%, image PCK0.01: 54.94%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.6_layer_11__t_0.8_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.6_layer_11__t_0.8_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..ec282eef0cbded69c5d1a51c34753cb49d585fa7
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.6_layer_11__t_0.8_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-16 02:10:28] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.6_layer_11__t_0.8_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.6_layer_11', 't_0.8_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.6_layer_11', 't_0.8_layer_11']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:02<00:00,  3.11it/s][2025-07-16 02:11:46] pottedplant...PCK-Transfer@0.10: 55.71% | PCK-Transfer@0.05: 21.43% | PCK-Transfer@0.15: 75.24%
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100%|██████████| 15/15 [00:04<00:00,  3.44it/s][2025-07-16 02:12:01] tvmonitor...PCK-Transfer@0.10: 41.67% | PCK-Transfer@0.05: 24.44% | PCK-Transfer@0.15: 50.00%
+
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+[2025-07-16 02:12:01] Weighted Per image PCK0.10: 76.51%, image PCK0.05: 57.30%, image PCK0.01: 83.53%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.6_layer_15__t_0.8_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.6_layer_15__t_0.8_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..b8bd0cfb67c0e745f681de439bd7ccf04d8a2681
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.6_layer_15__t_0.8_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 03:04:46] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.6_layer_15__t_0.8_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.6_layer_15', 't_0.8_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.6_layer_15', 't_0.8_layer_18']
+Number of parameters corr net: 120
+
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 53%|█████▎    | 17/32 [00:04<00:03,  3.78it/s]
 56%|█████▋    | 18/32 [00:04<00:03,  3.74it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.62it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.57it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.60it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.53it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.60it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.60it/s]
 78%|███████▊  | 25/32 [00:06<00:01,  3.59it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.48it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.50it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.55it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.64it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.71it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.65it/s]
100%|██████████| 32/32 [00:08<00:00,  3.63it/s][2025-07-16 03:05:18] bus...PCK-Transfer@0.10: 50.36% | PCK-Transfer@0.05: 33.44% | PCK-Transfer@0.15: 59.48%
+
100%|██████████| 32/32 [00:08<00:00,  3.59it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.50it/s]
 11%|█         | 2/19 [00:00<00:04,  3.67it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.61it/s]
 21%|██        | 4/19 [00:01<00:04,  3.62it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.55it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.46it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.46it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.53it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.53it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.57it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.66it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.67it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.57it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.50it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.59it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.66it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.59it/s]
100%|██████████| 19/19 [00:05<00:00,  3.57it/s][2025-07-16 03:05:23] car...PCK-Transfer@0.10: 63.48% | PCK-Transfer@0.05: 48.93% | PCK-Transfer@0.15: 69.57%
+
100%|██████████| 19/19 [00:05<00:00,  3.57it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.45it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.62it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.54it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.50it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.41it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.39it/s]
 41%|████      | 11/27 [00:03<00:04,  3.46it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.49it/s]
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 52%|█████▏    | 14/27 [00:03<00:03,  3.64it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.53it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.66it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.62it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.63it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.52it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.62it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.66it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.72it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.71it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.62it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.61it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.59it/s]
100%|██████████| 27/27 [00:07<00:00,  3.59it/s][2025-07-16 03:05:30] cat...PCK-Transfer@0.10: 64.96% | PCK-Transfer@0.05: 47.28% | PCK-Transfer@0.15: 72.43%
+
100%|██████████| 27/27 [00:07<00:00,  3.58it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.42it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.55it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.57it/s]
 31%|███       | 4/13 [00:01<00:02,  3.54it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.56it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.63it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.61it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.55it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.58it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.57it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.53it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.58it/s]
100%|██████████| 13/13 [00:03<00:00,  3.56it/s][2025-07-16 03:05:34] chair...PCK-Transfer@0.10: 19.85% | PCK-Transfer@0.05: 12.39% | PCK-Transfer@0.15: 24.57%
+
100%|██████████| 13/13 [00:03<00:00,  3.56it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.63it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.58it/s]
100%|██████████| 3/3 [00:00<00:00,  3.57it/s][2025-07-16 03:05:35] cow...PCK-Transfer@0.10: 72.92% | PCK-Transfer@0.05: 45.83% | PCK-Transfer@0.15: 83.33%
+
100%|██████████| 3/3 [00:00<00:00,  3.57it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.49it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.55it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.63it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.55it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.45it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.54it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.60it/s]
100%|██████████| 8/8 [00:02<00:00,  3.62it/s][2025-07-16 03:05:37] diningtable...PCK-Transfer@0.10: 33.85% | PCK-Transfer@0.05: 14.06% | PCK-Transfer@0.15: 40.10%
+
100%|██████████| 8/8 [00:02<00:00,  3.57it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.50it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.58it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.64it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.55it/s]
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 25%|██▌       | 6/24 [00:01<00:05,  3.57it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.58it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.60it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.60it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.63it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.64it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.63it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.61it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.62it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.62it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.61it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.61it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.59it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.59it/s]
100%|██████████| 24/24 [00:06<00:00,  3.61it/s][2025-07-16 03:05:44] dog...PCK-Transfer@0.10: 53.35% | PCK-Transfer@0.05: 40.47% | PCK-Transfer@0.15: 66.56%
+
100%|██████████| 24/24 [00:06<00:00,  3.60it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.71it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.62it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.57it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.71it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.73it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.73it/s]
100%|██████████| 9/9 [00:02<00:00,  3.70it/s][2025-07-16 03:05:46] horse...PCK-Transfer@0.10: 50.87% | PCK-Transfer@0.05: 29.21% | PCK-Transfer@0.15: 56.69%
+
100%|██████████| 9/9 [00:02<00:00,  3.68it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.67it/s]
 41%|████      | 11/27 [00:03<00:04,  3.66it/s]
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 59%|█████▉    | 16/27 [00:04<00:03,  3.66it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.69it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.70it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.63it/s]
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 81%|████████▏ | 22/27 [00:06<00:01,  3.63it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.66it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.64it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.59it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.64it/s][2025-07-16 03:05:54] motorbike...PCK-Transfer@0.10: 55.19% | PCK-Transfer@0.05: 35.20% | PCK-Transfer@0.15: 66.36%
+
100%|██████████| 27/27 [00:07<00:00,  3.63it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:02,  3.71it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.57it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.54it/s]
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 42%|████▏     | 5/12 [00:01<00:01,  3.62it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.63it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.60it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.57it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.61it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.56it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.60it/s]
100%|██████████| 12/12 [00:03<00:00,  3.61it/s][2025-07-16 03:05:57] person...PCK-Transfer@0.10: 43.82% | PCK-Transfer@0.05: 29.48% | PCK-Transfer@0.15: 51.30%
+
100%|██████████| 12/12 [00:03<00:00,  3.60it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.46it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.58it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.56it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.62it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.58it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.56it/s]
100%|██████████| 7/7 [00:01<00:00,  3.52it/s][2025-07-16 03:05:59] pottedplant...PCK-Transfer@0.10: 36.67% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 46.19%
+
100%|██████████| 7/7 [00:01<00:00,  3.55it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.49it/s][2025-07-16 03:05:59] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.48it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.67it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.60it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.56it/s]
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 38%|███▊      | 5/13 [00:01<00:02,  3.55it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.65it/s]
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 77%|███████▋  | 10/13 [00:02<00:00,  3.56it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.59it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.59it/s]
100%|██████████| 13/13 [00:03<00:00,  3.52it/s][2025-07-16 03:06:03] sofa...PCK-Transfer@0.10: 27.83% | PCK-Transfer@0.05: 13.24% | PCK-Transfer@0.15: 42.42%
+
100%|██████████| 13/13 [00:03<00:00,  3.57it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 10%|█         | 2/20 [00:00<00:04,  3.70it/s]
 15%|█▌        | 3/20 [00:00<00:04,  3.67it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.64it/s]
 45%|████▌     | 9/20 [00:02<00:02,  3.70it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.59it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.50it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.56it/s]
 65%|██████▌   | 13/20 [00:03<00:01,  3.60it/s]
 70%|███████   | 14/20 [00:03<00:01,  3.65it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.65it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.71it/s]
 85%|████████▌ | 17/20 [00:04<00:00,  3.59it/s]
 90%|█████████ | 18/20 [00:04<00:00,  3.59it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.60it/s]
100%|██████████| 20/20 [00:05<00:00,  3.56it/s][2025-07-16 03:06:09] train...PCK-Transfer@0.10: 49.50% | PCK-Transfer@0.05: 26.25% | PCK-Transfer@0.15: 57.50%
+
100%|██████████| 20/20 [00:05<00:00,  3.61it/s]
+
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 53%|█████▎    | 8/15 [00:02<00:02,  3.50it/s]
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+[2025-07-16 03:06:13] Weighted Per image PCK0.10: 49.08%, image PCK0.05: 33.29%, image PCK0.01: 57.97%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.6_layer_15__t_0.8_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.6_layer_15__t_0.8_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..d70aafc782967cc6f34967322b182d30cbf83ee1
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.6_layer_15__t_0.8_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 02:59:58] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.6_layer_15__t_0.8_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.6_layer_15', 't_0.8_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.6_layer_15', 't_0.8_layer_9']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:01<00:00,  3.63it/s][2025-07-16 03:01:12] pottedplant...PCK-Transfer@0.10: 36.19% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 45.71%
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100%|██████████| 15/15 [00:04<00:00,  3.65it/s][2025-07-16 03:01:26] tvmonitor...PCK-Transfer@0.10: 25.00% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 33.33%
+
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+[2025-07-16 03:01:26] Weighted Per image PCK0.10: 47.38%, image PCK0.05: 32.09%, image PCK0.01: 56.71%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.6_layer_18__t_0.7_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.6_layer_18__t_0.7_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..3b69f0e3ed84f17f3fe342f356ce52384703358f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.6_layer_18__t_0.7_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 03:07:56] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.6_layer_18__t_0.7_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.6_layer_18', 't_0.7_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.6_layer_18', 't_0.7_layer_9']
+Number of parameters corr net: 120
+
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100%|██████████| 8/8 [00:02<00:00,  3.52it/s][2025-07-16 03:08:20] bottle...PCK-Transfer@0.10: 29.69% | PCK-Transfer@0.05: 17.19% | PCK-Transfer@0.15: 35.94%
+
100%|██████████| 8/8 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:11,  2.62it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.28it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.32it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.38it/s]
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 34%|███▍      | 11/32 [00:03<00:06,  3.42it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.48it/s]
 41%|████      | 13/32 [00:03<00:05,  3.43it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.45it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.50it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.52it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.57it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.57it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.48it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.41it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.44it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.36it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.44it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.45it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.44it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.31it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.36it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.42it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.47it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.52it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.49it/s]
100%|██████████| 32/32 [00:09<00:00,  3.47it/s][2025-07-16 03:08:29] bus...PCK-Transfer@0.10: 45.68% | PCK-Transfer@0.05: 28.23% | PCK-Transfer@0.15: 52.45%
+
100%|██████████| 32/32 [00:09<00:00,  3.38it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.79it/s]
 11%|█         | 2/19 [00:00<00:05,  3.13it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.20it/s]
 21%|██        | 4/19 [00:01<00:04,  3.05it/s]
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 32%|███▏      | 6/19 [00:01<00:04,  2.99it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.02it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.04it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.00it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.07it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.18it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.31it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.38it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.36it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.36it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.44it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.51it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.44it/s]
100%|██████████| 19/19 [00:05<00:00,  3.45it/s][2025-07-16 03:08:35] car...PCK-Transfer@0.10: 57.52% | PCK-Transfer@0.05: 43.06% | PCK-Transfer@0.15: 63.92%
+
100%|██████████| 19/19 [00:05<00:00,  3.24it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:09,  2.89it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.20it/s]
 11%|█         | 3/27 [00:00<00:07,  3.42it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.28it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.39it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.36it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.22it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.32it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.28it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.27it/s]
 41%|████      | 11/27 [00:03<00:04,  3.35it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.38it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.48it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.48it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.35it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.47it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.47it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.45it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.31it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.41it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.43it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.51it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.52it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.38it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.36it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.39it/s]
100%|██████████| 27/27 [00:07<00:00,  3.45it/s][2025-07-16 03:08:43] cat...PCK-Transfer@0.10: 58.94% | PCK-Transfer@0.05: 40.95% | PCK-Transfer@0.15: 66.69%
+
100%|██████████| 27/27 [00:07<00:00,  3.38it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.46it/s]
 15%|█▌        | 2/13 [00:00<00:03,  2.97it/s]
 23%|██▎       | 3/13 [00:01<00:03,  3.07it/s]
 31%|███       | 4/13 [00:01<00:02,  3.17it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.31it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.41it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.46it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.46it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.47it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.46it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.45it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.48it/s]
100%|██████████| 13/13 [00:03<00:00,  3.49it/s][2025-07-16 03:08:47] chair...PCK-Transfer@0.10: 20.85% | PCK-Transfer@0.05: 11.54% | PCK-Transfer@0.15: 27.99%
+
100%|██████████| 13/13 [00:03<00:00,  3.36it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.35it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.44it/s]
100%|██████████| 3/3 [00:00<00:00,  3.50it/s][2025-07-16 03:08:48] cow...PCK-Transfer@0.10: 64.58% | PCK-Transfer@0.05: 39.58% | PCK-Transfer@0.15: 81.25%
+
100%|██████████| 3/3 [00:00<00:00,  3.47it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.35it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.39it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.49it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.50it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.39it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.47it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.52it/s]
100%|██████████| 8/8 [00:02<00:00,  3.53it/s][2025-07-16 03:08:50] diningtable...PCK-Transfer@0.10: 30.73% | PCK-Transfer@0.05: 9.38% | PCK-Transfer@0.15: 35.94%
+
100%|██████████| 8/8 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.53it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.54it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.58it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.52it/s]
 21%|██        | 5/24 [00:01<00:05,  3.53it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.58it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.54it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.57it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.58it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.49it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.45it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.49it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.48it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.50it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.55it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.54it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.40it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.49it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.52it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.53it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.52it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.51it/s]
100%|██████████| 24/24 [00:06<00:00,  3.52it/s][2025-07-16 03:08:57] dog...PCK-Transfer@0.10: 50.30% | PCK-Transfer@0.05: 35.15% | PCK-Transfer@0.15: 62.91%
+
100%|██████████| 24/24 [00:06<00:00,  3.51it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.40it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.49it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.63it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.67it/s]
100%|██████████| 9/9 [00:02<00:00,  3.63it/s][2025-07-16 03:08:59] horse...PCK-Transfer@0.10: 48.49% | PCK-Transfer@0.05: 30.00% | PCK-Transfer@0.15: 55.77%
+
100%|██████████| 9/9 [00:02<00:00,  3.58it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.30it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.56it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.62it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.57it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.60it/s]
 41%|████      | 11/27 [00:03<00:04,  3.61it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.55it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.57it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.59it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.59it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.61it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.62it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.62it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.58it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.60it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.62it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.60it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.39it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.43it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.46it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.53it/s]
100%|██████████| 27/27 [00:07<00:00,  3.54it/s][2025-07-16 03:09:07] motorbike...PCK-Transfer@0.10: 54.76% | PCK-Transfer@0.05: 32.51% | PCK-Transfer@0.15: 65.98%
+
100%|██████████| 27/27 [00:07<00:00,  3.56it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.66it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.52it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.50it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.49it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.53it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.56it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.56it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.51it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.56it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.52it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.58it/s]
100%|██████████| 12/12 [00:03<00:00,  3.57it/s][2025-07-16 03:09:10] person...PCK-Transfer@0.10: 41.60% | PCK-Transfer@0.05: 22.58% | PCK-Transfer@0.15: 50.16%
+
100%|██████████| 12/12 [00:03<00:00,  3.55it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.40it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.61it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.62it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.66it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.57it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.51it/s]
100%|██████████| 7/7 [00:01<00:00,  3.53it/s][2025-07-16 03:09:12] pottedplant...PCK-Transfer@0.10: 35.71% | PCK-Transfer@0.05: 21.43% | PCK-Transfer@0.15: 45.24%
+
100%|██████████| 7/7 [00:01<00:00,  3.55it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.55it/s][2025-07-16 03:09:13] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.54it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.63it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.60it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.56it/s]
 31%|███       | 4/13 [00:01<00:02,  3.54it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.58it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.58it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.56it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.61it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.61it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.53it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.61it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.55it/s]
100%|██████████| 13/13 [00:03<00:00,  3.53it/s][2025-07-16 03:09:16] sofa...PCK-Transfer@0.10: 25.53% | PCK-Transfer@0.05: 12.47% | PCK-Transfer@0.15: 39.70%
+
100%|██████████| 13/13 [00:03<00:00,  3.56it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.61it/s]
 45%|████▌     | 9/20 [00:02<00:02,  3.67it/s]
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 55%|█████▌    | 11/20 [00:03<00:02,  3.49it/s]
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+[2025-07-16 03:09:26] Weighted Per image PCK0.10: 46.40%, image PCK0.05: 30.27%, image PCK0.01: 55.24%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.6_layer_20__t_0.8_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.6_layer_20__t_0.8_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..2613a64554feda223607095049ca13cd24e7c21e
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.6_layer_20__t_0.8_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 03:28:48] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.6_layer_20__t_0.8_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.6_layer_20', 't_0.8_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.6_layer_20', 't_0.8_layer_5']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.32it/s][2025-07-16 03:30:23] tvmonitor...PCK-Transfer@0.10: 23.33% | PCK-Transfer@0.05: 18.33% | PCK-Transfer@0.15: 31.67%
+
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+[2025-07-16 03:30:23] Weighted Per image PCK0.10: 44.28%, image PCK0.05: 28.04%, image PCK0.01: 54.16%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.6_layer_9__t_0.6_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.6_layer_9__t_0.6_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..c0dc971e82412b2d6d43123d7fc5147a63b5b6bf
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.6_layer_9__t_0.6_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 01:19:24] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.6_layer_9__t_0.6_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.6_layer_9', 't_0.6_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.6_layer_9', 't_0.6_layer_11']
+Number of parameters corr net: 120
+
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100%|██████████| 10/10 [00:02<00:00,  3.53it/s][2025-07-16 01:19:43] bird...PCK-Transfer@0.10: 56.92% | PCK-Transfer@0.05: 35.14% | PCK-Transfer@0.15: 71.92%
+
100%|██████████| 10/10 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.40it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.42it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.46it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.34it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.38it/s]
100%|██████████| 6/6 [00:01<00:00,  3.35it/s][2025-07-16 01:19:45] boat...PCK-Transfer@0.10: 40.28% | PCK-Transfer@0.05: 27.78% | PCK-Transfer@0.15: 47.22%
+
100%|██████████| 6/6 [00:01<00:00,  3.37it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.49it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.48it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.53it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.54it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.53it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.57it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.56it/s]
100%|██████████| 8/8 [00:02<00:00,  3.58it/s][2025-07-16 01:19:47] bottle...PCK-Transfer@0.10: 26.56% | PCK-Transfer@0.05: 15.62% | PCK-Transfer@0.15: 34.38%
+
100%|██████████| 8/8 [00:02<00:00,  3.55it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  2.88it/s]
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 12%|█▎        | 4/32 [00:01<00:08,  3.30it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.29it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.33it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.35it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.37it/s]
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 34%|███▍      | 11/32 [00:03<00:06,  3.31it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.32it/s]
 41%|████      | 13/32 [00:03<00:05,  3.36it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.41it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.33it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.39it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.37it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.42it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.42it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.44it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.48it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.41it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.41it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.41it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.48it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.40it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.45it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.30it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.32it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.35it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.44it/s]
100%|██████████| 32/32 [00:09<00:00,  3.47it/s][2025-07-16 01:19:56] bus...PCK-Transfer@0.10: 44.90% | PCK-Transfer@0.05: 28.49% | PCK-Transfer@0.15: 51.93%
+
100%|██████████| 32/32 [00:09<00:00,  3.37it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.23it/s]
 11%|█         | 2/19 [00:00<00:05,  3.27it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.24it/s]
 21%|██        | 4/19 [00:01<00:04,  3.17it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.23it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.22it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.20it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.31it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.37it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.44it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.48it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.35it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.35it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.44it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.49it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.46it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.46it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.52it/s]
100%|██████████| 19/19 [00:05<00:00,  3.58it/s][2025-07-16 01:20:02] car...PCK-Transfer@0.10: 62.58% | PCK-Transfer@0.05: 47.17% | PCK-Transfer@0.15: 68.05%
+
100%|██████████| 19/19 [00:05<00:00,  3.39it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:09,  2.74it/s]
  7%|▋         | 2/27 [00:00<00:08,  2.89it/s]
 11%|█         | 3/27 [00:01<00:07,  3.02it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.24it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.27it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.26it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.38it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.38it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.44it/s]
 37%|███▋      | 10/27 [00:03<00:04,  3.48it/s]
 41%|████      | 11/27 [00:03<00:04,  3.50it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.48it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.46it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.50it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.52it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.49it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.49it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.57it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.52it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.44it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.45it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.48it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.47it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.49it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.42it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.39it/s]
100%|██████████| 27/27 [00:07<00:00,  3.28it/s][2025-07-16 01:20:10] cat...PCK-Transfer@0.10: 66.42% | PCK-Transfer@0.05: 50.72% | PCK-Transfer@0.15: 75.09%
+
100%|██████████| 27/27 [00:07<00:00,  3.39it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.83it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.25it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.42it/s]
 31%|███       | 4/13 [00:01<00:02,  3.38it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.47it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.46it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.46it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.56it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.61it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.65it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.68it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.65it/s]
100%|██████████| 13/13 [00:03<00:00,  3.64it/s][2025-07-16 01:20:14] chair...PCK-Transfer@0.10: 24.21% | PCK-Transfer@0.05: 13.35% | PCK-Transfer@0.15: 35.56%
+
100%|██████████| 13/13 [00:03<00:00,  3.53it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.54it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.57it/s]
100%|██████████| 3/3 [00:00<00:00,  3.45it/s][2025-07-16 01:20:15] cow...PCK-Transfer@0.10: 64.58% | PCK-Transfer@0.05: 29.17% | PCK-Transfer@0.15: 85.42%
+
100%|██████████| 3/3 [00:00<00:00,  3.48it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.61it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.61it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.61it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.66it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.54it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.51it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.54it/s]
100%|██████████| 8/8 [00:02<00:00,  3.56it/s][2025-07-16 01:20:17] diningtable...PCK-Transfer@0.10: 33.85% | PCK-Transfer@0.05: 14.06% | PCK-Transfer@0.15: 40.10%
+
100%|██████████| 8/8 [00:02<00:00,  3.57it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.40it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.55it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.44it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.56it/s]
 21%|██        | 5/24 [00:01<00:05,  3.21it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.30it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.35it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.42it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.43it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.38it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.37it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.45it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.50it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.50it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.53it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.52it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.55it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.58it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.50it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.54it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.56it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.58it/s]
100%|██████████| 24/24 [00:06<00:00,  3.59it/s][2025-07-16 01:20:24] dog...PCK-Transfer@0.10: 52.52% | PCK-Transfer@0.05: 33.90% | PCK-Transfer@0.15: 64.51%
+
100%|██████████| 24/24 [00:06<00:00,  3.49it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:03,  2.59it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.10it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.33it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.43it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.46it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.45it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.39it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.44it/s]
100%|██████████| 9/9 [00:02<00:00,  3.51it/s][2025-07-16 01:20:26] horse...PCK-Transfer@0.10: 53.39% | PCK-Transfer@0.05: 35.29% | PCK-Transfer@0.15: 61.46%
+
100%|██████████| 9/9 [00:02<00:00,  3.39it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.21it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.43it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.54it/s]
 41%|████      | 11/27 [00:03<00:04,  3.50it/s]
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 48%|████▊     | 13/27 [00:03<00:03,  3.58it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.59it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.62it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.60it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.59it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.60it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.57it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.56it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.59it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.63it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.60it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.64it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.69it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.65it/s]
100%|██████████| 27/27 [00:07<00:00,  3.62it/s][2025-07-16 01:20:34] motorbike...PCK-Transfer@0.10: 54.02% | PCK-Transfer@0.05: 34.91% | PCK-Transfer@0.15: 65.67%
+
100%|██████████| 27/27 [00:07<00:00,  3.56it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.38it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.58it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.68it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.67it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.27it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.05it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  2.94it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  2.95it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.07it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.04it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.11it/s]
100%|██████████| 12/12 [00:03<00:00,  3.10it/s][2025-07-16 01:20:38] person...PCK-Transfer@0.10: 42.30% | PCK-Transfer@0.05: 25.65% | PCK-Transfer@0.15: 53.38%
+
100%|██████████| 12/12 [00:03<00:00,  3.16it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:02,  2.54it/s]
 29%|██▊       | 2/7 [00:00<00:01,  2.96it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.24it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.22it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.20it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.23it/s]
100%|██████████| 7/7 [00:02<00:00,  3.18it/s][2025-07-16 01:20:40] pottedplant...PCK-Transfer@0.10: 44.29% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 53.81%
+
100%|██████████| 7/7 [00:02<00:00,  3.15it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  2.82it/s][2025-07-16 01:20:40] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  2.82it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.19it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.17it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.36it/s]
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+[2025-07-16 01:20:55] Weighted Per image PCK0.10: 48.37%, image PCK0.05: 31.48%, image PCK0.01: 57.91%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.7_layer_10__t_0.8_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.7_layer_10__t_0.8_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..d0c30ed74923b308249a19a63a3b8003b8a1a543
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.7_layer_10__t_0.8_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 04:10:30] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.7_layer_10__t_0.8_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.7_layer_10', 't_0.8_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.7_layer_10', 't_0.8_layer_13']
+Number of parameters corr net: 120
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+
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+[2025-07-16 04:12:01] Weighted Per image PCK0.10: 52.22%, image PCK0.05: 35.17%, image PCK0.01: 61.50%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.7_layer_10__t_0.8_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.7_layer_10__t_0.8_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..0fc57a5f2b35876fee746505dec44d9ea8b567d3
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.7_layer_10__t_0.8_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 04:13:41] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.7_layer_10__t_0.8_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.7_layer_10', 't_0.8_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.7_layer_10', 't_0.8_layer_20']
+Number of parameters corr net: 120
+
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 90%|█████████ | 27/30 [00:08<00:01,  2.75it/s]
 93%|█████████▎| 28/30 [00:09<00:00,  2.93it/s]
 97%|█████████▋| 29/30 [00:09<00:00,  3.09it/s]
100%|██████████| 30/30 [00:09<00:00,  3.19it/s][2025-07-16 04:13:58] bicycle...PCK-Transfer@0.10: 59.39% | PCK-Transfer@0.05: 47.88% | PCK-Transfer@0.15: 68.55%
+
100%|██████████| 30/30 [00:09<00:00,  3.08it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.37it/s]
 20%|██        | 2/10 [00:00<00:02,  3.43it/s]
 30%|███       | 3/10 [00:00<00:01,  3.51it/s]
 40%|████      | 4/10 [00:01<00:01,  3.52it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.53it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.61it/s]
 70%|███████   | 7/10 [00:01<00:00,  3.59it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.62it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.59it/s]
100%|██████████| 10/10 [00:02<00:00,  3.62it/s][2025-07-16 04:14:01] bird...PCK-Transfer@0.10: 57.28% | PCK-Transfer@0.05: 31.81% | PCK-Transfer@0.15: 72.14%
+
100%|██████████| 10/10 [00:02<00:00,  3.57it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.42it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.46it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.55it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.61it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.67it/s]
100%|██████████| 6/6 [00:01<00:00,  3.61it/s][2025-07-16 04:14:02] boat...PCK-Transfer@0.10: 44.44% | PCK-Transfer@0.05: 27.78% | PCK-Transfer@0.15: 54.17%
+
100%|██████████| 6/6 [00:01<00:00,  3.58it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.61it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.59it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.60it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.61it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.59it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.63it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.60it/s]
100%|██████████| 8/8 [00:02<00:00,  3.63it/s][2025-07-16 04:14:04] bottle...PCK-Transfer@0.10: 29.69% | PCK-Transfer@0.05: 17.19% | PCK-Transfer@0.15: 34.38%
+
100%|██████████| 8/8 [00:02<00:00,  3.61it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.28it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.46it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.48it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.56it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.50it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.59it/s]
 22%|██▏       | 7/32 [00:01<00:06,  3.59it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.65it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.65it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.55it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.53it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.53it/s]
 41%|████      | 13/32 [00:03<00:05,  3.56it/s]
 44%|████▍     | 14/32 [00:03<00:04,  3.61it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.60it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.60it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.57it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.57it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.54it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.53it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.55it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.47it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.49it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.47it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.47it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.46it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.45it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.32it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.32it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.37it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.30it/s]
100%|██████████| 32/32 [00:09<00:00,  3.36it/s][2025-07-16 04:14:14] bus...PCK-Transfer@0.10: 49.84% | PCK-Transfer@0.05: 34.22% | PCK-Transfer@0.15: 58.70%
+
100%|██████████| 32/32 [00:09<00:00,  3.49it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.44it/s]
 11%|█         | 2/19 [00:00<00:04,  3.49it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.53it/s]
 21%|██        | 4/19 [00:01<00:04,  3.56it/s]
 26%|██▋       | 5/19 [00:01<00:03,  3.55it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.47it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.44it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.51it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.54it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.60it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.60it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.57it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.59it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.65it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.66it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.65it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.62it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.65it/s]
100%|██████████| 19/19 [00:05<00:00,  3.70it/s][2025-07-16 04:14:19] car...PCK-Transfer@0.10: 69.09% | PCK-Transfer@0.05: 55.27% | PCK-Transfer@0.15: 76.94%
+
100%|██████████| 19/19 [00:05<00:00,  3.59it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.56it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.54it/s]
 11%|█         | 3/27 [00:00<00:06,  3.53it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.59it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.59it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.60it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.62it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.62it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.63it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.65it/s]
 41%|████      | 11/27 [00:03<00:04,  3.65it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.67it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.62it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.64it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.62it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.61it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.59it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.64it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.59it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.58it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.58it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.57it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.59it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.59it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.58it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.58it/s]
100%|██████████| 27/27 [00:07<00:00,  3.58it/s][2025-07-16 04:14:26] cat...PCK-Transfer@0.10: 66.46% | PCK-Transfer@0.05: 47.77% | PCK-Transfer@0.15: 76.24%
+
100%|██████████| 27/27 [00:07<00:00,  3.60it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.34it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.58it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.60it/s]
 31%|███       | 4/13 [00:01<00:02,  3.58it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.60it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.57it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.60it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.67it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.70it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.73it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.74it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.70it/s]
100%|██████████| 13/13 [00:03<00:00,  3.68it/s][2025-07-16 04:14:30] chair...PCK-Transfer@0.10: 26.35% | PCK-Transfer@0.05: 14.21% | PCK-Transfer@0.15: 33.57%
+
100%|██████████| 13/13 [00:03<00:00,  3.65it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.67it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.67it/s]
100%|██████████| 3/3 [00:00<00:00,  3.62it/s][2025-07-16 04:14:31] cow...PCK-Transfer@0.10: 79.17% | PCK-Transfer@0.05: 41.67% | PCK-Transfer@0.15: 87.50%
+
100%|██████████| 3/3 [00:00<00:00,  3.63it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.64it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.68it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.66it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.71it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.68it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.66it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.66it/s]
100%|██████████| 8/8 [00:02<00:00,  3.70it/s][2025-07-16 04:14:33] diningtable...PCK-Transfer@0.10: 33.85% | PCK-Transfer@0.05: 9.90% | PCK-Transfer@0.15: 40.10%
+
100%|██████████| 8/8 [00:02<00:00,  3.68it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.59it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.64it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.63it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.69it/s]
 21%|██        | 5/24 [00:01<00:05,  3.65it/s]
 25%|██▌       | 6/24 [00:01<00:04,  3.63it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.43it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.44it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.51it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.60it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.63it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.65it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.62it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.61it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.62it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.62it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.65it/s]
 75%|███████▌  | 18/24 [00:04<00:01,  3.64it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.59it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.34it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.42it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.49it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.55it/s]
100%|██████████| 24/24 [00:06<00:00,  3.57it/s][2025-07-16 04:14:40] dog...PCK-Transfer@0.10: 53.46% | PCK-Transfer@0.05: 36.19% | PCK-Transfer@0.15: 65.86%
+
100%|██████████| 24/24 [00:06<00:00,  3.57it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.22it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.47it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.59it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.69it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.65it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.64it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.54it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.56it/s]
100%|██████████| 9/9 [00:02<00:00,  3.62it/s][2025-07-16 04:14:42] horse...PCK-Transfer@0.10: 54.05% | PCK-Transfer@0.05: 32.25% | PCK-Transfer@0.15: 60.66%
+
100%|██████████| 9/9 [00:02<00:00,  3.59it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:06,  3.74it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.71it/s]
 11%|█         | 3/27 [00:00<00:06,  3.67it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.62it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.61it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.55it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.58it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.58it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.59it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.61it/s]
 41%|████      | 11/27 [00:03<00:04,  3.63it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.60it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.65it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.65it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.66it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.64it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.64it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.66it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.62it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.62it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.63it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.70it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.68it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.71it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.76it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.74it/s]
100%|██████████| 27/27 [00:07<00:00,  3.73it/s][2025-07-16 04:14:50] motorbike...PCK-Transfer@0.10: 61.12% | PCK-Transfer@0.05: 41.82% | PCK-Transfer@0.15: 69.49%
+
100%|██████████| 27/27 [00:07<00:00,  3.65it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.61it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.78it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.83it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.85it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.49it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.33it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.19it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.17it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.30it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.35it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.42it/s]
100%|██████████| 12/12 [00:03<00:00,  3.38it/s][2025-07-16 04:14:53] person...PCK-Transfer@0.10: 43.76% | PCK-Transfer@0.05: 30.26% | PCK-Transfer@0.15: 52.50%
+
100%|██████████| 12/12 [00:03<00:00,  3.41it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.10it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.33it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.46it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.45it/s]
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100%|██████████| 7/7 [00:02<00:00,  3.39it/s][2025-07-16 04:14:55] pottedplant...PCK-Transfer@0.10: 41.90% | PCK-Transfer@0.05: 19.52% | PCK-Transfer@0.15: 53.81%
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100%|██████████| 20/20 [00:05<00:00,  3.46it/s][2025-07-16 04:15:05] train...PCK-Transfer@0.10: 54.75% | PCK-Transfer@0.05: 32.25% | PCK-Transfer@0.15: 64.75%
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100%|██████████| 15/15 [00:04<00:00,  3.68it/s][2025-07-16 04:15:09] tvmonitor...PCK-Transfer@0.10: 25.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 27.78%
+
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+[2025-07-16 04:15:09] Weighted Per image PCK0.10: 51.85%, image PCK0.05: 34.83%, image PCK0.01: 61.02%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.7_layer_11__t_0.8_layer_9.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.7_layer_11__t_0.8_layer_9.log
new file mode 100644
index 0000000000000000000000000000000000000000..ac1f541428015fc213a493196659af2dda8e50da
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.7_layer_11__t_0.8_layer_9.log
@@ -0,0 +1,44 @@
+[2025-07-16 04:18:27] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.7_layer_11__t_0.8_layer_9', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.7_layer_11', 't_0.8_layer_9'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.7_layer_11', 't_0.8_layer_9']
+Number of parameters corr net: 120
+
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+[2025-07-16 04:20:01] Weighted Per image PCK0.10: 74.73%, image PCK0.05: 55.62%, image PCK0.01: 82.13%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.7_layer_15__t_0.7_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.7_layer_15__t_0.7_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..c4e1d74ef0d0ebb2d7f095e4fe9a5d225dcdbb64
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.7_layer_15__t_0.7_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-16 04:45:34] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.7_layer_15__t_0.7_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.7_layer_15', 't_0.7_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.7_layer_15', 't_0.7_layer_20']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  3.15it/s][2025-07-16 04:45:41] aeroplane...PCK-Transfer@0.10: 61.45% | PCK-Transfer@0.05: 41.56% | PCK-Transfer@0.15: 72.52%
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 30%|███       | 9/30 [00:02<00:06,  3.32it/s]
 33%|███▎      | 10/30 [00:02<00:05,  3.40it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.38it/s]
 40%|████      | 12/30 [00:03<00:05,  3.39it/s]
 43%|████▎     | 13/30 [00:03<00:05,  3.39it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.30it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.34it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.35it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.32it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.31it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.37it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.39it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.45it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.52it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.45it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.47it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.44it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.42it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.44it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.33it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.36it/s]
100%|██████████| 30/30 [00:08<00:00,  3.44it/s][2025-07-16 04:45:50] bicycle...PCK-Transfer@0.10: 70.06% | PCK-Transfer@0.05: 59.15% | PCK-Transfer@0.15: 74.61%
+
100%|██████████| 30/30 [00:08<00:00,  3.38it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:03,  2.88it/s]
 20%|██        | 2/10 [00:00<00:02,  3.02it/s]
 30%|███       | 3/10 [00:00<00:02,  3.09it/s]
 40%|████      | 4/10 [00:01<00:01,  3.23it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.29it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.27it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.22it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.28it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.33it/s]
100%|██████████| 10/10 [00:03<00:00,  3.32it/s][2025-07-16 04:45:53] bird...PCK-Transfer@0.10: 65.81% | PCK-Transfer@0.05: 42.69% | PCK-Transfer@0.15: 76.22%
+
100%|██████████| 10/10 [00:03<00:00,  3.25it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.53it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.58it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.56it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.42it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.38it/s]
100%|██████████| 6/6 [00:01<00:00,  3.46it/s][2025-07-16 04:45:55] boat...PCK-Transfer@0.10: 27.78% | PCK-Transfer@0.05: 13.89% | PCK-Transfer@0.15: 47.22%
+
100%|██████████| 6/6 [00:01<00:00,  3.47it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.42it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.56it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.45it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.43it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.33it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.33it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.46it/s]
100%|██████████| 8/8 [00:02<00:00,  3.44it/s][2025-07-16 04:45:58] bottle...PCK-Transfer@0.10: 29.69% | PCK-Transfer@0.05: 15.62% | PCK-Transfer@0.15: 35.94%
+
100%|██████████| 8/8 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  3.01it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.17it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.28it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.30it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.25it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.27it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.23it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.23it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.14it/s]
 31%|███▏      | 10/32 [00:03<00:07,  3.09it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.24it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.25it/s]
 41%|████      | 13/32 [00:04<00:05,  3.31it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.32it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.36it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.40it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.46it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.50it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.38it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.28it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.30it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.24it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.33it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.33it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.30it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.22it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.26it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.32it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.38it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.43it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.39it/s]
100%|██████████| 32/32 [00:09<00:00,  3.40it/s][2025-07-16 04:46:07] bus...PCK-Transfer@0.10: 59.48% | PCK-Transfer@0.05: 42.55% | PCK-Transfer@0.15: 67.55%
+
100%|██████████| 32/32 [00:09<00:00,  3.31it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.34it/s]
 11%|█         | 2/19 [00:00<00:04,  3.43it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.42it/s]
 21%|██        | 4/19 [00:01<00:04,  3.41it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.38it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.25it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.17it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.22it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.28it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.27it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.30it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.35it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.35it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.28it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.25it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.32it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.40it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.30it/s]
100%|██████████| 19/19 [00:05<00:00,  3.28it/s][2025-07-16 04:46:13] car...PCK-Transfer@0.10: 70.35% | PCK-Transfer@0.05: 60.42% | PCK-Transfer@0.15: 74.98%
+
100%|██████████| 19/19 [00:05<00:00,  3.30it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.21it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.37it/s]
 11%|█         | 3/27 [00:00<00:06,  3.46it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.43it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.45it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.35it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.32it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.38it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.23it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.19it/s]
 41%|████      | 11/27 [00:03<00:04,  3.23it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.26it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.36it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.38it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.28it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.37it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.34it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.35it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.25it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.35it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.42it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.47it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.45it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.38it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.35it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.39it/s]
100%|██████████| 27/27 [00:08<00:00,  3.40it/s][2025-07-16 04:46:21] cat...PCK-Transfer@0.10: 70.04% | PCK-Transfer@0.05: 51.98% | PCK-Transfer@0.15: 77.73%
+
100%|██████████| 27/27 [00:08<00:00,  3.35it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.31it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.24it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.31it/s]
 31%|███       | 4/13 [00:01<00:02,  3.37it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.43it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.44it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.44it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.39it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.36it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.34it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.35it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.42it/s]
100%|██████████| 13/13 [00:03<00:00,  3.40it/s][2025-07-16 04:46:25] chair...PCK-Transfer@0.10: 23.95% | PCK-Transfer@0.05: 13.93% | PCK-Transfer@0.15: 30.19%
+
100%|██████████| 13/13 [00:03<00:00,  3.38it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.36it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.39it/s]
100%|██████████| 3/3 [00:00<00:00,  3.41it/s][2025-07-16 04:46:26] cow...PCK-Transfer@0.10: 83.33% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.40it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.44it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.41it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.37it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.33it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.24it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.31it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.38it/s]
100%|██████████| 8/8 [00:02<00:00,  3.38it/s][2025-07-16 04:46:28] diningtable...PCK-Transfer@0.10: 34.38% | PCK-Transfer@0.05: 16.15% | PCK-Transfer@0.15: 48.96%
+
100%|██████████| 8/8 [00:02<00:00,  3.35it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.35it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.43it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.37it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.34it/s]
 21%|██        | 5/24 [00:01<00:05,  3.39it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.41it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.38it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.39it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.40it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.24it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.25it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.14it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.23it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.17it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.27it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.29it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.34it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.36it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.35it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.39it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.39it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.40it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.37it/s]
100%|██████████| 24/24 [00:07<00:00,  3.38it/s][2025-07-16 04:46:35] dog...PCK-Transfer@0.10: 55.51% | PCK-Transfer@0.05: 41.72% | PCK-Transfer@0.15: 68.68%
+
100%|██████████| 24/24 [00:07<00:00,  3.33it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.37it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.40it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.38it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.37it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.40it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.40it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.45it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.47it/s]
100%|██████████| 9/9 [00:02<00:00,  3.45it/s][2025-07-16 04:46:38] horse...PCK-Transfer@0.10: 72.04% | PCK-Transfer@0.05: 44.95% | PCK-Transfer@0.15: 74.42%
+
100%|██████████| 9/9 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.42it/s]
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 11%|█         | 3/27 [00:00<00:06,  3.51it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.53it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.28it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.39it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.39it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.41it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.46it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.46it/s]
 41%|████      | 11/27 [00:03<00:04,  3.46it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.39it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.36it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.35it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.35it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.38it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.38it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.37it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.36it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.42it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.42it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.38it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.39it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.40it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.38it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.39it/s]
100%|██████████| 27/27 [00:07<00:00,  3.41it/s][2025-07-16 04:46:46] motorbike...PCK-Transfer@0.10: 66.59% | PCK-Transfer@0.05: 47.51% | PCK-Transfer@0.15: 74.49%
+
100%|██████████| 27/27 [00:07<00:00,  3.40it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.52it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.39it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.37it/s]
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100%|██████████| 7/7 [00:02<00:00,  3.37it/s][2025-07-16 04:46:52] pottedplant...PCK-Transfer@0.10: 43.81% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 53.33%
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100%|██████████| 20/20 [00:05<00:00,  3.41it/s][2025-07-16 04:47:02] train...PCK-Transfer@0.10: 60.75% | PCK-Transfer@0.05: 31.25% | PCK-Transfer@0.15: 71.75%
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+
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+[2025-07-16 04:47:06] Weighted Per image PCK0.10: 55.87%, image PCK0.05: 39.44%, image PCK0.01: 64.70%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.7_layer_15__t_0.8_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.7_layer_15__t_0.8_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..cd1f10b2a5b22fdc54bb1c2258c9878755417c76
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.7_layer_15__t_0.8_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 04:47:06] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.7_layer_15__t_0.8_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.7_layer_15', 't_0.8_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.7_layer_15', 't_0.8_layer_5']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.48it/s][2025-07-16 04:47:38] bus...PCK-Transfer@0.10: 47.24% | PCK-Transfer@0.05: 32.92% | PCK-Transfer@0.15: 54.01%
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+[2025-07-16 04:48:36] Weighted Per image PCK0.10: 48.03%, image PCK0.05: 32.19%, image PCK0.01: 56.63%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.7_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.7_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..417fed9078baa6d06bb6889eacc2b0a88451cd8c
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.7_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 00:46:32] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.7_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.7_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.7_layer_5']
+Number of parameters corr net: 120
+
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 80%|████████  | 12/15 [00:05<00:00,  3.26it/s]
 87%|████████▋ | 13/15 [00:05<00:00,  3.34it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.36it/s]
100%|██████████| 15/15 [00:05<00:00,  3.33it/s][2025-07-12 00:46:39] aeroplane...PCK-Transfer@0.10: 41.74% | PCK-Transfer@0.05: 24.06% | PCK-Transfer@0.15: 54.71%
+
100%|██████████| 15/15 [00:05<00:00,  2.53it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:08,  3.33it/s]
  7%|▋         | 2/30 [00:00<00:08,  3.42it/s]
 10%|█         | 3/30 [00:00<00:07,  3.39it/s]
 13%|█▎        | 4/30 [00:01<00:07,  3.39it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.50it/s]
 20%|██        | 6/30 [00:01<00:06,  3.62it/s]
 23%|██▎       | 7/30 [00:02<00:06,  3.32it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.34it/s]
 30%|███       | 9/30 [00:02<00:06,  3.37it/s]
 33%|███▎      | 10/30 [00:02<00:05,  3.39it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.41it/s]
 40%|████      | 12/30 [00:03<00:05,  3.41it/s]
 43%|████▎     | 13/30 [00:03<00:04,  3.42it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.37it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.39it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.41it/s]
 57%|█████▋    | 17/30 [00:04<00:03,  3.45it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.42it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.40it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.37it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.34it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.31it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.33it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.19it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.22it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.16it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.22it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.28it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.32it/s]
100%|██████████| 30/30 [00:08<00:00,  3.33it/s][2025-07-12 00:46:48] bicycle...PCK-Transfer@0.10: 33.03% | PCK-Transfer@0.05: 21.82% | PCK-Transfer@0.15: 41.85%
+
100%|██████████| 30/30 [00:08<00:00,  3.35it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:03,  2.94it/s]
 20%|██        | 2/10 [00:00<00:02,  3.18it/s]
 30%|███       | 3/10 [00:00<00:02,  3.39it/s]
 40%|████      | 4/10 [00:01<00:01,  3.39it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.41it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.48it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.51it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.52it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.50it/s]
100%|██████████| 10/10 [00:02<00:00,  3.52it/s][2025-07-12 00:46:51] bird...PCK-Transfer@0.10: 38.83% | PCK-Transfer@0.05: 17.19% | PCK-Transfer@0.15: 49.11%
+
100%|██████████| 10/10 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.00it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.19it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.34it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.46it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.55it/s]
100%|██████████| 6/6 [00:01<00:00,  3.49it/s][2025-07-12 00:46:53] boat...PCK-Transfer@0.10: 27.78% | PCK-Transfer@0.05: 12.50% | PCK-Transfer@0.15: 30.56%
+
100%|██████████| 6/6 [00:01<00:00,  3.42it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.54it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.40it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.45it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.50it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.48it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.48it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.47it/s]
100%|██████████| 8/8 [00:02<00:00,  3.38it/s][2025-07-12 00:46:55] bottle...PCK-Transfer@0.10: 25.00% | PCK-Transfer@0.05: 12.50% | PCK-Transfer@0.15: 31.25%
+
100%|██████████| 8/8 [00:02<00:00,  3.43it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.22it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.36it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.30it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.40it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.41it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.51it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.52it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.59it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.59it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.37it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.36it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.39it/s]
 41%|████      | 13/32 [00:03<00:05,  3.45it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.51it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.50it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.50it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.46it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.47it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.47it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.49it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.50it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.43it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.41it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.42it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.45it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.41it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.42it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.36it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.35it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.36it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.41it/s]
100%|██████████| 32/32 [00:09<00:00,  3.42it/s][2025-07-12 00:47:04] bus...PCK-Transfer@0.10: 30.31% | PCK-Transfer@0.05: 19.90% | PCK-Transfer@0.15: 39.69%
+
100%|██████████| 32/32 [00:09<00:00,  3.43it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.31it/s]
 11%|█         | 2/19 [00:00<00:05,  3.34it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.35it/s]
 21%|██        | 4/19 [00:01<00:04,  3.25it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.21it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.18it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.19it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.23it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.23it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.31it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.36it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.34it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.36it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.38it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.38it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.41it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.45it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.50it/s]
100%|██████████| 19/19 [00:05<00:00,  3.59it/s][2025-07-12 00:47:10] car...PCK-Transfer@0.10: 43.78% | PCK-Transfer@0.05: 26.63% | PCK-Transfer@0.15: 53.05%
+
100%|██████████| 19/19 [00:05<00:00,  3.37it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.30it/s]
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 11%|█         | 3/27 [00:00<00:07,  3.32it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.46it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.48it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.47it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.52it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.54it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.53it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.52it/s]
 41%|████      | 11/27 [00:03<00:04,  3.53it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.56it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.51it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.50it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.51it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.54it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.60it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.58it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.51it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.46it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.42it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.41it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.39it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.40it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.39it/s]
100%|██████████| 27/27 [00:07<00:00,  3.37it/s][2025-07-12 00:47:18] cat...PCK-Transfer@0.10: 44.48% | PCK-Transfer@0.05: 27.19% | PCK-Transfer@0.15: 55.21%
+
100%|██████████| 27/27 [00:07<00:00,  3.47it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.67it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.13it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.19it/s]
 31%|███       | 4/13 [00:01<00:02,  3.12it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.22it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.26it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.33it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.45it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.51it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.58it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.62it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.60it/s]
100%|██████████| 13/13 [00:03<00:00,  3.60it/s][2025-07-12 00:47:22] chair...PCK-Transfer@0.10: 20.85% | PCK-Transfer@0.05: 11.54% | PCK-Transfer@0.15: 27.33%
+
100%|██████████| 13/13 [00:03<00:00,  3.41it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.23it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.45it/s]
100%|██████████| 3/3 [00:00<00:00,  3.55it/s][2025-07-12 00:47:22] cow...PCK-Transfer@0.10: 45.83% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 64.58%
+
100%|██████████| 3/3 [00:00<00:00,  3.50it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.48it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.58it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.61it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.66it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.63it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.61it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.60it/s]
100%|██████████| 8/8 [00:02<00:00,  3.62it/s][2025-07-12 00:47:25] diningtable...PCK-Transfer@0.10: 25.52% | PCK-Transfer@0.05: 7.81% | PCK-Transfer@0.15: 33.85%
+
100%|██████████| 8/8 [00:02<00:00,  3.61it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  2.92it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.25it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.38it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.48it/s]
 21%|██        | 5/24 [00:01<00:05,  3.51it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.52it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.54it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.53it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.51it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.52it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.50it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.47it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.46it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.43it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.43it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.43it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.46it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.45it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.48it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.46it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.49it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.52it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.53it/s]
100%|██████████| 24/24 [00:06<00:00,  3.55it/s][2025-07-12 00:47:32] dog...PCK-Transfer@0.10: 33.06% | PCK-Transfer@0.05: 19.97% | PCK-Transfer@0.15: 47.27%
+
100%|██████████| 24/24 [00:06<00:00,  3.48it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.52it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.62it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.65it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.72it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.64it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.59it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.56it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.55it/s]
100%|██████████| 9/9 [00:02<00:00,  3.54it/s][2025-07-12 00:47:34] horse...PCK-Transfer@0.10: 31.69% | PCK-Transfer@0.05: 14.92% | PCK-Transfer@0.15: 41.48%
+
100%|██████████| 9/9 [00:02<00:00,  3.58it/s]
+
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 41%|████      | 11/27 [00:03<00:04,  3.31it/s]
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+
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100%|██████████| 12/12 [00:03<00:00,  3.56it/s][2025-07-12 00:47:46] person...PCK-Transfer@0.10: 31.56% | PCK-Transfer@0.05: 15.92% | PCK-Transfer@0.15: 40.45%
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100%|██████████| 7/7 [00:02<00:00,  3.47it/s][2025-07-12 00:47:48] pottedplant...PCK-Transfer@0.10: 31.43% | PCK-Transfer@0.05: 14.29% | PCK-Transfer@0.15: 40.95%
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100%|██████████| 13/13 [00:03<00:00,  3.50it/s][2025-07-12 00:47:52] sofa...PCK-Transfer@0.10: 16.35% | PCK-Transfer@0.05: 7.14% | PCK-Transfer@0.15: 28.55%
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100%|██████████| 20/20 [00:05<00:00,  3.48it/s][2025-07-12 00:47:58] train...PCK-Transfer@0.10: 38.50% | PCK-Transfer@0.05: 18.25% | PCK-Transfer@0.15: 50.50%
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100%|██████████| 15/15 [00:04<00:00,  3.44it/s][2025-07-12 00:48:02] tvmonitor...PCK-Transfer@0.10: 13.33% | PCK-Transfer@0.05: 10.00% | PCK-Transfer@0.15: 18.33%
+
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+[2025-07-12 00:48:02] Weighted Per image PCK0.10: 33.11%, image PCK0.05: 18.76%, image PCK0.01: 42.97%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.8_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.8_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..6383040a06d956e95e5a6d35b393e6da8ee97452
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.8_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-12 00:54:22] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.8_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.8_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.8_layer_10']
+Number of parameters corr net: 120
+
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100%|██████████| 30/30 [00:08<00:00,  3.47it/s][2025-07-12 00:54:38] bicycle...PCK-Transfer@0.10: 93.52% | PCK-Transfer@0.05: 80.12% | PCK-Transfer@0.15: 95.33%
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100%|██████████| 32/32 [00:09<00:00,  3.44it/s][2025-07-12 00:54:54] bus...PCK-Transfer@0.10: 85.21% | PCK-Transfer@0.05: 77.29% | PCK-Transfer@0.15: 89.48%
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100%|██████████| 19/19 [00:05<00:00,  3.30it/s][2025-07-12 00:55:00] car...PCK-Transfer@0.10: 93.54% | PCK-Transfer@0.05: 87.41% | PCK-Transfer@0.15: 95.88%
+
100%|██████████| 19/19 [00:05<00:00,  3.40it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.43it/s][2025-07-12 00:55:07] cat...PCK-Transfer@0.10: 84.18% | PCK-Transfer@0.05: 70.08% | PCK-Transfer@0.15: 87.85%
+
100%|██████████| 27/27 [00:07<00:00,  3.42it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.34it/s][2025-07-12 00:55:11] chair...PCK-Transfer@0.10: 60.30% | PCK-Transfer@0.05: 38.65% | PCK-Transfer@0.15: 64.94%
+
100%|██████████| 13/13 [00:03<00:00,  3.35it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.38it/s][2025-07-12 00:55:12] cow...PCK-Transfer@0.10: 95.83% | PCK-Transfer@0.05: 72.92% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.37it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
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 62%|██████▎   | 5/8 [00:01<00:00,  3.39it/s]
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100%|██████████| 8/8 [00:02<00:00,  3.42it/s][2025-07-12 00:55:15] diningtable...PCK-Transfer@0.10: 50.52% | PCK-Transfer@0.05: 36.46% | PCK-Transfer@0.15: 61.46%
+
100%|██████████| 8/8 [00:02<00:00,  3.40it/s]
+
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100%|██████████| 24/24 [00:07<00:00,  3.39it/s][2025-07-12 00:55:22] dog...PCK-Transfer@0.10: 81.19% | PCK-Transfer@0.05: 67.73% | PCK-Transfer@0.15: 87.48%
+
100%|██████████| 24/24 [00:07<00:00,  3.40it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.46it/s][2025-07-12 00:55:24] horse...PCK-Transfer@0.10: 82.59% | PCK-Transfer@0.05: 66.35% | PCK-Transfer@0.15: 87.35%
+
100%|██████████| 9/9 [00:02<00:00,  3.44it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.38it/s][2025-07-12 00:55:32] motorbike...PCK-Transfer@0.10: 88.63% | PCK-Transfer@0.05: 70.34% | PCK-Transfer@0.15: 95.71%
+
100%|██████████| 27/27 [00:07<00:00,  3.42it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.45it/s][2025-07-12 00:55:36] person...PCK-Transfer@0.10: 71.84% | PCK-Transfer@0.05: 56.84% | PCK-Transfer@0.15: 79.44%
+
100%|██████████| 12/12 [00:03<00:00,  3.42it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
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100%|██████████| 7/7 [00:01<00:00,  3.52it/s][2025-07-12 00:55:38] pottedplant...PCK-Transfer@0.10: 75.71% | PCK-Transfer@0.05: 49.52% | PCK-Transfer@0.15: 85.24%
+
100%|██████████| 7/7 [00:01<00:00,  3.54it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.48it/s][2025-07-12 00:55:38] sheep...PCK-Transfer@0.10: 80.00% | PCK-Transfer@0.05: 60.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.47it/s]
+
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 62%|██████▏   | 8/13 [00:02<00:01,  3.44it/s]
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100%|██████████| 13/13 [00:03<00:00,  3.43it/s][2025-07-12 00:55:42] sofa...PCK-Transfer@0.10: 71.48% | PCK-Transfer@0.05: 44.30% | PCK-Transfer@0.15: 78.02%
+
100%|██████████| 13/13 [00:03<00:00,  3.43it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.52it/s][2025-07-12 00:55:47] train...PCK-Transfer@0.10: 78.50% | PCK-Transfer@0.05: 61.50% | PCK-Transfer@0.15: 87.00%
+
100%|██████████| 20/20 [00:05<00:00,  3.56it/s]
+
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 80%|████████  | 12/15 [00:03<00:00,  3.51it/s]
 87%|████████▋ | 13/15 [00:03<00:00,  3.55it/s]
 93%|█████████▎| 14/15 [00:03<00:00,  3.58it/s]
100%|██████████| 15/15 [00:04<00:00,  3.57it/s][2025-07-12 00:55:52] tvmonitor...PCK-Transfer@0.10: 48.33% | PCK-Transfer@0.05: 41.11% | PCK-Transfer@0.15: 51.67%
+
100%|██████████| 15/15 [00:04<00:00,  3.57it/s]
+[2025-07-12 00:55:52] Weighted Per image PCK0.10: 80.77%, image PCK0.05: 66.09%, image PCK0.01: 86.05%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.8_layer_10__t_0.8_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.8_layer_10__t_0.8_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..f01635277cbd911ed4a0c5ddb5ccc664d7c22860
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.8_layer_10__t_0.8_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 05:23:46] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.8_layer_10__t_0.8_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.8_layer_10', 't_0.8_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.8_layer_10', 't_0.8_layer_15']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:02<00:00,  3.33it/s][2025-07-16 05:25:00] pottedplant...PCK-Transfer@0.10: 39.05% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 53.33%
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100%|██████████| 20/20 [00:05<00:00,  3.47it/s][2025-07-16 05:25:10] train...PCK-Transfer@0.10: 49.75% | PCK-Transfer@0.05: 26.25% | PCK-Transfer@0.15: 63.75%
+
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100%|██████████| 15/15 [00:04<00:00,  3.66it/s][2025-07-16 05:25:14] tvmonitor...PCK-Transfer@0.10: 27.78% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 32.78%
+
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+[2025-07-16 05:25:14] Weighted Per image PCK0.10: 50.48%, image PCK0.05: 32.60%, image PCK0.01: 60.21%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.8_layer_11__t_0.8_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.8_layer_11__t_0.8_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..eab130bbe26ae67f224958ed8e68da2cd38be299
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_20__t_0.8_layer_11__t_0.8_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-16 05:28:40] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_20__t_0.8_layer_11__t_0.8_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_20', 't_0.8_layer_11', 't_0.8_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_20', 't_0.8_layer_11', 't_0.8_layer_20']
+Number of parameters corr net: 120
+
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 56%|█████▋    | 18/32 [00:05<00:04,  3.37it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.37it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.39it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.45it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.32it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.37it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.46it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.53it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.48it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.51it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.46it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.45it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.45it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.52it/s]
100%|██████████| 32/32 [00:09<00:00,  3.55it/s][2025-07-16 05:29:13] bus...PCK-Transfer@0.10: 64.43% | PCK-Transfer@0.05: 46.20% | PCK-Transfer@0.15: 74.06%
+
100%|██████████| 32/32 [00:09<00:00,  3.41it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:07,  2.53it/s]
 11%|█         | 2/19 [00:00<00:05,  2.97it/s]
 16%|█▌        | 3/19 [00:00<00:05,  3.11it/s]
 21%|██        | 4/19 [00:01<00:04,  3.19it/s]
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 32%|███▏      | 6/19 [00:01<00:04,  3.20it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.20it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.29it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.31it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.38it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.40it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.37it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.38it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.44it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.47it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.44it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.39it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.44it/s]
100%|██████████| 19/19 [00:05<00:00,  3.49it/s][2025-07-16 05:29:19] car...PCK-Transfer@0.10: 71.51% | PCK-Transfer@0.05: 55.77% | PCK-Transfer@0.15: 76.59%
+
100%|██████████| 19/19 [00:05<00:00,  3.33it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.48it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.44it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.44it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.49it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.49it/s]
 41%|████      | 11/27 [00:03<00:04,  3.47it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.50it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.45it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.43it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.45it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.44it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.43it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.41it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.39it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.41it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.39it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.38it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.38it/s]
100%|██████████| 27/27 [00:07<00:00,  3.38it/s][2025-07-16 05:29:27] cat...PCK-Transfer@0.10: 66.94% | PCK-Transfer@0.05: 46.81% | PCK-Transfer@0.15: 75.30%
+
100%|██████████| 27/27 [00:07<00:00,  3.43it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.00it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.32it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.41it/s]
 31%|███       | 4/13 [00:01<00:02,  3.41it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.44it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.41it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.42it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.48it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.50it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.52it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.53it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.49it/s]
100%|██████████| 13/13 [00:03<00:00,  3.50it/s][2025-07-16 05:29:30] chair...PCK-Transfer@0.10: 29.85% | PCK-Transfer@0.05: 16.86% | PCK-Transfer@0.15: 39.55%
+
100%|██████████| 13/13 [00:03<00:00,  3.45it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.50it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.50it/s]
100%|██████████| 3/3 [00:00<00:00,  3.50it/s][2025-07-16 05:29:31] cow...PCK-Transfer@0.10: 79.17% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.50it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.44it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.47it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.47it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.53it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.51it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.48it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.47it/s]
100%|██████████| 8/8 [00:02<00:00,  3.50it/s][2025-07-16 05:29:33] diningtable...PCK-Transfer@0.10: 30.73% | PCK-Transfer@0.05: 11.98% | PCK-Transfer@0.15: 34.90%
+
100%|██████████| 8/8 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.35it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.47it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.44it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.53it/s]
 21%|██        | 5/24 [00:01<00:05,  3.50it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.49it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.44it/s]
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 42%|████▏     | 10/24 [00:02<00:03,  3.50it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.52it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.51it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.49it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.47it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.46it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.44it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.45it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.37it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.39it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.41it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.42it/s]
100%|██████████| 24/24 [00:06<00:00,  3.42it/s][2025-07-16 05:29:40] dog...PCK-Transfer@0.10: 63.36% | PCK-Transfer@0.05: 45.15% | PCK-Transfer@0.15: 71.46%
+
100%|██████████| 24/24 [00:06<00:00,  3.45it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.42it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.47it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.51it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.56it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.49it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.45it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.34it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.37it/s]
100%|██████████| 9/9 [00:02<00:00,  3.42it/s][2025-07-16 05:29:43] horse...PCK-Transfer@0.10: 63.47% | PCK-Transfer@0.05: 41.90% | PCK-Transfer@0.15: 75.08%
+
100%|██████████| 9/9 [00:02<00:00,  3.43it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.39it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.43it/s]
 41%|████      | 11/27 [00:03<00:04,  3.44it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.41it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.45it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.47it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.46it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.46it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.48it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.45it/s]
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 78%|███████▊  | 21/27 [00:06<00:01,  3.48it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.55it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.54it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.59it/s][2025-07-16 05:29:51] motorbike...PCK-Transfer@0.10: 69.26% | PCK-Transfer@0.05: 51.60% | PCK-Transfer@0.15: 79.64%
+
100%|██████████| 27/27 [00:07<00:00,  3.49it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.53it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.64it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.68it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.67it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.32it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.16it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.02it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.01it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.12it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.17it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.24it/s]
100%|██████████| 12/12 [00:03<00:00,  3.21it/s][2025-07-16 05:29:55] person...PCK-Transfer@0.10: 49.54% | PCK-Transfer@0.05: 31.32% | PCK-Transfer@0.15: 59.46%
+
100%|██████████| 12/12 [00:03<00:00,  3.25it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.02it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.19it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.33it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.31it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.18it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.24it/s]
100%|██████████| 7/7 [00:02<00:00,  3.20it/s][2025-07-16 05:29:57] pottedplant...PCK-Transfer@0.10: 56.19% | PCK-Transfer@0.05: 21.43% | PCK-Transfer@0.15: 68.57%
+
100%|██████████| 7/7 [00:02<00:00,  3.22it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.33it/s][2025-07-16 05:29:57] sheep...PCK-Transfer@0.10: 80.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.33it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.39it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.40it/s]
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 77%|███████▋  | 10/13 [00:02<00:00,  3.25it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.29it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.42it/s]
100%|██████████| 13/13 [00:03<00:00,  3.32it/s][2025-07-16 05:30:01] sofa...PCK-Transfer@0.10: 39.52% | PCK-Transfer@0.05: 17.94% | PCK-Transfer@0.15: 50.62%
+
100%|██████████| 13/13 [00:03<00:00,  3.35it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.41it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.41it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.40it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.36it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.41it/s]
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 80%|████████  | 16/20 [00:04<00:01,  3.43it/s]
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 90%|█████████ | 18/20 [00:05<00:00,  3.31it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.38it/s]
100%|██████████| 20/20 [00:05<00:00,  3.27it/s][2025-07-16 05:30:07] train...PCK-Transfer@0.10: 58.75% | PCK-Transfer@0.05: 36.50% | PCK-Transfer@0.15: 70.75%
+
100%|██████████| 20/20 [00:05<00:00,  3.38it/s]
+
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+[2025-07-16 05:30:11] Weighted Per image PCK0.10: 58.65%, image PCK0.05: 40.23%, image PCK0.01: 68.20%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_10__t_0.6_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_10__t_0.6_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..ceba5db1606dd2daa63266e8020c1eaec565c152
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_10__t_0.6_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-12 09:59:08] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_10__t_0.6_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.3_layer_10', 't_0.6_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.3_layer_10', 't_0.6_layer_13']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:01<00:00,  3.55it/s][2025-07-12 10:00:22] pottedplant...PCK-Transfer@0.10: 39.52% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 63.81%
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+
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+[2025-07-12 10:00:36] Weighted Per image PCK0.10: 64.52%, image PCK0.05: 46.03%, image PCK0.01: 76.89%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_10__t_0.6_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_10__t_0.6_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..a8073d81055d9254345720d2e3d148bd945f55b7
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_10__t_0.6_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 10:00:41] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_10__t_0.6_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.3_layer_10', 't_0.6_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.3_layer_10', 't_0.6_layer_15']
+Number of parameters corr net: 120
+
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+
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 72%|███████▏  | 23/32 [00:07<00:02,  3.18it/s]
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 78%|███████▊  | 25/32 [00:07<00:02,  3.31it/s]
 81%|████████▏ | 26/32 [00:08<00:01,  3.29it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.33it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.31it/s]
 91%|█████████ | 29/32 [00:09<00:00,  3.31it/s]
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100%|██████████| 32/32 [00:10<00:00,  3.37it/s][2025-07-12 10:01:16] bus...PCK-Transfer@0.10: 62.76% | PCK-Transfer@0.05: 48.18% | PCK-Transfer@0.15: 72.40%
+
100%|██████████| 32/32 [00:10<00:00,  3.19it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
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 11%|█         | 2/19 [00:00<00:04,  3.41it/s]
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 32%|███▏      | 6/19 [00:01<00:04,  3.23it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.16it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.23it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.21it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.29it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.17it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.16it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.04it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.05it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.13it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.20it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.19it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.12it/s]
100%|██████████| 19/19 [00:05<00:00,  3.17it/s][2025-07-12 10:01:22] car...PCK-Transfer@0.10: 80.25% | PCK-Transfer@0.05: 66.49% | PCK-Transfer@0.15: 85.65%
+
100%|██████████| 19/19 [00:05<00:00,  3.19it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.36it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.35it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.39it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.34it/s]
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 63%|██████▎   | 17/27 [00:05<00:02,  3.35it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.40it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.40it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.36it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.35it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.35it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.34it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.33it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.31it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.29it/s]
100%|██████████| 27/27 [00:08<00:00,  3.25it/s][2025-07-12 10:01:30] cat...PCK-Transfer@0.10: 68.18% | PCK-Transfer@0.05: 50.86% | PCK-Transfer@0.15: 77.76%
+
100%|██████████| 27/27 [00:08<00:00,  3.34it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.26it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.36it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.38it/s]
 31%|███       | 4/13 [00:01<00:02,  3.32it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.33it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.30it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.32it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.36it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.38it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.40it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.39it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.37it/s]
100%|██████████| 13/13 [00:03<00:00,  3.37it/s][2025-07-12 10:01:34] chair...PCK-Transfer@0.10: 43.14% | PCK-Transfer@0.05: 24.06% | PCK-Transfer@0.15: 54.32%
+
100%|██████████| 13/13 [00:03<00:00,  3.36it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.78it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  2.99it/s]
100%|██████████| 3/3 [00:00<00:00,  3.17it/s][2025-07-12 10:01:35] cow...PCK-Transfer@0.10: 70.83% | PCK-Transfer@0.05: 41.67% | PCK-Transfer@0.15: 85.42%
+
100%|██████████| 3/3 [00:00<00:00,  3.09it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.06it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.20it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.32it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.44it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.41it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.41it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.37it/s]
100%|██████████| 8/8 [00:02<00:00,  3.40it/s][2025-07-12 10:01:37] diningtable...PCK-Transfer@0.10: 49.48% | PCK-Transfer@0.05: 19.27% | PCK-Transfer@0.15: 64.58%
+
100%|██████████| 8/8 [00:02<00:00,  3.37it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.27it/s]
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 17%|█▋        | 4/24 [00:01<00:05,  3.46it/s]
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 25%|██▌       | 6/24 [00:01<00:05,  3.39it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.42it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.38it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.37it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.33it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.26it/s]
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 83%|████████▎ | 20/24 [00:06<00:01,  3.22it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.22it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.23it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.24it/s]
100%|██████████| 24/24 [00:07<00:00,  3.23it/s][2025-07-12 10:01:44] dog...PCK-Transfer@0.10: 59.51% | PCK-Transfer@0.05: 41.37% | PCK-Transfer@0.15: 72.89%
+
100%|██████████| 24/24 [00:07<00:00,  3.31it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
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 22%|██▏       | 2/9 [00:00<00:02,  3.38it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.34it/s]
100%|██████████| 9/9 [00:02<00:00,  3.36it/s][2025-07-12 10:01:47] horse...PCK-Transfer@0.10: 63.73% | PCK-Transfer@0.05: 43.36% | PCK-Transfer@0.15: 74.29%
+
100%|██████████| 9/9 [00:02<00:00,  3.39it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 81%|████████▏ | 22/27 [00:06<00:01,  3.47it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.46it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.50it/s][2025-07-12 10:01:55] motorbike...PCK-Transfer@0.10: 67.13% | PCK-Transfer@0.05: 42.78% | PCK-Transfer@0.15: 80.65%
+
100%|██████████| 27/27 [00:07<00:00,  3.43it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.40it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.42it/s]
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 67%|██████▋   | 8/12 [00:02<00:01,  3.41it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.39it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.40it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.36it/s]
100%|██████████| 12/12 [00:03<00:00,  3.39it/s][2025-07-12 10:01:58] person...PCK-Transfer@0.10: 50.47% | PCK-Transfer@0.05: 32.97% | PCK-Transfer@0.15: 64.30%
+
100%|██████████| 12/12 [00:03<00:00,  3.39it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
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 86%|████████▌ | 6/7 [00:01<00:00,  3.34it/s]
100%|██████████| 7/7 [00:02<00:00,  3.35it/s][2025-07-12 10:02:00] pottedplant...PCK-Transfer@0.10: 39.52% | PCK-Transfer@0.05: 17.14% | PCK-Transfer@0.15: 54.29%
+
100%|██████████| 7/7 [00:02<00:00,  3.33it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.33it/s][2025-07-12 10:02:01] sheep...PCK-Transfer@0.10: 20.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.32it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.31it/s]
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 77%|███████▋  | 10/13 [00:02<00:00,  3.34it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.28it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.34it/s]
100%|██████████| 13/13 [00:03<00:00,  3.38it/s][2025-07-12 10:02:05] sofa...PCK-Transfer@0.10: 43.82% | PCK-Transfer@0.05: 26.92% | PCK-Transfer@0.15: 62.83%
+
100%|██████████| 13/13 [00:03<00:00,  3.34it/s]
+
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+[2025-07-12 10:02:15] Weighted Per image PCK0.10: 60.93%, image PCK0.05: 42.89%, image PCK0.01: 73.35%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_10__t_0.7_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_10__t_0.7_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..f61fc58e82c06cde92f7b559546b3ccafe0c3882
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_10__t_0.7_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-12 10:02:20] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_10__t_0.7_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.3_layer_10', 't_0.7_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.3_layer_10', 't_0.7_layer_5']
+Number of parameters corr net: 120
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100%|██████████| 32/32 [00:09<00:00,  3.47it/s][2025-07-12 10:02:52] bus...PCK-Transfer@0.10: 69.64% | PCK-Transfer@0.05: 51.67% | PCK-Transfer@0.15: 77.19%
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+
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+[2025-07-12 10:03:50] Weighted Per image PCK0.10: 64.80%, image PCK0.05: 44.53%, image PCK0.01: 75.97%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_10__t_0.8_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_10__t_0.8_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..e19061fdc18129cb19b43c5cbf4b1399a2482d03
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_10__t_0.8_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 10:16:19] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_10__t_0.8_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.3_layer_10', 't_0.8_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.3_layer_10', 't_0.8_layer_20']
+Number of parameters corr net: 120
+
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 67%|██████▋   | 4/6 [00:01<00:00,  3.45it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.45it/s]
100%|██████████| 6/6 [00:01<00:00,  3.51it/s][2025-07-12 10:16:40] boat...PCK-Transfer@0.10: 47.22% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 68.06%
+
100%|██████████| 6/6 [00:01<00:00,  3.50it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.26it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.54it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.51it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.48it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.50it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.49it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.59it/s]
100%|██████████| 8/8 [00:02<00:00,  3.54it/s][2025-07-12 10:16:42] bottle...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 37.50% | PCK-Transfer@0.15: 60.94%
+
100%|██████████| 8/8 [00:02<00:00,  3.52it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.55it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.50it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.51it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.50it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.55it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.48it/s]
 22%|██▏       | 7/32 [00:01<00:07,  3.50it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.47it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.47it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.53it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.58it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.58it/s]
 41%|████      | 13/32 [00:03<00:05,  3.50it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.49it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.52it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.53it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.60it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.60it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.55it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.53it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.51it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.52it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.53it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.52it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.49it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.54it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.52it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.56it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.59it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.59it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.46it/s]
100%|██████████| 32/32 [00:09<00:00,  3.46it/s][2025-07-12 10:16:51] bus...PCK-Transfer@0.10: 66.67% | PCK-Transfer@0.05: 46.35% | PCK-Transfer@0.15: 75.52%
+
100%|██████████| 32/32 [00:09<00:00,  3.52it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:07,  2.28it/s]
 11%|█         | 2/19 [00:00<00:05,  2.87it/s]
 16%|█▌        | 3/19 [00:01<00:05,  3.07it/s]
 21%|██        | 4/19 [00:01<00:04,  3.17it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.26it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.42it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.53it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.51it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.53it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.48it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.49it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.54it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.53it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.52it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.56it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.59it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.62it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.58it/s]
100%|██████████| 19/19 [00:05<00:00,  3.53it/s][2025-07-12 10:16:57] car...PCK-Transfer@0.10: 79.04% | PCK-Transfer@0.05: 65.35% | PCK-Transfer@0.15: 82.78%
+
100%|██████████| 19/19 [00:05<00:00,  3.43it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.39it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.48it/s]
 11%|█         | 3/27 [00:00<00:06,  3.55it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.51it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.51it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.46it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.47it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.50it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.55it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.55it/s]
 41%|████      | 11/27 [00:03<00:04,  3.53it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.50it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.56it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.56it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.61it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.65it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.58it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.55it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.52it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.57it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.57it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.61it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.58it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.58it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.56it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.51it/s]
100%|██████████| 27/27 [00:07<00:00,  3.52it/s][2025-07-12 10:17:04] cat...PCK-Transfer@0.10: 66.38% | PCK-Transfer@0.05: 47.20% | PCK-Transfer@0.15: 78.21%
+
100%|██████████| 27/27 [00:07<00:00,  3.54it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.68it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.08it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.17it/s]
 31%|███       | 4/13 [00:01<00:02,  3.31it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.41it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.49it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.50it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.47it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.46it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.46it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.46it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.52it/s]
100%|██████████| 13/13 [00:03<00:00,  3.50it/s][2025-07-12 10:17:08] chair...PCK-Transfer@0.10: 35.68% | PCK-Transfer@0.05: 19.76% | PCK-Transfer@0.15: 44.02%
+
100%|██████████| 13/13 [00:03<00:00,  3.41it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.28it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.40it/s]
100%|██████████| 3/3 [00:00<00:00,  3.46it/s][2025-07-12 10:17:09] cow...PCK-Transfer@0.10: 72.92% | PCK-Transfer@0.05: 52.08% | PCK-Transfer@0.15: 87.50%
+
100%|██████████| 3/3 [00:00<00:00,  3.43it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.31it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.34it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.46it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.44it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.49it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.50it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.53it/s]
100%|██████████| 8/8 [00:02<00:00,  3.52it/s][2025-07-12 10:17:11] diningtable...PCK-Transfer@0.10: 49.48% | PCK-Transfer@0.05: 23.44% | PCK-Transfer@0.15: 58.85%
+
100%|██████████| 8/8 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.47it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.51it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.54it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.41it/s]
 21%|██        | 5/24 [00:01<00:05,  3.47it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.51it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.54it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.54it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.53it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.51it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.53it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.53it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.53it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.52it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.56it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.55it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.56it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.60it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.58it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.56it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.55it/s]
100%|██████████| 24/24 [00:06<00:00,  3.52it/s][2025-07-12 10:17:18] dog...PCK-Transfer@0.10: 58.42% | PCK-Transfer@0.05: 35.91% | PCK-Transfer@0.15: 71.46%
+
100%|██████████| 24/24 [00:06<00:00,  3.53it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.22it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.35it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.37it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.53it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.60it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.58it/s]
100%|██████████| 9/9 [00:02<00:00,  3.54it/s][2025-07-12 10:17:21] horse...PCK-Transfer@0.10: 66.90% | PCK-Transfer@0.05: 42.83% | PCK-Transfer@0.15: 75.50%
+
100%|██████████| 9/9 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.31it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.54it/s]
 41%|████      | 11/27 [00:03<00:04,  3.52it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.51it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.51it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.52it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.52it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.52it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.54it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.54it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.51it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.54it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.54it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.50it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.51it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.52it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.48it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.50it/s]
100%|██████████| 27/27 [00:07<00:00,  3.50it/s][2025-07-12 10:17:28] motorbike...PCK-Transfer@0.10: 65.84% | PCK-Transfer@0.05: 42.70% | PCK-Transfer@0.15: 76.88%
+
100%|██████████| 27/27 [00:07<00:00,  3.52it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.03it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.16it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.27it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.29it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.42it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.43it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.50it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.51it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.55it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.54it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.56it/s]
100%|██████████| 12/12 [00:03<00:00,  3.53it/s][2025-07-12 10:17:32] person...PCK-Transfer@0.10: 49.13% | PCK-Transfer@0.05: 31.86% | PCK-Transfer@0.15: 65.22%
+
100%|██████████| 12/12 [00:03<00:00,  3.45it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.64it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.70it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.60it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.62it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.69it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.61it/s]
100%|██████████| 7/7 [00:01<00:00,  3.61it/s][2025-07-12 10:17:34] pottedplant...PCK-Transfer@0.10: 44.76% | PCK-Transfer@0.05: 11.90% | PCK-Transfer@0.15: 61.43%
+
100%|██████████| 7/7 [00:01<00:00,  3.63it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.61it/s][2025-07-12 10:17:34] sheep...PCK-Transfer@0.10: 20.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.60it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.55it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.55it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.54it/s]
 31%|███       | 4/13 [00:01<00:02,  3.51it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.54it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.55it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.52it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.54it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.56it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.53it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.58it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.52it/s]
100%|██████████| 13/13 [00:03<00:00,  3.50it/s][2025-07-12 10:17:38] sofa...PCK-Transfer@0.10: 38.79% | PCK-Transfer@0.05: 23.96% | PCK-Transfer@0.15: 54.68%
+
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+[2025-07-12 10:17:47] Weighted Per image PCK0.10: 60.65%, image PCK0.05: 40.31%, image PCK0.01: 71.72%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_11__t_0.3_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_11__t_0.3_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..ee8ffbb25c911fe9a7eb768b2265c9ffe94e620a
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_11__t_0.3_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-12 10:17:52] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_11__t_0.3_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.3_layer_11', 't_0.3_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.3_layer_11', 't_0.3_layer_13']
+Number of parameters corr net: 120
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+
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+[2025-07-12 10:19:23] Weighted Per image PCK0.10: 60.88%, image PCK0.05: 40.87%, image PCK0.01: 73.82%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_11__t_0.5_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_11__t_0.5_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..b95ba74d3be55784f6e2ac09f7e4be51ee1563c1
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_11__t_0.5_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 10:24:08] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_11__t_0.5_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.3_layer_11', 't_0.5_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.3_layer_11', 't_0.5_layer_12']
+Number of parameters corr net: 120
+
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 20%|██        | 2/10 [00:00<00:02,  3.46it/s]
 30%|███       | 3/10 [00:00<00:02,  3.43it/s]
 40%|████      | 4/10 [00:01<00:01,  3.43it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.46it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.37it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.42it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.43it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.47it/s]
100%|██████████| 10/10 [00:02<00:00,  3.38it/s][2025-07-12 10:24:27] bird...PCK-Transfer@0.10: 69.31% | PCK-Transfer@0.05: 39.97% | PCK-Transfer@0.15: 83.47%
+
100%|██████████| 10/10 [00:02<00:00,  3.41it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.39it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.49it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.48it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.46it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.51it/s]
100%|██████████| 6/6 [00:01<00:00,  3.53it/s][2025-07-12 10:24:29] boat...PCK-Transfer@0.10: 47.22% | PCK-Transfer@0.05: 29.17% | PCK-Transfer@0.15: 68.06%
+
100%|██████████| 6/6 [00:01<00:00,  3.50it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.29it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.46it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.39it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.43it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.47it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.43it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.54it/s]
100%|██████████| 8/8 [00:02<00:00,  3.54it/s][2025-07-12 10:24:31] bottle...PCK-Transfer@0.10: 59.38% | PCK-Transfer@0.05: 46.88% | PCK-Transfer@0.15: 71.88%
+
100%|██████████| 8/8 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.45it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.51it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.50it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.28it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.33it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.27it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.30it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.37it/s]
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 34%|███▍      | 11/32 [00:03<00:06,  3.40it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.46it/s]
 41%|████      | 13/32 [00:03<00:05,  3.43it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.43it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.44it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.43it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.52it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.56it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.58it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.57it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.38it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.43it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.50it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.49it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.48it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.51it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.46it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.50it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.52it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.46it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.46it/s]
100%|██████████| 32/32 [00:09<00:00,  3.41it/s][2025-07-12 10:24:41] bus...PCK-Transfer@0.10: 65.62% | PCK-Transfer@0.05: 48.44% | PCK-Transfer@0.15: 75.52%
+
100%|██████████| 32/32 [00:09<00:00,  3.44it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.94it/s]
 11%|█         | 2/19 [00:00<00:05,  3.30it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.42it/s]
 21%|██        | 4/19 [00:01<00:04,  3.45it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.44it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.55it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.63it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.60it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.59it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.53it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.53it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.60it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.57it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.57it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.62it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.62it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.65it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.59it/s]
100%|██████████| 19/19 [00:05<00:00,  3.53it/s][2025-07-12 10:24:46] car...PCK-Transfer@0.10: 81.61% | PCK-Transfer@0.05: 68.77% | PCK-Transfer@0.15: 85.15%
+
100%|██████████| 19/19 [00:05<00:00,  3.54it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.44it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.58it/s]
 11%|█         | 3/27 [00:00<00:06,  3.62it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.57it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.57it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.60it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.57it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.54it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.52it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.49it/s]
 41%|████      | 11/27 [00:03<00:04,  3.47it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.41it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.48it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.47it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.54it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.56it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.53it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.53it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.51it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.51it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.51it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.54it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.55it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.57it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.58it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.57it/s]
100%|██████████| 27/27 [00:07<00:00,  3.57it/s][2025-07-12 10:24:54] cat...PCK-Transfer@0.10: 71.50% | PCK-Transfer@0.05: 55.80% | PCK-Transfer@0.15: 81.01%
+
100%|██████████| 27/27 [00:07<00:00,  3.54it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.03it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.21it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.34it/s]
 31%|███       | 4/13 [00:01<00:02,  3.43it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.50it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.55it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.55it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.54it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.54it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.52it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.52it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.58it/s]
100%|██████████| 13/13 [00:03<00:00,  3.60it/s][2025-07-12 10:24:57] chair...PCK-Transfer@0.10: 42.54% | PCK-Transfer@0.05: 26.18% | PCK-Transfer@0.15: 60.30%
+
100%|██████████| 13/13 [00:03<00:00,  3.51it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.48it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.54it/s]
100%|██████████| 3/3 [00:00<00:00,  3.56it/s][2025-07-12 10:24:58] cow...PCK-Transfer@0.10: 70.83% | PCK-Transfer@0.05: 39.58% | PCK-Transfer@0.15: 83.33%
+
100%|██████████| 3/3 [00:00<00:00,  3.55it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.40it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.47it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.53it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.51it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.56it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.56it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.58it/s]
100%|██████████| 8/8 [00:02<00:00,  3.57it/s][2025-07-12 10:25:01] diningtable...PCK-Transfer@0.10: 54.69% | PCK-Transfer@0.05: 25.52% | PCK-Transfer@0.15: 68.23%
+
100%|██████████| 8/8 [00:02<00:00,  3.54it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  2.89it/s]
  8%|▊         | 2/24 [00:00<00:07,  3.03it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.20it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.23it/s]
 21%|██        | 5/24 [00:01<00:05,  3.19it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.24it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.31it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.37it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.40it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.41it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.41it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.40it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.41it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.42it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.46it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.45it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.46it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.47it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.45it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.50it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.49it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.52it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.51it/s]
100%|██████████| 24/24 [00:07<00:00,  3.49it/s][2025-07-12 10:25:08] dog...PCK-Transfer@0.10: 62.57% | PCK-Transfer@0.05: 42.90% | PCK-Transfer@0.15: 81.50%
+
100%|██████████| 24/24 [00:07<00:00,  3.40it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  2.73it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.05it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.17it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.25it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.35it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.44it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.50it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.52it/s]
100%|██████████| 9/9 [00:02<00:00,  3.48it/s][2025-07-12 10:25:10] horse...PCK-Transfer@0.10: 70.48% | PCK-Transfer@0.05: 46.80% | PCK-Transfer@0.15: 77.99%
+
100%|██████████| 9/9 [00:02<00:00,  3.37it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.36it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.48it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.59it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.56it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.62it/s]
 41%|████      | 11/27 [00:03<00:04,  3.60it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.59it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.62it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.61it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.38it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.46it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.50it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.52it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.53it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.58it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.59it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.55it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.57it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.59it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.57it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.58it/s]
100%|██████████| 27/27 [00:07<00:00,  3.57it/s][2025-07-12 10:25:18] motorbike...PCK-Transfer@0.10: 64.67% | PCK-Transfer@0.05: 39.41% | PCK-Transfer@0.15: 78.71%
+
100%|██████████| 27/27 [00:07<00:00,  3.55it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.25it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.36it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.44it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.47it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.58it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.63it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.65it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.60it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.61it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.60it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.64it/s]
100%|██████████| 12/12 [00:03<00:00,  3.62it/s][2025-07-12 10:25:21] person...PCK-Transfer@0.10: 48.90% | PCK-Transfer@0.05: 32.56% | PCK-Transfer@0.15: 63.68%
+
100%|██████████| 12/12 [00:03<00:00,  3.57it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.28it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.47it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.53it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.61it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.67it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.65it/s]
100%|██████████| 7/7 [00:01<00:00,  3.65it/s][2025-07-12 10:25:23] pottedplant...PCK-Transfer@0.10: 36.67% | PCK-Transfer@0.05: 19.52% | PCK-Transfer@0.15: 58.57%
+
100%|██████████| 7/7 [00:01<00:00,  3.60it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.67it/s][2025-07-12 10:25:24] sheep...PCK-Transfer@0.10: 20.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 20.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.66it/s]
+
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+[2025-07-12 10:25:37] Weighted Per image PCK0.10: 62.37%, image PCK0.05: 43.98%, image PCK0.01: 75.11%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_11__t_0.5_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_11__t_0.5_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..4f6d0f12405ee0bcee34a14607b95c7542635a70
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_11__t_0.5_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-12 10:25:42] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_11__t_0.5_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.3_layer_11', 't_0.5_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.3_layer_11', 't_0.5_layer_15']
+Number of parameters corr net: 120
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+[2025-07-12 10:27:13] Weighted Per image PCK0.10: 62.40%, image PCK0.05: 44.26%, image PCK0.01: 74.81%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_11__t_0.6_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_11__t_0.6_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..b321491c396a587088c03098dd407b0ccabe1b13
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_11__t_0.6_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 10:31:56] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_11__t_0.6_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.3_layer_11', 't_0.6_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.3_layer_11', 't_0.6_layer_13']
+Number of parameters corr net: 120
+
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 67%|██████▋   | 20/30 [00:05<00:02,  3.50it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.52it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.56it/s]
 77%|███████▋  | 23/30 [00:06<00:01,  3.52it/s]
 80%|████████  | 24/30 [00:06<00:01,  3.56it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.52it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.52it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.51it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.48it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.49it/s]
100%|██████████| 30/30 [00:08<00:00,  3.51it/s][2025-07-12 10:32:12] bicycle...PCK-Transfer@0.10: 73.97% | PCK-Transfer@0.05: 60.33% | PCK-Transfer@0.15: 80.33%
+
100%|██████████| 30/30 [00:08<00:00,  3.46it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.54it/s]
 20%|██        | 2/10 [00:00<00:02,  3.57it/s]
 30%|███       | 3/10 [00:00<00:01,  3.51it/s]
 40%|████      | 4/10 [00:01<00:01,  3.52it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.53it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.50it/s]
 70%|███████   | 7/10 [00:01<00:00,  3.53it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.55it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.55it/s]
100%|██████████| 10/10 [00:02<00:00,  3.53it/s][2025-07-12 10:32:15] bird...PCK-Transfer@0.10: 69.44% | PCK-Transfer@0.05: 42.33% | PCK-Transfer@0.15: 83.47%
+
100%|██████████| 10/10 [00:02<00:00,  3.53it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.56it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.61it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.57it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.49it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.50it/s]
100%|██████████| 6/6 [00:01<00:00,  3.56it/s][2025-07-12 10:32:16] boat...PCK-Transfer@0.10: 41.67% | PCK-Transfer@0.05: 23.61% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 6/6 [00:01<00:00,  3.55it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.47it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.61it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.58it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.56it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.57it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.54it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.63it/s]
100%|██████████| 8/8 [00:02<00:00,  3.61it/s][2025-07-12 10:32:19] bottle...PCK-Transfer@0.10: 59.38% | PCK-Transfer@0.05: 46.88% | PCK-Transfer@0.15: 73.44%
+
100%|██████████| 8/8 [00:02<00:00,  3.59it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.57it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.53it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.49it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.48it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.53it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.47it/s]
 22%|██▏       | 7/32 [00:01<00:07,  3.50it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.43it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.46it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.55it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.59it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.60it/s]
 41%|████      | 13/32 [00:03<00:05,  3.58it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.55it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.58it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.58it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.65it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.64it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.63it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.60it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.58it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.63it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.65it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.60it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.55it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.59it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.53it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.56it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.59it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.60it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.54it/s]
100%|██████████| 32/32 [00:08<00:00,  3.53it/s][2025-07-12 10:32:28] bus...PCK-Transfer@0.10: 63.80% | PCK-Transfer@0.05: 47.14% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 32/32 [00:08<00:00,  3.56it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.35it/s]
 11%|█         | 2/19 [00:00<00:04,  3.46it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.49it/s]
 21%|██        | 4/19 [00:01<00:04,  3.50it/s]
 26%|██▋       | 5/19 [00:01<00:03,  3.50it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.60it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.65it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.60it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.58it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.53it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.53it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.58it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.56it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.55it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.60it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.61it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.65it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.61it/s]
100%|██████████| 19/19 [00:05<00:00,  3.56it/s][2025-07-12 10:32:33] car...PCK-Transfer@0.10: 83.50% | PCK-Transfer@0.05: 67.21% | PCK-Transfer@0.15: 85.48%
+
100%|██████████| 19/19 [00:05<00:00,  3.56it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.43it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.56it/s]
 11%|█         | 3/27 [00:00<00:06,  3.56it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.44it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.51it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.56it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.54it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.55it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.61it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.61it/s]
 41%|████      | 11/27 [00:03<00:04,  3.58it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.55it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.61it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.61it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.66it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.69it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.61it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.58it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.57it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.63it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.64it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.63it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.59it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.59it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.60it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.60it/s]
100%|██████████| 27/27 [00:07<00:00,  3.57it/s][2025-07-12 10:32:41] cat...PCK-Transfer@0.10: 71.23% | PCK-Transfer@0.05: 57.21% | PCK-Transfer@0.15: 80.66%
+
100%|██████████| 27/27 [00:07<00:00,  3.59it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.54it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.29it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.16it/s]
 31%|███       | 4/13 [00:01<00:02,  3.32it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.44it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.51it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.53it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.51it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.43it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.43it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.44it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.51it/s]
100%|██████████| 13/13 [00:03<00:00,  3.50it/s][2025-07-12 10:32:44] chair...PCK-Transfer@0.10: 46.90% | PCK-Transfer@0.05: 22.41% | PCK-Transfer@0.15: 59.42%
+
100%|██████████| 13/13 [00:03<00:00,  3.45it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.52it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.56it/s]
100%|██████████| 3/3 [00:00<00:00,  3.57it/s][2025-07-12 10:32:45] cow...PCK-Transfer@0.10: 70.83% | PCK-Transfer@0.05: 41.67% | PCK-Transfer@0.15: 83.33%
+
100%|██████████| 3/3 [00:00<00:00,  3.56it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.36it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.40it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.50it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.49it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.54it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.55it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.56it/s]
100%|██████████| 8/8 [00:02<00:00,  3.55it/s][2025-07-12 10:32:47] diningtable...PCK-Transfer@0.10: 48.44% | PCK-Transfer@0.05: 22.40% | PCK-Transfer@0.15: 59.90%
+
100%|██████████| 8/8 [00:02<00:00,  3.52it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.49it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.53it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.59it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.52it/s]
 21%|██        | 5/24 [00:01<00:05,  3.55it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.57it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.58it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.59it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.57it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.51it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.51it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.51it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.53it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.51it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.56it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.57it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.56it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.57it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.55it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.59it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.58it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.56it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.55it/s]
100%|██████████| 24/24 [00:06<00:00,  3.53it/s][2025-07-12 10:32:54] dog...PCK-Transfer@0.10: 62.01% | PCK-Transfer@0.05: 43.87% | PCK-Transfer@0.15: 78.20%
+
100%|██████████| 24/24 [00:06<00:00,  3.55it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.51it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.51it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.48it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.48it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.52it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.57it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.64it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.64it/s]
100%|██████████| 9/9 [00:02<00:00,  3.61it/s][2025-07-12 10:32:57] horse...PCK-Transfer@0.10: 70.87% | PCK-Transfer@0.05: 43.78% | PCK-Transfer@0.15: 80.50%
+
100%|██████████| 9/9 [00:02<00:00,  3.57it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.28it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.46it/s]
 11%|█         | 3/27 [00:00<00:06,  3.55it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.58it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.56it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.63it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.58it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.60it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.64it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.64it/s]
 41%|████      | 11/27 [00:03<00:04,  3.63it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.61it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.61it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.61it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.61it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.62it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.64it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.62it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.60it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.61it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.61it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.56it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.56it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.57it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.53it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.54it/s]
100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-12 10:33:04] motorbike...PCK-Transfer@0.10: 68.65% | PCK-Transfer@0.05: 44.29% | PCK-Transfer@0.15: 80.66%
+
100%|██████████| 27/27 [00:07<00:00,  3.58it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.31it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.39it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.41it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.43it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.55it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.59it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.64it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.64it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.67it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.65it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.67it/s]
100%|██████████| 12/12 [00:03<00:00,  3.62it/s][2025-07-12 10:33:08] person...PCK-Transfer@0.10: 49.43% | PCK-Transfer@0.05: 31.65% | PCK-Transfer@0.15: 66.91%
+
100%|██████████| 12/12 [00:03<00:00,  3.58it/s]
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+[2025-07-12 10:33:23] Weighted Per image PCK0.10: 62.78%, image PCK0.05: 44.14%, image PCK0.01: 75.47%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_11__t_0.8_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_11__t_0.8_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..1c0c4006b581b74294d5fe0fd244fb32ca9102cf
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_11__t_0.8_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-12 10:44:30] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_11__t_0.8_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.3_layer_11', 't_0.8_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.3_layer_11', 't_0.8_layer_12']
+Number of parameters corr net: 120
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+[2025-07-12 10:46:00] Weighted Per image PCK0.10: 66.21%, image PCK0.05: 46.69%, image PCK0.01: 78.86%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_11__t_0.8_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_11__t_0.8_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..ca3941b63096af5267f1bd3c102e309cb7e86336
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_11__t_0.8_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-12 10:41:22] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_11__t_0.8_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.3_layer_11', 't_0.8_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.3_layer_11', 't_0.8_layer_5']
+Number of parameters corr net: 120
+
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 23%|██▎       | 7/30 [00:02<00:07,  3.20it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.37it/s]
 30%|███       | 9/30 [00:02<00:06,  3.35it/s]
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 37%|███▋      | 11/30 [00:03<00:05,  3.37it/s]
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 43%|████▎     | 13/30 [00:04<00:05,  3.33it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.35it/s]
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 57%|█████▋    | 17/30 [00:05<00:03,  3.25it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.26it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.31it/s]
 67%|██████▋   | 20/30 [00:06<00:02,  3.34it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.42it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.43it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.39it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.39it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.37it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.35it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.33it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.30it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.29it/s]
100%|██████████| 30/30 [00:09<00:00,  3.32it/s][2025-07-12 10:41:38] bicycle...PCK-Transfer@0.10: 74.55% | PCK-Transfer@0.05: 56.36% | PCK-Transfer@0.15: 84.24%
+
100%|██████████| 30/30 [00:09<00:00,  3.28it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.31it/s]
 20%|██        | 2/10 [00:00<00:02,  3.35it/s]
 30%|███       | 3/10 [00:00<00:02,  3.31it/s]
 40%|████      | 4/10 [00:01<00:01,  3.32it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.34it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.32it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.34it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.35it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.36it/s]
100%|██████████| 10/10 [00:02<00:00,  3.33it/s][2025-07-12 10:41:41] bird...PCK-Transfer@0.10: 71.67% | PCK-Transfer@0.05: 39.97% | PCK-Transfer@0.15: 81.94%
+
100%|██████████| 10/10 [00:02<00:00,  3.33it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.47it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.46it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.43it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.38it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.31it/s]
100%|██████████| 6/6 [00:01<00:00,  3.32it/s][2025-07-12 10:41:43] boat...PCK-Transfer@0.10: 47.22% | PCK-Transfer@0.05: 34.72% | PCK-Transfer@0.15: 76.39%
+
100%|██████████| 6/6 [00:01<00:00,  3.36it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.18it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.29it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.26it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.23it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.24it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.25it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.35it/s]
100%|██████████| 8/8 [00:02<00:00,  3.34it/s][2025-07-12 10:41:45] bottle...PCK-Transfer@0.10: 62.50% | PCK-Transfer@0.05: 42.19% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 8/8 [00:02<00:00,  3.29it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 25%|██▌       | 8/32 [00:02<00:07,  3.35it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.37it/s]
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 38%|███▊      | 12/32 [00:03<00:05,  3.45it/s]
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 44%|████▍     | 14/32 [00:04<00:05,  3.41it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.45it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.46it/s]
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 56%|█████▋    | 18/32 [00:05<00:03,  3.51it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.43it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.34it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.31it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.39it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.41it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.39it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.36it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.43it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.35it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.33it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.33it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.31it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.25it/s]
100%|██████████| 32/32 [00:09<00:00,  3.21it/s][2025-07-12 10:41:55] bus...PCK-Transfer@0.10: 66.77% | PCK-Transfer@0.05: 51.41% | PCK-Transfer@0.15: 78.75%
+
100%|██████████| 32/32 [00:09<00:00,  3.37it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
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 11%|█         | 2/19 [00:00<00:05,  3.20it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.39it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.44it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.41it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.40it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.35it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.35it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.40it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.40it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.38it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.43it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.43it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.45it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.41it/s]
100%|██████████| 19/19 [00:05<00:00,  3.37it/s][2025-07-12 10:42:00] car...PCK-Transfer@0.10: 83.27% | PCK-Transfer@0.05: 68.22% | PCK-Transfer@0.15: 88.54%
+
100%|██████████| 19/19 [00:05<00:00,  3.37it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.33it/s]
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 67%|██████▋   | 18/27 [00:05<00:02,  3.28it/s]
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 74%|███████▍  | 20/27 [00:06<00:02,  3.32it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.31it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.35it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.34it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.33it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.31it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.33it/s]
100%|██████████| 27/27 [00:08<00:00,  3.35it/s][2025-07-12 10:42:09] cat...PCK-Transfer@0.10: 72.03% | PCK-Transfer@0.05: 55.97% | PCK-Transfer@0.15: 77.74%
+
100%|██████████| 27/27 [00:08<00:00,  3.31it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.36it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.37it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.34it/s]
 31%|███       | 4/13 [00:01<00:02,  3.32it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.32it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.34it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.31it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.26it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.23it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.21it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.20it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.23it/s]
100%|██████████| 13/13 [00:03<00:00,  3.23it/s][2025-07-12 10:42:13] chair...PCK-Transfer@0.10: 47.93% | PCK-Transfer@0.05: 29.53% | PCK-Transfer@0.15: 61.54%
+
100%|██████████| 13/13 [00:03<00:00,  3.27it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.27it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.26it/s]
100%|██████████| 3/3 [00:00<00:00,  3.28it/s][2025-07-12 10:42:14] cow...PCK-Transfer@0.10: 72.92% | PCK-Transfer@0.05: 37.50% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 3/3 [00:00<00:00,  3.27it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.33it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.34it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.39it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.37it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.39it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.41it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.43it/s]
100%|██████████| 8/8 [00:02<00:00,  3.42it/s][2025-07-12 10:42:16] diningtable...PCK-Transfer@0.10: 52.60% | PCK-Transfer@0.05: 25.52% | PCK-Transfer@0.15: 67.19%
+
100%|██████████| 8/8 [00:02<00:00,  3.40it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
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 12%|█▎        | 3/24 [00:00<00:06,  3.32it/s]
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 21%|██        | 5/24 [00:01<00:05,  3.36it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.37it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.39it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.38it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.34it/s]
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 58%|█████▊    | 14/24 [00:04<00:03,  3.32it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.32it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.31it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.28it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.30it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.15it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.19it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.21it/s]
100%|██████████| 24/24 [00:07<00:00,  3.23it/s][2025-07-12 10:42:23] dog...PCK-Transfer@0.10: 67.99% | PCK-Transfer@0.05: 44.91% | PCK-Transfer@0.15: 81.36%
+
100%|██████████| 24/24 [00:07<00:00,  3.30it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.42it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.37it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.27it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.31it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.09it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.14it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.21it/s]
100%|██████████| 9/9 [00:02<00:00,  3.24it/s][2025-07-12 10:42:26] horse...PCK-Transfer@0.10: 69.42% | PCK-Transfer@0.05: 40.48% | PCK-Transfer@0.15: 85.79%
+
100%|██████████| 9/9 [00:02<00:00,  3.24it/s]
+
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 41%|████      | 11/27 [00:03<00:04,  3.38it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.33it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.33it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.36it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.38it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.39it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.43it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.43it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.42it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.42it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.37it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.30it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.30it/s]
100%|██████████| 27/27 [00:08<00:00,  3.30it/s][2025-07-12 10:42:34] motorbike...PCK-Transfer@0.10: 74.06% | PCK-Transfer@0.05: 47.73% | PCK-Transfer@0.15: 87.90%
+
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+
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+
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+[2025-07-12 10:42:54] Weighted Per image PCK0.10: 64.80%, image PCK0.05: 45.19%, image PCK0.01: 77.31%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_12__t_0.6_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_12__t_0.6_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..9f32003707adec6e082de42e609082f39c1b4859
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_12__t_0.6_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-12 11:04:40] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_12__t_0.6_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.3_layer_12', 't_0.6_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.3_layer_12', 't_0.6_layer_18']
+Number of parameters corr net: 120
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100%|██████████| 20/20 [00:05<00:00,  3.57it/s][2025-07-12 11:06:04] train...PCK-Transfer@0.10: 65.50% | PCK-Transfer@0.05: 40.25% | PCK-Transfer@0.15: 78.50%
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100%|██████████| 15/15 [00:04<00:00,  3.51it/s][2025-07-12 11:06:09] tvmonitor...PCK-Transfer@0.10: 38.33% | PCK-Transfer@0.05: 28.33% | PCK-Transfer@0.15: 48.33%
+
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+[2025-07-12 11:06:09] Weighted Per image PCK0.10: 65.93%, image PCK0.05: 47.30%, image PCK0.01: 76.48%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_12__t_0.7_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_12__t_0.7_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..bd4b33cf942bec071289ff1d3b5b2a106e88a760
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_12__t_0.7_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-12 11:07:46] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_12__t_0.7_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.3_layer_12', 't_0.7_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.3_layer_12', 't_0.7_layer_10']
+Number of parameters corr net: 120
+
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 33%|███▎      | 5/15 [00:03<00:04,  2.25it/s]
 40%|████      | 6/15 [00:03<00:03,  2.57it/s]
 47%|████▋     | 7/15 [00:03<00:02,  2.78it/s]
 53%|█████▎    | 8/15 [00:03<00:02,  2.96it/s]
 60%|██████    | 9/15 [00:04<00:01,  3.10it/s]
 67%|██████▋   | 10/15 [00:04<00:01,  3.18it/s]
 73%|███████▎  | 11/15 [00:04<00:01,  3.22it/s]
 80%|████████  | 12/15 [00:05<00:00,  3.26it/s]
 87%|████████▋ | 13/15 [00:05<00:00,  3.30it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.35it/s]
100%|██████████| 15/15 [00:05<00:00,  3.39it/s][2025-07-12 11:07:53] aeroplane...PCK-Transfer@0.10: 87.23% | PCK-Transfer@0.05: 70.79% | PCK-Transfer@0.15: 94.37%
+
100%|██████████| 15/15 [00:05<00:00,  2.52it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:08,  3.43it/s]
  7%|▋         | 2/30 [00:00<00:08,  3.49it/s]
 10%|█         | 3/30 [00:00<00:07,  3.55it/s]
 13%|█▎        | 4/30 [00:01<00:07,  3.50it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.45it/s]
 20%|██        | 6/30 [00:01<00:06,  3.44it/s]
 23%|██▎       | 7/30 [00:02<00:06,  3.47it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.56it/s]
 30%|███       | 9/30 [00:02<00:05,  3.55it/s]
 33%|███▎      | 10/30 [00:02<00:05,  3.58it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.50it/s]
 40%|████      | 12/30 [00:03<00:05,  3.50it/s]
 43%|████▎     | 13/30 [00:03<00:04,  3.45it/s]
 47%|████▋     | 14/30 [00:03<00:04,  3.53it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.52it/s]
 53%|█████▎    | 16/30 [00:04<00:03,  3.51it/s]
 57%|█████▋    | 17/30 [00:04<00:03,  3.48it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.47it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.48it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.49it/s]
 70%|███████   | 21/30 [00:05<00:02,  3.53it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.57it/s]
 77%|███████▋  | 23/30 [00:06<00:01,  3.52it/s]
 80%|████████  | 24/30 [00:06<00:01,  3.56it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.50it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.48it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.49it/s]
 93%|█████████▎| 28/30 [00:07<00:00,  3.46it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.46it/s]
100%|██████████| 30/30 [00:08<00:00,  3.50it/s][2025-07-12 11:08:01] bicycle...PCK-Transfer@0.10: 87.03% | PCK-Transfer@0.05: 73.36% | PCK-Transfer@0.15: 90.36%
+
100%|██████████| 30/30 [00:08<00:00,  3.50it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.55it/s]
 20%|██        | 2/10 [00:00<00:02,  3.46it/s]
 30%|███       | 3/10 [00:00<00:02,  3.42it/s]
 40%|████      | 4/10 [00:01<00:01,  3.44it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.47it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.42it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.45it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.45it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.48it/s]
100%|██████████| 10/10 [00:02<00:00,  3.46it/s][2025-07-12 11:08:04] bird...PCK-Transfer@0.10: 79.11% | PCK-Transfer@0.05: 54.89% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 10/10 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.66it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.62it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.57it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.49it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.46it/s]
100%|██████████| 6/6 [00:01<00:00,  3.51it/s][2025-07-12 11:08:06] boat...PCK-Transfer@0.10: 69.44% | PCK-Transfer@0.05: 51.39% | PCK-Transfer@0.15: 84.72%
+
100%|██████████| 6/6 [00:01<00:00,  3.52it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.45it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.62it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.56it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.52it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.52it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.48it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.57it/s]
100%|██████████| 8/8 [00:02<00:00,  3.55it/s][2025-07-12 11:08:08] bottle...PCK-Transfer@0.10: 68.75% | PCK-Transfer@0.05: 54.69% | PCK-Transfer@0.15: 78.12%
+
100%|██████████| 8/8 [00:02<00:00,  3.54it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.59it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.43it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.36it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.38it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.39it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.38it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.43it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.40it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.44it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.51it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.55it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.55it/s]
 41%|████      | 13/32 [00:03<00:05,  3.52it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.48it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.52it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.51it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.56it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.57it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.57it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.54it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.54it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.62it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.60it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.56it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.51it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.57it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.56it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.58it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.58it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.54it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.48it/s]
100%|██████████| 32/32 [00:09<00:00,  3.48it/s][2025-07-12 11:08:17] bus...PCK-Transfer@0.10: 83.18% | PCK-Transfer@0.05: 73.54% | PCK-Transfer@0.15: 86.30%
+
100%|██████████| 32/32 [00:09<00:00,  3.51it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.36it/s]
 11%|█         | 2/19 [00:00<00:04,  3.52it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.50it/s]
 21%|██        | 4/19 [00:01<00:04,  3.31it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.37it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.47it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.55it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.50it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.38it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.32it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.34it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.42it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.44it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.44it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.50it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.51it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.55it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.50it/s]
100%|██████████| 19/19 [00:05<00:00,  3.45it/s][2025-07-12 11:08:23] car...PCK-Transfer@0.10: 92.94% | PCK-Transfer@0.05: 83.91% | PCK-Transfer@0.15: 94.70%
+
100%|██████████| 19/19 [00:05<00:00,  3.44it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.41it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.53it/s]
 11%|█         | 3/27 [00:00<00:06,  3.59it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.51it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.53it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.54it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.33it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.44it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.46it/s]
 41%|████      | 11/27 [00:03<00:04,  3.45it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.42it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.50it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.51it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.57it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.62it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.54it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.50it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.49it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.56it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.58it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.61it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.58it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.57it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.56it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.55it/s]
100%|██████████| 27/27 [00:07<00:00,  3.54it/s][2025-07-12 11:08:30] cat...PCK-Transfer@0.10: 84.40% | PCK-Transfer@0.05: 66.26% | PCK-Transfer@0.15: 89.17%
+
100%|██████████| 27/27 [00:07<00:00,  3.52it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.49it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.43it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.44it/s]
 31%|███       | 4/13 [00:01<00:02,  3.46it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.50it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.52it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.51it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.46it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.46it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.44it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.44it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.49it/s]
100%|██████████| 13/13 [00:03<00:00,  3.48it/s][2025-07-12 11:08:34] chair...PCK-Transfer@0.10: 55.94% | PCK-Transfer@0.05: 35.88% | PCK-Transfer@0.15: 62.20%
+
100%|██████████| 13/13 [00:03<00:00,  3.47it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.41it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.38it/s]
100%|██████████| 3/3 [00:00<00:00,  3.39it/s][2025-07-12 11:08:35] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.39it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.39it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.38it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.44it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.41it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.44it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.48it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.51it/s]
100%|██████████| 8/8 [00:02<00:00,  3.48it/s][2025-07-12 11:08:37] diningtable...PCK-Transfer@0.10: 54.17% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 66.67%
+
100%|██████████| 8/8 [00:02<00:00,  3.46it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.40it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.45it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.49it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.41it/s]
 21%|██        | 5/24 [00:01<00:05,  3.46it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.49it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.51it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.50it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.50it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.45it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.46it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.46it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.47it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.45it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.49it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.49it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.49it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.48it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.49it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.52it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.50it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.47it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.47it/s]
100%|██████████| 24/24 [00:06<00:00,  3.47it/s][2025-07-12 11:08:44] dog...PCK-Transfer@0.10: 79.00% | PCK-Transfer@0.05: 61.07% | PCK-Transfer@0.15: 87.24%
+
100%|██████████| 24/24 [00:06<00:00,  3.48it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.48it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.49it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.44it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.36it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.44it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.48it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.55it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.56it/s]
100%|██████████| 9/9 [00:02<00:00,  3.53it/s][2025-07-12 11:08:47] horse...PCK-Transfer@0.10: 82.35% | PCK-Transfer@0.05: 62.41% | PCK-Transfer@0.15: 87.51%
+
100%|██████████| 9/9 [00:02<00:00,  3.50it/s]
+
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 37%|███▋      | 10/27 [00:02<00:04,  3.55it/s]
 41%|████      | 11/27 [00:03<00:04,  3.52it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.50it/s]
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100%|██████████| 7/7 [00:01<00:00,  3.55it/s][2025-07-12 11:09:00] pottedplant...PCK-Transfer@0.10: 53.81% | PCK-Transfer@0.05: 34.29% | PCK-Transfer@0.15: 70.48%
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100%|██████████| 15/15 [00:04<00:00,  3.52it/s][2025-07-12 11:09:14] tvmonitor...PCK-Transfer@0.10: 44.44% | PCK-Transfer@0.05: 30.00% | PCK-Transfer@0.15: 57.78%
+
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+[2025-07-12 11:09:14] Weighted Per image PCK0.10: 76.46%, image PCK0.05: 59.41%, image PCK0.01: 83.86%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_12__t_0.7_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_12__t_0.7_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..a3429bb0209f9e5c251a33fb1e791e69958294ad
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_12__t_0.7_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-12 11:11:01] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_12__t_0.7_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.3_layer_12', 't_0.7_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.3_layer_12', 't_0.7_layer_18']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.26it/s][2025-07-12 11:11:34] bus...PCK-Transfer@0.10: 73.54% | PCK-Transfer@0.05: 59.22% | PCK-Transfer@0.15: 82.14%
+
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100%|██████████| 19/19 [00:05<00:00,  3.37it/s][2025-07-12 11:11:40] car...PCK-Transfer@0.10: 87.57% | PCK-Transfer@0.05: 76.30% | PCK-Transfer@0.15: 90.66%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.46it/s][2025-07-12 11:11:47] cat...PCK-Transfer@0.10: 79.70% | PCK-Transfer@0.05: 59.39% | PCK-Transfer@0.15: 82.76%
+
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+
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100%|██████████| 13/13 [00:03<00:00,  3.38it/s][2025-07-12 11:11:51] chair...PCK-Transfer@0.10: 43.59% | PCK-Transfer@0.05: 26.09% | PCK-Transfer@0.15: 53.53%
+
100%|██████████| 13/13 [00:03<00:00,  3.38it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.40it/s][2025-07-12 11:11:52] cow...PCK-Transfer@0.10: 81.25% | PCK-Transfer@0.05: 54.17% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.39it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.40it/s][2025-07-12 11:11:55] diningtable...PCK-Transfer@0.10: 41.15% | PCK-Transfer@0.05: 22.40% | PCK-Transfer@0.15: 52.60%
+
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100%|██████████| 24/24 [00:07<00:00,  3.35it/s][2025-07-12 11:12:02] dog...PCK-Transfer@0.10: 66.14% | PCK-Transfer@0.05: 49.33% | PCK-Transfer@0.15: 81.12%
+
100%|██████████| 24/24 [00:07<00:00,  3.35it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.48it/s][2025-07-12 11:12:04] horse...PCK-Transfer@0.10: 71.90% | PCK-Transfer@0.05: 47.72% | PCK-Transfer@0.15: 78.52%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.42it/s][2025-07-12 11:12:12] motorbike...PCK-Transfer@0.10: 74.79% | PCK-Transfer@0.05: 51.56% | PCK-Transfer@0.15: 83.70%
+
100%|██████████| 27/27 [00:07<00:00,  3.47it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.49it/s][2025-07-12 11:12:16] person...PCK-Transfer@0.10: 51.20% | PCK-Transfer@0.05: 33.10% | PCK-Transfer@0.15: 63.88%
+
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+
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100%|██████████| 7/7 [00:01<00:00,  3.52it/s][2025-07-12 11:12:18] pottedplant...PCK-Transfer@0.10: 50.95% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 65.24%
+
100%|██████████| 7/7 [00:01<00:00,  3.55it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.55it/s][2025-07-12 11:12:18] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.54it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.44it/s][2025-07-12 11:12:22] sofa...PCK-Transfer@0.10: 48.77% | PCK-Transfer@0.05: 29.67% | PCK-Transfer@0.15: 63.27%
+
100%|██████████| 13/13 [00:03<00:00,  3.46it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.58it/s][2025-07-12 11:12:27] train...PCK-Transfer@0.10: 67.75% | PCK-Transfer@0.05: 41.25% | PCK-Transfer@0.15: 79.75%
+
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+
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100%|██████████| 15/15 [00:04<00:00,  3.48it/s][2025-07-12 11:12:32] tvmonitor...PCK-Transfer@0.10: 37.22% | PCK-Transfer@0.05: 24.44% | PCK-Transfer@0.15: 45.56%
+
100%|██████████| 15/15 [00:04<00:00,  3.46it/s]
+[2025-07-12 11:12:32] Weighted Per image PCK0.10: 67.13%, image PCK0.05: 49.04%, image PCK0.01: 76.86%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_13__t_0.6_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_13__t_0.6_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..21702aabd98f43dfc75cb80d2b72bd05c6032eec
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_13__t_0.6_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-12 11:31:20] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_13__t_0.6_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.3_layer_13', 't_0.6_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.3_layer_13', 't_0.6_layer_11']
+Number of parameters corr net: 120
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100%|██████████| 12/12 [00:03<00:00,  3.47it/s][2025-07-12 11:32:35] person...PCK-Transfer@0.10: 65.58% | PCK-Transfer@0.05: 44.29% | PCK-Transfer@0.15: 76.55%
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100%|██████████| 7/7 [00:02<00:00,  3.41it/s][2025-07-12 11:32:37] pottedplant...PCK-Transfer@0.10: 50.95% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 70.48%
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100%|██████████| 20/20 [00:05<00:00,  3.45it/s][2025-07-12 11:32:47] train...PCK-Transfer@0.10: 72.75% | PCK-Transfer@0.05: 47.50% | PCK-Transfer@0.15: 81.75%
+
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100%|██████████| 15/15 [00:04<00:00,  3.45it/s][2025-07-12 11:32:51] tvmonitor...PCK-Transfer@0.10: 43.89% | PCK-Transfer@0.05: 32.22% | PCK-Transfer@0.15: 61.67%
+
100%|██████████| 15/15 [00:04<00:00,  3.45it/s]
+[2025-07-12 11:32:51] Weighted Per image PCK0.10: 75.90%, image PCK0.05: 58.84%, image PCK0.01: 83.95%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_13__t_0.6_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_13__t_0.6_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..bd185012f81d42fdecd9ab51393461fd67e9ef02
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_13__t_0.6_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-12 11:32:52] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_13__t_0.6_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.3_layer_13', 't_0.6_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.3_layer_13', 't_0.6_layer_13']
+Number of parameters corr net: 120
+
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 56%|█████▋    | 18/32 [00:05<00:03,  3.58it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.57it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.54it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.49it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.56it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.57it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.52it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.45it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.44it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.39it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.41it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.46it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.50it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.48it/s]
100%|██████████| 32/32 [00:09<00:00,  3.48it/s][2025-07-12 11:33:24] bus...PCK-Transfer@0.10: 74.84% | PCK-Transfer@0.05: 63.91% | PCK-Transfer@0.15: 80.05%
+
100%|██████████| 32/32 [00:09<00:00,  3.50it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.46it/s]
 11%|█         | 2/19 [00:00<00:04,  3.57it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.35it/s]
 21%|██        | 4/19 [00:01<00:04,  3.39it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.44it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.51it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.45it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.11it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.13it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.21it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.24it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.24it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.28it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.37it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.41it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.38it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.34it/s]
100%|██████████| 19/19 [00:05<00:00,  3.32it/s][2025-07-12 11:33:30] car...PCK-Transfer@0.10: 88.97% | PCK-Transfer@0.05: 78.72% | PCK-Transfer@0.15: 92.02%
+
100%|██████████| 19/19 [00:05<00:00,  3.33it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.28it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.32it/s]
 11%|█         | 3/27 [00:00<00:07,  3.16it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.23it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.31it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.42it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.41it/s]
 41%|████      | 11/27 [00:03<00:04,  3.40it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.38it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.45it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.45it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.50it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.57it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.51it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.48it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.49it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.56it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.57it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.61it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.59it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.58it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.56it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.54it/s]
100%|██████████| 27/27 [00:07<00:00,  3.53it/s][2025-07-12 11:33:38] cat...PCK-Transfer@0.10: 82.80% | PCK-Transfer@0.05: 68.99% | PCK-Transfer@0.15: 89.01%
+
100%|██████████| 27/27 [00:07<00:00,  3.46it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.45it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.40it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.41it/s]
 31%|███       | 4/13 [00:01<00:02,  3.44it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.47it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.50it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.50it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.46it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.45it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.44it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.42it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.47it/s]
100%|██████████| 13/13 [00:03<00:00,  3.44it/s][2025-07-12 11:33:41] chair...PCK-Transfer@0.10: 48.14% | PCK-Transfer@0.05: 30.28% | PCK-Transfer@0.15: 58.35%
+
100%|██████████| 13/13 [00:03<00:00,  3.45it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.44it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.46it/s]
100%|██████████| 3/3 [00:00<00:00,  3.47it/s][2025-07-12 11:33:42] cow...PCK-Transfer@0.10: 81.25% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.46it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.45it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.41it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.46it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.43it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.46it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.48it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.48it/s]
100%|██████████| 8/8 [00:02<00:00,  3.46it/s][2025-07-12 11:33:45] diningtable...PCK-Transfer@0.10: 44.79% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 61.46%
+
100%|██████████| 8/8 [00:02<00:00,  3.46it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.44it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.46it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.51it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.43it/s]
 21%|██        | 5/24 [00:01<00:05,  3.45it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.46it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.46it/s]
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 38%|███▊      | 9/24 [00:02<00:04,  3.42it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.37it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.38it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.39it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.41it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.40it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.45it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.47it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.49it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.53it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.52it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.51it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.50it/s]
100%|██████████| 24/24 [00:06<00:00,  3.50it/s][2025-07-12 11:33:51] dog...PCK-Transfer@0.10: 73.54% | PCK-Transfer@0.05: 55.12% | PCK-Transfer@0.15: 83.34%
+
100%|██████████| 24/24 [00:06<00:00,  3.46it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.50it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.51it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.39it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.35it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.42it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.50it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.50it/s]
100%|██████████| 9/9 [00:02<00:00,  3.47it/s][2025-07-12 11:33:54] horse...PCK-Transfer@0.10: 80.87% | PCK-Transfer@0.05: 54.87% | PCK-Transfer@0.15: 86.56%
+
100%|██████████| 9/9 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.45it/s]
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 37%|███▋      | 10/27 [00:02<00:05,  3.38it/s]
 41%|████      | 11/27 [00:03<00:04,  3.38it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.37it/s]
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 52%|█████▏    | 14/27 [00:04<00:03,  3.42it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.43it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.46it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.46it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.46it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.43it/s]
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 78%|███████▊  | 21/27 [00:06<00:01,  3.42it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.39it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.40it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.39it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.36it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.39it/s]
100%|██████████| 27/27 [00:07<00:00,  3.41it/s][2025-07-12 11:34:02] motorbike...PCK-Transfer@0.10: 82.29% | PCK-Transfer@0.05: 59.84% | PCK-Transfer@0.15: 88.27%
+
100%|██████████| 27/27 [00:07<00:00,  3.41it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.50it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.42it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.28it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.21it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.34it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.41it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.46it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.44it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.47it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.44it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.47it/s]
100%|██████████| 12/12 [00:03<00:00,  3.42it/s][2025-07-12 11:34:06] person...PCK-Transfer@0.10: 59.15% | PCK-Transfer@0.05: 37.54% | PCK-Transfer@0.15: 70.42%
+
100%|██████████| 12/12 [00:03<00:00,  3.41it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:02,  2.93it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.24it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.32it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.37it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.46it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.46it/s]
100%|██████████| 7/7 [00:02<00:00,  3.48it/s][2025-07-12 11:34:08] pottedplant...PCK-Transfer@0.10: 50.95% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 72.86%
+
100%|██████████| 7/7 [00:02<00:00,  3.40it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.54it/s][2025-07-12 11:34:08] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.53it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.56it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.53it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.48it/s]
 31%|███       | 4/13 [00:01<00:02,  3.45it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.45it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.44it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.48it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.52it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.48it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.49it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.42it/s]
100%|██████████| 13/13 [00:03<00:00,  3.42it/s][2025-07-12 11:34:12] sofa...PCK-Transfer@0.10: 49.98% | PCK-Transfer@0.05: 30.91% | PCK-Transfer@0.15: 67.78%
+
100%|██████████| 13/13 [00:03<00:00,  3.46it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
  5%|▌         | 1/20 [00:00<00:05,  3.48it/s]
 10%|█         | 2/20 [00:00<00:05,  3.48it/s]
 15%|█▌        | 3/20 [00:00<00:04,  3.45it/s]
 20%|██        | 4/20 [00:01<00:04,  3.47it/s]
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 30%|███       | 6/20 [00:01<00:04,  3.49it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.56it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.57it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.48it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.53it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.53it/s]
 65%|██████▌   | 13/20 [00:03<00:01,  3.58it/s]
 70%|███████   | 14/20 [00:03<00:01,  3.60it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.57it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.62it/s]
 85%|████████▌ | 17/20 [00:04<00:00,  3.56it/s]
 90%|█████████ | 18/20 [00:05<00:00,  3.59it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.55it/s]
100%|██████████| 20/20 [00:05<00:00,  3.61it/s][2025-07-12 11:34:17] train...PCK-Transfer@0.10: 64.50% | PCK-Transfer@0.05: 43.25% | PCK-Transfer@0.15: 76.50%
+
100%|██████████| 20/20 [00:05<00:00,  3.55it/s]
+
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 60%|██████    | 9/15 [00:02<00:01,  3.48it/s]
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+[2025-07-12 11:34:22] Weighted Per image PCK0.10: 70.63%, image PCK0.05: 54.10%, image PCK0.01: 79.84%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_13__t_0.7_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_13__t_0.7_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..da79b9b9ede533d64cd81e2f748611585fda29ca
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_13__t_0.7_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-12 11:36:00] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_13__t_0.7_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.3_layer_13', 't_0.7_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.3_layer_13', 't_0.7_layer_5']
+Number of parameters corr net: 120
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100%|██████████| 27/27 [00:07<00:00,  3.45it/s][2025-07-12 11:37:09] motorbike...PCK-Transfer@0.10: 81.22% | PCK-Transfer@0.05: 51.66% | PCK-Transfer@0.15: 90.16%
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100%|██████████| 12/12 [00:03<00:00,  3.49it/s][2025-07-12 11:37:13] person...PCK-Transfer@0.10: 49.80% | PCK-Transfer@0.05: 28.27% | PCK-Transfer@0.15: 66.16%
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100%|██████████| 7/7 [00:01<00:00,  3.53it/s][2025-07-12 11:37:15] pottedplant...PCK-Transfer@0.10: 41.43% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 58.57%
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100%|██████████| 20/20 [00:05<00:00,  3.57it/s][2025-07-12 11:37:25] train...PCK-Transfer@0.10: 70.00% | PCK-Transfer@0.05: 44.50% | PCK-Transfer@0.15: 80.00%
+
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100%|██████████| 15/15 [00:04<00:00,  3.51it/s][2025-07-12 11:37:29] tvmonitor...PCK-Transfer@0.10: 30.56% | PCK-Transfer@0.05: 14.44% | PCK-Transfer@0.15: 43.89%
+
100%|██████████| 15/15 [00:04<00:00,  3.47it/s]
+[2025-07-12 11:37:29] Weighted Per image PCK0.10: 68.67%, image PCK0.05: 47.79%, image PCK0.01: 78.25%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..36298e760ed8debd009c2d4d19bcc00a9990700c
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-11 20:22:35] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.3_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.3_layer_15']
+Number of parameters corr net: 120
+
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100%|██████████| 30/30 [00:09<00:00,  3.23it/s][2025-07-11 20:22:52] bicycle...PCK-Transfer@0.10: 91.06% | PCK-Transfer@0.05: 76.15% | PCK-Transfer@0.15: 93.48%
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100%|██████████| 6/6 [00:01<00:00,  3.42it/s][2025-07-11 20:22:57] boat...PCK-Transfer@0.10: 59.72% | PCK-Transfer@0.05: 44.44% | PCK-Transfer@0.15: 77.78%
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100%|██████████| 8/8 [00:02<00:00,  3.39it/s][2025-07-11 20:22:59] bottle...PCK-Transfer@0.10: 67.19% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 75.00%
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 47%|████▋     | 15/32 [00:04<00:05,  3.15it/s]
 50%|█████     | 16/32 [00:05<00:04,  3.21it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.31it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.26it/s]
 59%|█████▉    | 19/32 [00:06<00:03,  3.32it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.31it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.30it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.39it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.43it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.41it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.37it/s]
 81%|████████▏ | 26/32 [00:08<00:01,  3.39it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.35it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.37it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.39it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.30it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.24it/s]
100%|██████████| 32/32 [00:09<00:00,  3.20it/s][2025-07-11 20:23:09] bus...PCK-Transfer@0.10: 80.31% | PCK-Transfer@0.05: 70.42% | PCK-Transfer@0.15: 83.96%
+
100%|██████████| 32/32 [00:09<00:00,  3.22it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.32it/s]
 11%|█         | 2/19 [00:00<00:05,  3.36it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.32it/s]
 21%|██        | 4/19 [00:01<00:04,  3.29it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.36it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.39it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.33it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.34it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.29it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.30it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.33it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.31it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.31it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.38it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.41it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.44it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.34it/s]
100%|██████████| 19/19 [00:05<00:00,  3.22it/s][2025-07-11 20:23:15] car...PCK-Transfer@0.10: 89.50% | PCK-Transfer@0.05: 81.10% | PCK-Transfer@0.15: 93.24%
+
100%|██████████| 19/19 [00:05<00:00,  3.32it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.13it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.26it/s]
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 37%|███▋      | 10/27 [00:03<00:05,  3.31it/s]
 41%|████      | 11/27 [00:03<00:04,  3.31it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.25it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.32it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.35it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.30it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.26it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.26it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.31it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.33it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.28it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.30it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.32it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.34it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.32it/s]
100%|██████████| 27/27 [00:08<00:00,  3.30it/s][2025-07-11 20:23:23] cat...PCK-Transfer@0.10: 77.97% | PCK-Transfer@0.05: 60.67% | PCK-Transfer@0.15: 80.42%
+
100%|██████████| 27/27 [00:08<00:00,  3.29it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.19it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.25it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.19it/s]
 31%|███       | 4/13 [00:01<00:02,  3.22it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.24it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.25it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.28it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.27it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.27it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.25it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.25it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.27it/s]
100%|██████████| 13/13 [00:03<00:00,  3.26it/s][2025-07-11 20:23:27] chair...PCK-Transfer@0.10: 52.56% | PCK-Transfer@0.05: 38.16% | PCK-Transfer@0.15: 57.29%
+
100%|██████████| 13/13 [00:03<00:00,  3.25it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.29it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.33it/s]
100%|██████████| 3/3 [00:00<00:00,  3.34it/s][2025-07-11 20:23:28] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 75.00% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.33it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.22it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.16it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.22it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.21it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.21it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.23it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.29it/s]
100%|██████████| 8/8 [00:02<00:00,  3.29it/s][2025-07-11 20:23:30] diningtable...PCK-Transfer@0.10: 40.10% | PCK-Transfer@0.05: 32.29% | PCK-Transfer@0.15: 48.44%
+
100%|██████████| 8/8 [00:02<00:00,  3.25it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.35it/s]
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 17%|█▋        | 4/24 [00:01<00:06,  3.21it/s]
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 29%|██▉       | 7/24 [00:02<00:05,  3.31it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.28it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.31it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.33it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.36it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.39it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.39it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.36it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.36it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.37it/s]
100%|██████████| 24/24 [00:07<00:00,  3.37it/s][2025-07-11 20:23:38] dog...PCK-Transfer@0.10: 82.10% | PCK-Transfer@0.05: 68.17% | PCK-Transfer@0.15: 87.23%
+
100%|██████████| 24/24 [00:07<00:00,  3.33it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.23it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.28it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.27it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.32it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.36it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.38it/s]
100%|██████████| 9/9 [00:02<00:00,  3.35it/s][2025-07-11 20:23:40] horse...PCK-Transfer@0.10: 79.81% | PCK-Transfer@0.05: 64.63% | PCK-Transfer@0.15: 86.16%
+
100%|██████████| 9/9 [00:02<00:00,  3.33it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.40it/s]
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 63%|██████▎   | 17/27 [00:05<00:02,  3.37it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.36it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.31it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.34it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.34it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.33it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.30it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.29it/s]
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100%|██████████| 27/27 [00:08<00:00,  3.35it/s][2025-07-11 20:23:48] motorbike...PCK-Transfer@0.10: 87.43% | PCK-Transfer@0.05: 67.38% | PCK-Transfer@0.15: 95.34%
+
100%|██████████| 27/27 [00:08<00:00,  3.35it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.46it/s]
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 25%|██▌       | 3/12 [00:00<00:02,  3.37it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.31it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.29it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.37it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.30it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.36it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.37it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.34it/s]
100%|██████████| 12/12 [00:03<00:00,  3.31it/s][2025-07-11 20:23:52] person...PCK-Transfer@0.10: 73.62% | PCK-Transfer@0.05: 54.12% | PCK-Transfer@0.15: 79.79%
+
100%|██████████| 12/12 [00:03<00:00,  3.33it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.32it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.39it/s]
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 71%|███████▏  | 5/7 [00:01<00:00,  3.49it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.41it/s]
100%|██████████| 7/7 [00:02<00:00,  3.41it/s][2025-07-11 20:23:54] pottedplant...PCK-Transfer@0.10: 61.43% | PCK-Transfer@0.05: 41.90% | PCK-Transfer@0.15: 78.10%
+
100%|██████████| 7/7 [00:02<00:00,  3.41it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.35it/s][2025-07-11 20:23:54] sheep...PCK-Transfer@0.10: 80.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.34it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.42it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.41it/s]
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 46%|████▌     | 6/13 [00:01<00:02,  3.34it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.36it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.38it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.41it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.39it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.43it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.39it/s]
100%|██████████| 13/13 [00:03<00:00,  3.35it/s][2025-07-11 20:23:58] sofa...PCK-Transfer@0.10: 71.48% | PCK-Transfer@0.05: 44.40% | PCK-Transfer@0.15: 78.35%
+
100%|██████████| 13/13 [00:03<00:00,  3.38it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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+[2025-07-11 20:24:08] Weighted Per image PCK0.10: 76.67%, image PCK0.05: 61.00%, image PCK0.01: 82.68%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_18__t_0.5_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_18__t_0.5_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..59c620b5a52b860dd0b855edc76fd08a5e6d961c
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_18__t_0.5_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 12:24:40] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_18__t_0.5_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.3_layer_18', 't_0.5_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.3_layer_18', 't_0.5_layer_13']
+Number of parameters corr net: 120
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100%|██████████| 32/32 [00:08<00:00,  3.55it/s][2025-07-12 12:25:12] bus...PCK-Transfer@0.10: 46.61% | PCK-Transfer@0.05: 30.21% | PCK-Transfer@0.15: 56.51%
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100%|██████████| 27/27 [00:07<00:00,  3.50it/s][2025-07-12 12:25:51] motorbike...PCK-Transfer@0.10: 55.73% | PCK-Transfer@0.05: 34.30% | PCK-Transfer@0.15: 67.55%
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100%|██████████| 12/12 [00:03<00:00,  3.56it/s][2025-07-12 12:25:54] person...PCK-Transfer@0.10: 39.53% | PCK-Transfer@0.05: 23.42% | PCK-Transfer@0.15: 49.49%
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100%|██████████| 7/7 [00:01<00:00,  3.53it/s][2025-07-12 12:25:56] pottedplant...PCK-Transfer@0.10: 29.52% | PCK-Transfer@0.05: 9.52% | PCK-Transfer@0.15: 50.95%
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100%|██████████| 15/15 [00:04<00:00,  3.61it/s][2025-07-12 12:26:10] tvmonitor...PCK-Transfer@0.10: 16.67% | PCK-Transfer@0.05: 11.67% | PCK-Transfer@0.15: 28.33%
+
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+[2025-07-12 12:26:10] Weighted Per image PCK0.10: 48.07%, image PCK0.05: 30.77%, image PCK0.01: 59.27%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_18__t_0.5_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_18__t_0.5_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..663c8b00c4d87435340d8c23a04549916dda6ed2
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_18__t_0.5_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 12:26:11] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_18__t_0.5_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.3_layer_18', 't_0.5_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.3_layer_18', 't_0.5_layer_15']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.44it/s][2025-07-12 12:26:18] aeroplane...PCK-Transfer@0.10: 55.68% | PCK-Transfer@0.05: 37.05% | PCK-Transfer@0.15: 67.52%
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 67%|██████▋   | 4/6 [00:01<00:00,  3.36it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.40it/s]
100%|██████████| 6/6 [00:01<00:00,  3.39it/s][2025-07-12 12:26:31] boat...PCK-Transfer@0.10: 26.39% | PCK-Transfer@0.05: 13.89% | PCK-Transfer@0.15: 41.67%
+
100%|██████████| 6/6 [00:01<00:00,  3.28it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.41it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.46it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.49it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.54it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.56it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.60it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.57it/s]
100%|██████████| 8/8 [00:02<00:00,  3.47it/s][2025-07-12 12:26:34] bottle...PCK-Transfer@0.10: 34.38% | PCK-Transfer@0.05: 23.44% | PCK-Transfer@0.15: 40.62%
+
100%|██████████| 8/8 [00:02<00:00,  3.51it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.52it/s]
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 44%|████▍     | 14/32 [00:04<00:05,  3.49it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.35it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.41it/s]
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 56%|█████▋    | 18/32 [00:05<00:04,  3.35it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.30it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.36it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.38it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.30it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.30it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.40it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.48it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.47it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.50it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.47it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.38it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.37it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.46it/s]
100%|██████████| 32/32 [00:09<00:00,  3.49it/s][2025-07-12 12:26:43] bus...PCK-Transfer@0.10: 44.79% | PCK-Transfer@0.05: 29.95% | PCK-Transfer@0.15: 54.43%
+
100%|██████████| 32/32 [00:09<00:00,  3.42it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.45it/s]
 11%|█         | 2/19 [00:00<00:05,  3.28it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.33it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.34it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.36it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.39it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.43it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.50it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.50it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.44it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.41it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.46it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.46it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.48it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.49it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.53it/s]
100%|██████████| 19/19 [00:05<00:00,  3.61it/s][2025-07-12 12:26:49] car...PCK-Transfer@0.10: 63.30% | PCK-Transfer@0.05: 44.41% | PCK-Transfer@0.15: 68.80%
+
100%|██████████| 19/19 [00:05<00:00,  3.45it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.58it/s]
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 11%|█         | 3/27 [00:00<00:06,  3.48it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.46it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.47it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.45it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.38it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.44it/s]
 41%|████      | 11/27 [00:03<00:04,  3.47it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.51it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.39it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.41it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.44it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.52it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.55it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.54it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.54it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.53it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.55it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.55it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.56it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.55it/s]
100%|██████████| 27/27 [00:07<00:00,  3.52it/s][2025-07-12 12:26:56] cat...PCK-Transfer@0.10: 60.77% | PCK-Transfer@0.05: 40.81% | PCK-Transfer@0.15: 71.03%
+
100%|██████████| 27/27 [00:07<00:00,  3.49it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.94it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.37it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.50it/s]
 31%|███       | 4/13 [00:01<00:02,  3.51it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.54it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.49it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.52it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.59it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.61it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.62it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.64it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.62it/s]
100%|██████████| 13/13 [00:03<00:00,  3.64it/s][2025-07-12 12:27:00] chair...PCK-Transfer@0.10: 23.61% | PCK-Transfer@0.05: 12.39% | PCK-Transfer@0.15: 31.41%
+
100%|██████████| 13/13 [00:03<00:00,  3.56it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.36it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.35it/s]
100%|██████████| 3/3 [00:00<00:00,  3.42it/s][2025-07-12 12:27:01] cow...PCK-Transfer@0.10: 72.92% | PCK-Transfer@0.05: 35.42% | PCK-Transfer@0.15: 89.58%
+
100%|██████████| 3/3 [00:00<00:00,  3.40it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.61it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.63it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.59it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.61it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.59it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.58it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.60it/s]
100%|██████████| 8/8 [00:02<00:00,  3.63it/s][2025-07-12 12:27:03] diningtable...PCK-Transfer@0.10: 29.17% | PCK-Transfer@0.05: 9.38% | PCK-Transfer@0.15: 38.02%
+
100%|██████████| 8/8 [00:02<00:00,  3.61it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.56it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.58it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.58it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.55it/s]
 21%|██        | 5/24 [00:01<00:05,  3.43it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.35it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.40it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.50it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.40it/s]
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 58%|█████▊    | 14/24 [00:04<00:02,  3.48it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.51it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.58it/s]
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 88%|████████▊ | 21/24 [00:06<00:00,  3.37it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.36it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.31it/s]
100%|██████████| 24/24 [00:06<00:00,  3.36it/s][2025-07-12 12:27:10] dog...PCK-Transfer@0.10: 45.95% | PCK-Transfer@0.05: 30.98% | PCK-Transfer@0.15: 61.93%
+
100%|██████████| 24/24 [00:06<00:00,  3.46it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.50it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.57it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.53it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.62it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.58it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.55it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.47it/s]
100%|██████████| 9/9 [00:02<00:00,  3.45it/s][2025-07-12 12:27:13] horse...PCK-Transfer@0.10: 44.58% | PCK-Transfer@0.05: 27.65% | PCK-Transfer@0.15: 50.93%
+
100%|██████████| 9/9 [00:02<00:00,  3.51it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.59it/s]
 41%|████      | 11/27 [00:03<00:04,  3.58it/s]
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 67%|██████▋   | 18/27 [00:04<00:02,  3.65it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.65it/s]
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 78%|███████▊  | 21/27 [00:05<00:01,  3.65it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.71it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.69it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.72it/s]
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 96%|█████████▋| 26/27 [00:07<00:00,  3.72it/s]
100%|██████████| 27/27 [00:07<00:00,  3.70it/s][2025-07-12 12:27:20] motorbike...PCK-Transfer@0.10: 52.46% | PCK-Transfer@0.05: 31.03% | PCK-Transfer@0.15: 64.78%
+
100%|██████████| 27/27 [00:07<00:00,  3.64it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  2.95it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.24it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.43it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.59it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.56it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.61it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.61it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.63it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.62it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.62it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.61it/s]
100%|██████████| 12/12 [00:03<00:00,  3.66it/s][2025-07-12 12:27:23] person...PCK-Transfer@0.10: 36.97% | PCK-Transfer@0.05: 21.09% | PCK-Transfer@0.15: 45.86%
+
100%|██████████| 12/12 [00:03<00:00,  3.58it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.53it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.52it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.57it/s]
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 71%|███████▏  | 5/7 [00:01<00:00,  3.53it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.57it/s]
100%|██████████| 7/7 [00:01<00:00,  3.62it/s][2025-07-12 12:27:25] pottedplant...PCK-Transfer@0.10: 34.76% | PCK-Transfer@0.05: 9.52% | PCK-Transfer@0.15: 51.43%
+
100%|██████████| 7/7 [00:01<00:00,  3.58it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.25it/s][2025-07-12 12:27:26] sheep...PCK-Transfer@0.10: 20.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 20.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.24it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.43it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.53it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.55it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.62it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.58it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.66it/s]
100%|██████████| 13/13 [00:03<00:00,  3.66it/s][2025-07-12 12:27:29] sofa...PCK-Transfer@0.10: 23.90% | PCK-Transfer@0.05: 13.57% | PCK-Transfer@0.15: 33.79%
+
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+[2025-07-12 12:27:39] Weighted Per image PCK0.10: 45.15%, image PCK0.05: 28.57%, image PCK0.01: 55.62%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_18__t_0.5_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_18__t_0.5_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..a152a7d64c2cb328901c51e9ae3ef47f75ef4402
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_18__t_0.5_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 12:26:14] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_18__t_0.5_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.3_layer_18', 't_0.5_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.3_layer_18', 't_0.5_layer_18']
+Number of parameters corr net: 120
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+[2025-07-12 12:27:44] Weighted Per image PCK0.10: 44.30%, image PCK0.05: 27.91%, image PCK0.01: 54.55%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_18__t_0.6_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_18__t_0.6_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..5a6a1d6e583b23f83641d9e3c8678e1d5a280ec2
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_18__t_0.6_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-12 12:27:46] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_18__t_0.6_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.3_layer_18', 't_0.6_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.3_layer_18', 't_0.6_layer_5']
+Number of parameters corr net: 120
+
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+
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+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.41it/s]
 20%|██        | 2/10 [00:00<00:02,  3.43it/s]
 30%|███       | 3/10 [00:00<00:02,  3.28it/s]
 40%|████      | 4/10 [00:01<00:01,  3.22it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.28it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.29it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.35it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.37it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.40it/s]
100%|██████████| 10/10 [00:02<00:00,  3.39it/s][2025-07-12 12:28:05] bird...PCK-Transfer@0.10: 73.14% | PCK-Transfer@0.05: 47.06% | PCK-Transfer@0.15: 85.69%
+
100%|██████████| 10/10 [00:02<00:00,  3.35it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.59it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.47it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.36it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.35it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.34it/s]
100%|██████████| 6/6 [00:01<00:00,  3.43it/s][2025-07-12 12:28:07] boat...PCK-Transfer@0.10: 51.39% | PCK-Transfer@0.05: 31.94% | PCK-Transfer@0.15: 69.44%
+
100%|██████████| 6/6 [00:01<00:00,  3.41it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.70it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.06it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.19it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.25it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.30it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.32it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.42it/s]
100%|██████████| 8/8 [00:02<00:00,  3.42it/s][2025-07-12 12:28:09] bottle...PCK-Transfer@0.10: 54.69% | PCK-Transfer@0.05: 45.31% | PCK-Transfer@0.15: 60.94%
+
100%|██████████| 8/8 [00:02<00:00,  3.30it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 16%|█▌        | 5/32 [00:01<00:07,  3.45it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.41it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.37it/s]
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 41%|████      | 13/32 [00:03<00:05,  3.43it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.40it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.43it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.44it/s]
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 56%|█████▋    | 18/32 [00:05<00:04,  3.50it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.49it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.46it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.43it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.49it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.50it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.46it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.42it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.46it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.44it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.46it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.48it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.49it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.44it/s]
100%|██████████| 32/32 [00:09<00:00,  3.41it/s][2025-07-12 12:28:18] bus...PCK-Transfer@0.10: 70.42% | PCK-Transfer@0.05: 46.98% | PCK-Transfer@0.15: 77.19%
+
100%|██████████| 32/32 [00:09<00:00,  3.45it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.28it/s]
 11%|█         | 2/19 [00:00<00:05,  3.24it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.21it/s]
 21%|██        | 4/19 [00:01<00:04,  3.25it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.32it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.42it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.39it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.37it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.35it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.37it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.41it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.41it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.41it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.47it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.40it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.45it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.43it/s]
100%|██████████| 19/19 [00:05<00:00,  3.39it/s][2025-07-12 12:28:24] car...PCK-Transfer@0.10: 85.25% | PCK-Transfer@0.05: 68.60% | PCK-Transfer@0.15: 88.30%
+
100%|██████████| 19/19 [00:05<00:00,  3.37it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.36it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.43it/s]
 11%|█         | 3/27 [00:00<00:06,  3.48it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.44it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.45it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.46it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.45it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.44it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.48it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.47it/s]
 41%|████      | 11/27 [00:03<00:04,  3.45it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.42it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.46it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.46it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.52it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.55it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.43it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.42it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.42it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.47it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.47it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.50it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.48it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.47it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.46it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.42it/s]
100%|██████████| 27/27 [00:07<00:00,  3.41it/s][2025-07-12 12:28:32] cat...PCK-Transfer@0.10: 72.29% | PCK-Transfer@0.05: 54.63% | PCK-Transfer@0.15: 77.39%
+
100%|██████████| 27/27 [00:07<00:00,  3.45it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.39it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.29it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.36it/s]
 31%|███       | 4/13 [00:01<00:02,  3.42it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.10it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.19it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.24it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.22it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.22it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.26it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.28it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.34it/s]
100%|██████████| 13/13 [00:03<00:00,  3.35it/s][2025-07-12 12:28:36] chair...PCK-Transfer@0.10: 43.57% | PCK-Transfer@0.05: 23.55% | PCK-Transfer@0.15: 54.21%
+
100%|██████████| 13/13 [00:03<00:00,  3.28it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.42it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.43it/s]
100%|██████████| 3/3 [00:00<00:00,  3.43it/s][2025-07-12 12:28:37] cow...PCK-Transfer@0.10: 77.08% | PCK-Transfer@0.05: 43.75% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 3/3 [00:00<00:00,  3.43it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.36it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.29it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.31it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.28it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.30it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.32it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.34it/s]
100%|██████████| 8/8 [00:02<00:00,  3.31it/s][2025-07-12 12:28:39] diningtable...PCK-Transfer@0.10: 39.06% | PCK-Transfer@0.05: 19.27% | PCK-Transfer@0.15: 50.00%
+
100%|██████████| 8/8 [00:02<00:00,  3.31it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.24it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.25it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.30it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.26it/s]
 21%|██        | 5/24 [00:01<00:05,  3.28it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.28it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.30it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.32it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.31it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.32it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.34it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.37it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.39it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.44it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.43it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.44it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.47it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.46it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.45it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.42it/s]
100%|██████████| 24/24 [00:07<00:00,  3.39it/s][2025-07-12 12:28:46] dog...PCK-Transfer@0.10: 68.88% | PCK-Transfer@0.05: 48.79% | PCK-Transfer@0.15: 79.80%
+
100%|██████████| 24/24 [00:07<00:00,  3.38it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.38it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.39it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.34it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.39it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.44it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.50it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.50it/s]
100%|██████████| 9/9 [00:02<00:00,  3.47it/s][2025-07-12 12:28:49] horse...PCK-Transfer@0.10: 74.58% | PCK-Transfer@0.05: 49.05% | PCK-Transfer@0.15: 84.21%
+
100%|██████████| 9/9 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.31it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.41it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.42it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.43it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.45it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.45it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.43it/s]
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 78%|███████▊  | 21/27 [00:06<00:01,  3.44it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.41it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.42it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.42it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.39it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.37it/s]
100%|██████████| 27/27 [00:07<00:00,  3.34it/s][2025-07-12 12:28:57] motorbike...PCK-Transfer@0.10: 78.46% | PCK-Transfer@0.05: 52.17% | PCK-Transfer@0.15: 87.85%
+
100%|██████████| 27/27 [00:07<00:00,  3.40it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.37it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.35it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.35it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.22it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.35it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.40it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.46it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.45it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.48it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.47it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.49it/s]
100%|██████████| 12/12 [00:03<00:00,  3.45it/s][2025-07-12 12:29:00] person...PCK-Transfer@0.10: 46.32% | PCK-Transfer@0.05: 25.85% | PCK-Transfer@0.15: 56.60%
+
100%|██████████| 12/12 [00:03<00:00,  3.42it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.54it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.56it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.52it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.54it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.57it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.51it/s]
100%|██████████| 7/7 [00:01<00:00,  3.49it/s][2025-07-12 12:29:02] pottedplant...PCK-Transfer@0.10: 44.29% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 56.19%
+
100%|██████████| 7/7 [00:01<00:00,  3.52it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.48it/s][2025-07-12 12:29:03] sheep...PCK-Transfer@0.10: 20.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.47it/s]
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+[2025-07-12 12:29:16] Weighted Per image PCK0.10: 65.18%, image PCK0.05: 45.01%, image PCK0.01: 73.78%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_20__t_0.7_layer_9.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_20__t_0.7_layer_9.log
new file mode 100644
index 0000000000000000000000000000000000000000..b898a40df3a213a66b4bd6898384fcd217f0e743
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_20__t_0.7_layer_9.log
@@ -0,0 +1,44 @@
+[2025-07-12 13:03:46] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_20__t_0.7_layer_9', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.3_layer_20', 't_0.7_layer_9'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.3_layer_20', 't_0.7_layer_9']
+Number of parameters corr net: 120
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+
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+[2025-07-12 13:05:17] Weighted Per image PCK0.10: 66.77%, image PCK0.05: 47.64%, image PCK0.01: 73.76%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_9__t_0.5_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_9__t_0.5_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..2078ae544afc593a941330068d2b30949ffa0b43
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_9__t_0.5_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 09:20:11] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_9__t_0.5_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.3_layer_9', 't_0.5_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.3_layer_9', 't_0.5_layer_15']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.52it/s][2025-07-12 09:20:18] aeroplane...PCK-Transfer@0.10: 71.78% | PCK-Transfer@0.05: 55.86% | PCK-Transfer@0.15: 86.63%
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 67%|██████▋   | 20/30 [00:05<00:02,  3.52it/s]
 70%|███████   | 21/30 [00:05<00:02,  3.48it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.46it/s]
 77%|███████▋  | 23/30 [00:06<00:01,  3.53it/s]
 80%|████████  | 24/30 [00:06<00:01,  3.48it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.50it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.53it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.52it/s]
 93%|█████████▎| 28/30 [00:07<00:00,  3.53it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.54it/s]
100%|██████████| 30/30 [00:08<00:00,  3.49it/s][2025-07-12 09:20:26] bicycle...PCK-Transfer@0.10: 66.06% | PCK-Transfer@0.05: 50.30% | PCK-Transfer@0.15: 75.15%
+
100%|██████████| 30/30 [00:08<00:00,  3.53it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.52it/s]
 20%|██        | 2/10 [00:00<00:02,  3.56it/s]
 30%|███       | 3/10 [00:00<00:01,  3.62it/s]
 40%|████      | 4/10 [00:01<00:01,  3.63it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.59it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.69it/s]
 70%|███████   | 7/10 [00:01<00:00,  3.68it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.70it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.65it/s]
100%|██████████| 10/10 [00:02<00:00,  3.68it/s][2025-07-12 09:20:29] bird...PCK-Transfer@0.10: 63.56% | PCK-Transfer@0.05: 40.94% | PCK-Transfer@0.15: 80.97%
+
100%|██████████| 10/10 [00:02<00:00,  3.65it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.53it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.57it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.64it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.71it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.79it/s]
100%|██████████| 6/6 [00:01<00:00,  3.67it/s][2025-07-12 09:20:31] boat...PCK-Transfer@0.10: 36.11% | PCK-Transfer@0.05: 26.39% | PCK-Transfer@0.15: 62.50%
+
100%|██████████| 6/6 [00:01<00:00,  3.67it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.56it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.61it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.68it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.72it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.74it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.77it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.70it/s]
100%|██████████| 8/8 [00:02<00:00,  3.72it/s][2025-07-12 09:20:33] bottle...PCK-Transfer@0.10: 51.56% | PCK-Transfer@0.05: 40.62% | PCK-Transfer@0.15: 68.75%
+
100%|██████████| 8/8 [00:02<00:00,  3.71it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.56it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.61it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.62it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.68it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.66it/s]
 19%|█▉        | 6/32 [00:01<00:06,  3.75it/s]
 22%|██▏       | 7/32 [00:01<00:06,  3.74it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.81it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.79it/s]
 31%|███▏      | 10/32 [00:02<00:05,  3.71it/s]
 34%|███▍      | 11/32 [00:02<00:05,  3.65it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.62it/s]
 41%|████      | 13/32 [00:03<00:05,  3.66it/s]
 44%|████▍     | 14/32 [00:03<00:04,  3.71it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.70it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.69it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.66it/s]
 56%|█████▋    | 18/32 [00:04<00:03,  3.67it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.65it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.68it/s]
 66%|██████▌   | 21/32 [00:05<00:02,  3.71it/s]
 69%|██████▉   | 22/32 [00:05<00:02,  3.65it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.65it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.71it/s]
 78%|███████▊  | 25/32 [00:06<00:01,  3.77it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.71it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.73it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.66it/s]
 91%|█████████ | 29/32 [00:07<00:00,  3.63it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.62it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.70it/s]
100%|██████████| 32/32 [00:08<00:00,  3.73it/s][2025-07-12 09:20:42] bus...PCK-Transfer@0.10: 60.16% | PCK-Transfer@0.05: 43.49% | PCK-Transfer@0.15: 70.05%
+
100%|██████████| 32/32 [00:08<00:00,  3.69it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:04,  3.75it/s]
 11%|█         | 2/19 [00:00<00:04,  3.61it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.59it/s]
 21%|██        | 4/19 [00:01<00:04,  3.59it/s]
 26%|██▋       | 5/19 [00:01<00:03,  3.60it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.58it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.57it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.63it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.65it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.70it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.70it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.64it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.64it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.65it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.62it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.63it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.61it/s]
 95%|█████████▍| 18/19 [00:04<00:00,  3.62it/s]
100%|██████████| 19/19 [00:05<00:00,  3.68it/s][2025-07-12 09:20:47] car...PCK-Transfer@0.10: 78.07% | PCK-Transfer@0.05: 62.39% | PCK-Transfer@0.15: 83.14%
+
100%|██████████| 19/19 [00:05<00:00,  3.64it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:06,  3.81it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.63it/s]
 11%|█         | 3/27 [00:00<00:06,  3.51it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.36it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.43it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.46it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.51it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.53it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.53it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.58it/s]
 41%|████      | 11/27 [00:03<00:04,  3.63it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.60it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.51it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.56it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.54it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.55it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.60it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.66it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.68it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.63it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.61it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.59it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.62it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.55it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.51it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.55it/s]
100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-12 09:20:54] cat...PCK-Transfer@0.10: 64.35% | PCK-Transfer@0.05: 48.39% | PCK-Transfer@0.15: 74.83%
+
100%|██████████| 27/27 [00:07<00:00,  3.56it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.07it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.50it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.62it/s]
 31%|███       | 4/13 [00:01<00:02,  3.63it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.67it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.62it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.65it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.72it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.74it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.77it/s]
 85%|████████▍ | 11/13 [00:02<00:00,  3.79it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.75it/s]
100%|██████████| 13/13 [00:03<00:00,  3.75it/s][2025-07-12 09:20:58] chair...PCK-Transfer@0.10: 37.84% | PCK-Transfer@0.05: 24.91% | PCK-Transfer@0.15: 48.74%
+
100%|██████████| 13/13 [00:03<00:00,  3.69it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.77it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.74it/s]
100%|██████████| 3/3 [00:00<00:00,  3.72it/s][2025-07-12 09:20:59] cow...PCK-Transfer@0.10: 60.42% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 81.25%
+
100%|██████████| 3/3 [00:00<00:00,  3.72it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.70it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.72it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.67it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.73it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.67it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.62it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.63it/s]
100%|██████████| 8/8 [00:02<00:00,  3.68it/s][2025-07-12 09:21:01] diningtable...PCK-Transfer@0.10: 46.35% | PCK-Transfer@0.05: 16.15% | PCK-Transfer@0.15: 64.58%
+
100%|██████████| 8/8 [00:02<00:00,  3.67it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.61it/s]
  8%|▊         | 2/24 [00:00<00:05,  3.67it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.66it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.72it/s]
 21%|██        | 5/24 [00:01<00:05,  3.71it/s]
 25%|██▌       | 6/24 [00:01<00:04,  3.67it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.67it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.66it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.67it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.71it/s]
 46%|████▌     | 11/24 [00:02<00:03,  3.71it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.71it/s]
 54%|█████▍    | 13/24 [00:03<00:02,  3.70it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.67it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.66it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.66it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.68it/s]
 75%|███████▌  | 18/24 [00:04<00:01,  3.68it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.69it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.64it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.66it/s]
 92%|█████████▏| 22/24 [00:05<00:00,  3.67it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.69it/s]
100%|██████████| 24/24 [00:06<00:00,  3.70it/s][2025-07-12 09:21:07] dog...PCK-Transfer@0.10: 58.44% | PCK-Transfer@0.05: 39.90% | PCK-Transfer@0.15: 71.95%
+
100%|██████████| 24/24 [00:06<00:00,  3.68it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.65it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.64it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.70it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.75it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.69it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.66it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.63it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.64it/s]
100%|██████████| 9/9 [00:02<00:00,  3.68it/s][2025-07-12 09:21:10] horse...PCK-Transfer@0.10: 59.10% | PCK-Transfer@0.05: 34.63% | PCK-Transfer@0.15: 67.04%
+
100%|██████████| 9/9 [00:02<00:00,  3.67it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.71it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.72it/s]
 11%|█         | 3/27 [00:00<00:06,  3.70it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.67it/s]
 19%|█▊        | 5/27 [00:01<00:05,  3.69it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.63it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.69it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.69it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.68it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.67it/s]
 41%|████      | 11/27 [00:02<00:04,  3.68it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.70it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.73it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.72it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.71it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.69it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.66it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.66it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.70it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.65it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.64it/s]
 81%|████████▏ | 22/27 [00:05<00:01,  3.72it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.71it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.75it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.80it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.78it/s]
100%|██████████| 27/27 [00:07<00:00,  3.78it/s][2025-07-12 09:21:17] motorbike...PCK-Transfer@0.10: 61.03% | PCK-Transfer@0.05: 37.14% | PCK-Transfer@0.15: 74.19%
+
100%|██████████| 27/27 [00:07<00:00,  3.71it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:02,  3.72it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.80it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.80it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.84it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.71it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.71it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.67it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.68it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.65it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.66it/s]
 92%|█████████▏| 11/12 [00:02<00:00,  3.64it/s]
100%|██████████| 12/12 [00:03<00:00,  3.68it/s][2025-07-12 09:21:21] person...PCK-Transfer@0.10: 43.19% | PCK-Transfer@0.05: 29.49% | PCK-Transfer@0.15: 56.82%
+
100%|██████████| 12/12 [00:03<00:00,  3.70it/s]
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100%|██████████| 7/7 [00:01<00:00,  3.59it/s][2025-07-12 09:21:23] pottedplant...PCK-Transfer@0.10: 39.52% | PCK-Transfer@0.05: 17.14% | PCK-Transfer@0.15: 61.43%
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100%|██████████| 20/20 [00:05<00:00,  3.64it/s][2025-07-12 09:21:32] train...PCK-Transfer@0.10: 62.50% | PCK-Transfer@0.05: 37.25% | PCK-Transfer@0.15: 77.00%
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100%|██████████| 15/15 [00:04<00:00,  3.63it/s][2025-07-12 09:21:36] tvmonitor...PCK-Transfer@0.10: 27.78% | PCK-Transfer@0.05: 12.78% | PCK-Transfer@0.15: 39.44%
+
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+[2025-07-12 09:21:36] Weighted Per image PCK0.10: 56.95%, image PCK0.05: 38.97%, image PCK0.01: 69.75%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_9__t_0.6_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_9__t_0.6_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..cfc0596660306d2a4f63a232620e9ad7efa9ea9c
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_9__t_0.6_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-12 09:24:41] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_9__t_0.6_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.3_layer_9', 't_0.6_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.3_layer_9', 't_0.6_layer_10']
+Number of parameters corr net: 120
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+
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+[2025-07-12 09:26:12] Weighted Per image PCK0.10: 69.41%, image PCK0.05: 51.86%, image PCK0.01: 79.48%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_9__t_0.7_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_9__t_0.7_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..39669d498b0b62ee226a53ed3ddc600c23b9137e
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_9__t_0.7_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-12 09:29:28] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_9__t_0.7_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.3_layer_9', 't_0.7_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.3_layer_9', 't_0.7_layer_5']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  3.44it/s][2025-07-12 09:29:35] aeroplane...PCK-Transfer@0.10: 79.88% | PCK-Transfer@0.05: 60.47% | PCK-Transfer@0.15: 88.64%
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 10%|█         | 3/30 [00:00<00:07,  3.52it/s]
 13%|█▎        | 4/30 [00:01<00:07,  3.51it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.45it/s]
 20%|██        | 6/30 [00:01<00:07,  3.42it/s]
 23%|██▎       | 7/30 [00:02<00:06,  3.44it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.50it/s]
 30%|███       | 9/30 [00:02<00:06,  3.47it/s]
 33%|███▎      | 10/30 [00:02<00:05,  3.47it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.41it/s]
 40%|████      | 12/30 [00:03<00:05,  3.40it/s]
 43%|████▎     | 13/30 [00:03<00:05,  3.39it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.47it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.46it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.41it/s]
 57%|█████▋    | 17/30 [00:04<00:03,  3.35it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.32it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.34it/s]
 67%|██████▋   | 20/30 [00:05<00:03,  3.33it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.35it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.39it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.33it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.35it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.34it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.35it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.36it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.35it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.36it/s]
100%|██████████| 30/30 [00:08<00:00,  3.40it/s][2025-07-12 09:29:44] bicycle...PCK-Transfer@0.10: 73.06% | PCK-Transfer@0.05: 52.73% | PCK-Transfer@0.15: 82.15%
+
100%|██████████| 30/30 [00:08<00:00,  3.40it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.48it/s]
 20%|██        | 2/10 [00:00<00:02,  3.44it/s]
 30%|███       | 3/10 [00:00<00:02,  3.38it/s]
 40%|████      | 4/10 [00:01<00:01,  3.39it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.43it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.37it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.40it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.42it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.43it/s]
100%|██████████| 10/10 [00:02<00:00,  3.41it/s][2025-07-12 09:29:46] bird...PCK-Transfer@0.10: 64.94% | PCK-Transfer@0.05: 39.08% | PCK-Transfer@0.15: 82.08%
+
100%|██████████| 10/10 [00:02<00:00,  3.41it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.51it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.47it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.45it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.39it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.39it/s]
100%|██████████| 6/6 [00:01<00:00,  3.45it/s][2025-07-12 09:29:48] boat...PCK-Transfer@0.10: 47.22% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 6/6 [00:01<00:00,  3.44it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.39it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.55it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.48it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.45it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.44it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.42it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.50it/s]
100%|██████████| 8/8 [00:02<00:00,  3.45it/s][2025-07-12 09:29:51] bottle...PCK-Transfer@0.10: 65.62% | PCK-Transfer@0.05: 48.44% | PCK-Transfer@0.15: 73.44%
+
100%|██████████| 8/8 [00:02<00:00,  3.46it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.52it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.48it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.43it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.41it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.45it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.35it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.33it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.35it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.44it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.48it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.48it/s]
 41%|████      | 13/32 [00:03<00:05,  3.43it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.39it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.42it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.42it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.47it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.48it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.27it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.20it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.25it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.35it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.39it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.35it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.30it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.35it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.37it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.41it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.44it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.46it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.42it/s]
100%|██████████| 32/32 [00:09<00:00,  3.41it/s][2025-07-12 09:30:00] bus...PCK-Transfer@0.10: 68.85% | PCK-Transfer@0.05: 49.58% | PCK-Transfer@0.15: 77.71%
+
100%|██████████| 32/32 [00:09<00:00,  3.39it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.34it/s]
 11%|█         | 2/19 [00:00<00:04,  3.45it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.39it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.33it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.42it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.39it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.39it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.36it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.37it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.43it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.41it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.40it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.45it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.48it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.50it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.45it/s]
100%|██████████| 19/19 [00:05<00:00,  3.40it/s][2025-07-12 09:30:06] car...PCK-Transfer@0.10: 84.14% | PCK-Transfer@0.05: 67.61% | PCK-Transfer@0.15: 87.18%
+
100%|██████████| 19/19 [00:05<00:00,  3.40it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 11%|█         | 3/27 [00:00<00:06,  3.48it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.41it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.44it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.40it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.46it/s]
 41%|████      | 11/27 [00:03<00:04,  3.43it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.39it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.50it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.54it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.47it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.43it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.42it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.46it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.45it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.47it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.45it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.46it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.46it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.45it/s]
100%|██████████| 27/27 [00:07<00:00,  3.45it/s][2025-07-12 09:30:13] cat...PCK-Transfer@0.10: 71.07% | PCK-Transfer@0.05: 53.66% | PCK-Transfer@0.15: 75.99%
+
100%|██████████| 27/27 [00:07<00:00,  3.45it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.35it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.33it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.35it/s]
 31%|███       | 4/13 [00:01<00:02,  3.38it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.42it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.43it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.45it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.41it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.39it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.39it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.38it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.43it/s]
100%|██████████| 13/13 [00:03<00:00,  3.42it/s][2025-07-12 09:30:17] chair...PCK-Transfer@0.10: 45.00% | PCK-Transfer@0.05: 26.97% | PCK-Transfer@0.15: 57.31%
+
100%|██████████| 13/13 [00:03<00:00,  3.40it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.46it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.47it/s]
100%|██████████| 3/3 [00:00<00:00,  3.45it/s][2025-07-12 09:30:18] cow...PCK-Transfer@0.10: 66.67% | PCK-Transfer@0.05: 35.42% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.45it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.40it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.41it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.46it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.41it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.45it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.47it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.46it/s]
100%|██████████| 8/8 [00:02<00:00,  3.46it/s][2025-07-12 09:30:21] diningtable...PCK-Transfer@0.10: 49.48% | PCK-Transfer@0.05: 25.52% | PCK-Transfer@0.15: 64.06%
+
100%|██████████| 8/8 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.35it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.43it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.45it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.40it/s]
 21%|██        | 5/24 [00:01<00:05,  3.42it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.46it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.46it/s]
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 38%|███▊      | 9/24 [00:02<00:04,  3.44it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.42it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.42it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.43it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.46it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.46it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.50it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.48it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.45it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.50it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.50it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.47it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.46it/s]
100%|██████████| 24/24 [00:06<00:00,  3.46it/s][2025-07-12 09:30:27] dog...PCK-Transfer@0.10: 64.99% | PCK-Transfer@0.05: 45.28% | PCK-Transfer@0.15: 78.23%
+
100%|██████████| 24/24 [00:06<00:00,  3.46it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.49it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.49it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.40it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.39it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.42it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.45it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.55it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.52it/s]
100%|██████████| 9/9 [00:02<00:00,  3.48it/s][2025-07-12 09:30:30] horse...PCK-Transfer@0.10: 66.48% | PCK-Transfer@0.05: 40.48% | PCK-Transfer@0.15: 84.87%
+
100%|██████████| 9/9 [00:02<00:00,  3.47it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.52it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.47it/s]
 41%|████      | 11/27 [00:03<00:04,  3.47it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.48it/s]
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 52%|█████▏    | 14/27 [00:04<00:03,  3.49it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.49it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.49it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.50it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.48it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.46it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.48it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.47it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.43it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.44it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.45it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.41it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.41it/s]
100%|██████████| 27/27 [00:07<00:00,  3.41it/s][2025-07-12 09:30:38] motorbike...PCK-Transfer@0.10: 72.25% | PCK-Transfer@0.05: 42.06% | PCK-Transfer@0.15: 85.27%
+
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+
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+[2025-07-12 09:30:57] Weighted Per image PCK0.10: 63.71%, image PCK0.05: 43.11%, image PCK0.01: 75.43%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_9__t_0.8_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_9__t_0.8_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..e04a45aa7ae47549306be91d6c76e2ae7e1a4f63
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_9__t_0.8_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 09:40:25] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.3_layer_9__t_0.8_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.3_layer_9', 't_0.8_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.3_layer_9', 't_0.8_layer_13']
+Number of parameters corr net: 120
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+[2025-07-12 09:41:51] Weighted Per image PCK0.10: 62.94%, image PCK0.05: 43.08%, image PCK0.01: 75.96%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_10__t_0.5_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_10__t_0.5_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..4ef01b17292d9eb68787b8471980b4463356eac3
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_10__t_0.5_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-12 14:12:26] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_10__t_0.5_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.5_layer_10', 't_0.5_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.5_layer_10', 't_0.5_layer_12']
+Number of parameters corr net: 120
+
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 27%|██▋       | 4/15 [00:02<00:05,  1.87it/s]
 33%|███▎      | 5/15 [00:03<00:04,  2.22it/s]
 40%|████      | 6/15 [00:03<00:03,  2.38it/s]
 47%|████▋     | 7/15 [00:03<00:03,  2.56it/s]
 53%|█████▎    | 8/15 [00:04<00:02,  2.76it/s]
 60%|██████    | 9/15 [00:04<00:02,  2.92it/s]
 67%|██████▋   | 10/15 [00:04<00:01,  3.06it/s]
 73%|███████▎  | 11/15 [00:04<00:01,  3.21it/s]
 80%|████████  | 12/15 [00:05<00:00,  3.34it/s]
 87%|████████▋ | 13/15 [00:05<00:00,  3.43it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.43it/s]
100%|██████████| 15/15 [00:06<00:00,  3.44it/s][2025-07-12 14:12:33] aeroplane...PCK-Transfer@0.10: 84.52% | PCK-Transfer@0.05: 66.90% | PCK-Transfer@0.15: 90.99%
+
100%|██████████| 15/15 [00:06<00:00,  2.49it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:10,  2.68it/s]
  7%|▋         | 2/30 [00:00<00:09,  2.89it/s]
 10%|█         | 3/30 [00:01<00:09,  2.91it/s]
 13%|█▎        | 4/30 [00:01<00:08,  3.00it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.17it/s]
 20%|██        | 6/30 [00:01<00:07,  3.24it/s]
 23%|██▎       | 7/30 [00:02<00:07,  3.25it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.16it/s]
 30%|███       | 9/30 [00:02<00:06,  3.20it/s]
 33%|███▎      | 10/30 [00:03<00:06,  3.17it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.26it/s]
 40%|████      | 12/30 [00:03<00:05,  3.27it/s]
 43%|████▎     | 13/30 [00:04<00:05,  3.31it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.31it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.26it/s]
 53%|█████▎    | 16/30 [00:05<00:04,  3.30it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.38it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.40it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.40it/s]
 67%|██████▋   | 20/30 [00:06<00:02,  3.42it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.38it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.36it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.43it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.38it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.41it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.39it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.40it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.41it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.42it/s]
100%|██████████| 30/30 [00:09<00:00,  3.40it/s][2025-07-12 14:12:42] bicycle...PCK-Transfer@0.10: 77.58% | PCK-Transfer@0.05: 64.24% | PCK-Transfer@0.15: 84.58%
+
100%|██████████| 30/30 [00:09<00:00,  3.30it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.07it/s]
 20%|██        | 2/10 [00:00<00:02,  3.23it/s]
 30%|███       | 3/10 [00:00<00:02,  3.17it/s]
 40%|████      | 4/10 [00:01<00:01,  3.23it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.19it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.34it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.41it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.48it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.47it/s]
100%|██████████| 10/10 [00:02<00:00,  3.52it/s][2025-07-12 14:12:45] bird...PCK-Transfer@0.10: 72.03% | PCK-Transfer@0.05: 51.42% | PCK-Transfer@0.15: 86.94%
+
100%|██████████| 10/10 [00:02<00:00,  3.38it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.39it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.44it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.50it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.19it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.36it/s]
100%|██████████| 6/6 [00:01<00:00,  3.30it/s][2025-07-12 14:12:47] boat...PCK-Transfer@0.10: 52.78% | PCK-Transfer@0.05: 34.72% | PCK-Transfer@0.15: 77.78%
+
100%|██████████| 6/6 [00:01<00:00,  3.33it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.51it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.46it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.50it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.49it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.44it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.49it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.46it/s]
100%|██████████| 8/8 [00:02<00:00,  3.49it/s][2025-07-12 14:12:49] bottle...PCK-Transfer@0.10: 64.06% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 73.44%
+
100%|██████████| 8/8 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.34it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.40it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.40it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.45it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.45it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.30it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.36it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.42it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.45it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.42it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.41it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.42it/s]
 41%|████      | 13/32 [00:03<00:05,  3.46it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.50it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.51it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.50it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.48it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.50it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.50it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.51it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.51it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.43it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.41it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.47it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.49it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.42it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.46it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.42it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.37it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.33it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.36it/s]
100%|██████████| 32/32 [00:09<00:00,  3.33it/s][2025-07-12 14:12:59] bus...PCK-Transfer@0.10: 73.96% | PCK-Transfer@0.05: 63.02% | PCK-Transfer@0.15: 81.88%
+
100%|██████████| 32/32 [00:09<00:00,  3.42it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.43it/s]
 11%|█         | 2/19 [00:00<00:04,  3.45it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.47it/s]
 21%|██        | 4/19 [00:01<00:04,  3.46it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.44it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.39it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.37it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.40it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.41it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.45it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.41it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.38it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.41it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.43it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.41it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.41it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.40it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.43it/s]
100%|██████████| 19/19 [00:05<00:00,  3.50it/s][2025-07-12 14:13:04] car...PCK-Transfer@0.10: 90.93% | PCK-Transfer@0.05: 80.71% | PCK-Transfer@0.15: 93.21%
+
100%|██████████| 19/19 [00:05<00:00,  3.43it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.49it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.38it/s]
 11%|█         | 3/27 [00:00<00:07,  3.38it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.44it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.42it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.39it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.42it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.43it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.41it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.42it/s]
 41%|████      | 11/27 [00:03<00:04,  3.45it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.49it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.47it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.48it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.45it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.44it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.46it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.51it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.51it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.48it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.45it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.43it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.43it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.43it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.44it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.44it/s]
100%|██████████| 27/27 [00:07<00:00,  3.42it/s][2025-07-12 14:13:12] cat...PCK-Transfer@0.10: 79.79% | PCK-Transfer@0.05: 64.18% | PCK-Transfer@0.15: 88.70%
+
100%|██████████| 27/27 [00:07<00:00,  3.44it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.55it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.09it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.28it/s]
 31%|███       | 4/13 [00:01<00:02,  3.31it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.35it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.27it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.33it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.39it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.46it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.50it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.54it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.52it/s]
100%|██████████| 13/13 [00:03<00:00,  3.52it/s][2025-07-12 14:13:16] chair...PCK-Transfer@0.10: 49.21% | PCK-Transfer@0.05: 29.12% | PCK-Transfer@0.15: 60.30%
+
100%|██████████| 13/13 [00:03<00:00,  3.39it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.56it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.52it/s]
100%|██████████| 3/3 [00:00<00:00,  3.52it/s][2025-07-12 14:13:17] cow...PCK-Transfer@0.10: 85.42% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.53it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.50it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.50it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.50it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.54it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.50it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.48it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.50it/s]
100%|██████████| 8/8 [00:02<00:00,  3.54it/s][2025-07-12 14:13:19] diningtable...PCK-Transfer@0.10: 44.79% | PCK-Transfer@0.05: 36.46% | PCK-Transfer@0.15: 63.02%
+
100%|██████████| 8/8 [00:02<00:00,  3.52it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.36it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.45it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.46it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.53it/s]
 21%|██        | 5/24 [00:01<00:05,  3.51it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.50it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.50it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.49it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.50it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.54it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.54it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.54it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.52it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.48it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.46it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.47it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.48it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.46it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.47it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.44it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.45it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.47it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.48it/s]
100%|██████████| 24/24 [00:06<00:00,  3.47it/s][2025-07-12 14:13:26] dog...PCK-Transfer@0.10: 71.04% | PCK-Transfer@0.05: 52.10% | PCK-Transfer@0.15: 85.67%
+
100%|██████████| 24/24 [00:06<00:00,  3.48it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.30it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.41it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.49it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.55it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.49it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.45it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.42it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.43it/s]
100%|██████████| 9/9 [00:02<00:00,  3.48it/s][2025-07-12 14:13:29] horse...PCK-Transfer@0.10: 82.35% | PCK-Transfer@0.05: 56.72% | PCK-Transfer@0.15: 86.59%
+
100%|██████████| 9/9 [00:02<00:00,  3.46it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.41it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.46it/s]
 41%|████      | 11/27 [00:03<00:04,  3.47it/s]
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100%|██████████| 7/7 [00:02<00:00,  3.38it/s][2025-07-12 14:13:42] pottedplant...PCK-Transfer@0.10: 44.76% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 61.43%
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100%|██████████| 20/20 [00:05<00:00,  3.43it/s][2025-07-12 14:13:52] train...PCK-Transfer@0.10: 72.00% | PCK-Transfer@0.05: 49.50% | PCK-Transfer@0.15: 83.00%
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100%|██████████| 15/15 [00:04<00:00,  3.50it/s][2025-07-12 14:13:56] tvmonitor...PCK-Transfer@0.10: 36.11% | PCK-Transfer@0.05: 18.33% | PCK-Transfer@0.15: 53.89%
+
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+[2025-07-12 14:13:56] Weighted Per image PCK0.10: 69.80%, image PCK0.05: 52.29%, image PCK0.01: 80.38%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_10_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_10_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..98f9d82c208d04fba24b8dc3f9d2ade6726b1bee
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_10_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-11 20:27:15] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_10_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.5_layer_10'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.5_layer_10']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.56it/s][2025-07-11 20:27:46] bus...PCK-Transfer@0.10: 65.89% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 74.06%
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100%|██████████| 19/19 [00:05<00:00,  3.65it/s][2025-07-11 20:27:52] car...PCK-Transfer@0.10: 86.95% | PCK-Transfer@0.05: 74.29% | PCK-Transfer@0.15: 89.29%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.52it/s][2025-07-11 20:27:59] cat...PCK-Transfer@0.10: 71.38% | PCK-Transfer@0.05: 53.74% | PCK-Transfer@0.15: 81.39%
+
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+
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100%|██████████| 13/13 [00:03<00:00,  3.64it/s][2025-07-11 20:28:03] chair...PCK-Transfer@0.10: 45.88% | PCK-Transfer@0.05: 26.20% | PCK-Transfer@0.15: 58.68%
+
100%|██████████| 13/13 [00:03<00:00,  3.63it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.62it/s][2025-07-11 20:28:04] cow...PCK-Transfer@0.10: 79.17% | PCK-Transfer@0.05: 37.50% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.62it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.67it/s][2025-07-11 20:28:06] diningtable...PCK-Transfer@0.10: 49.48% | PCK-Transfer@0.05: 25.52% | PCK-Transfer@0.15: 67.71%
+
100%|██████████| 8/8 [00:02<00:00,  3.66it/s]
+
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100%|██████████| 24/24 [00:06<00:00,  3.62it/s][2025-07-11 20:28:13] dog...PCK-Transfer@0.10: 63.68% | PCK-Transfer@0.05: 42.62% | PCK-Transfer@0.15: 80.07%
+
100%|██████████| 24/24 [00:06<00:00,  3.63it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.59it/s][2025-07-11 20:28:15] horse...PCK-Transfer@0.10: 72.46% | PCK-Transfer@0.05: 47.46% | PCK-Transfer@0.15: 80.50%
+
100%|██████████| 9/9 [00:02<00:00,  3.61it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.77it/s][2025-07-11 20:28:22] motorbike...PCK-Transfer@0.10: 68.74% | PCK-Transfer@0.05: 42.41% | PCK-Transfer@0.15: 79.17%
+
100%|██████████| 27/27 [00:07<00:00,  3.67it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.67it/s][2025-07-11 20:28:26] person...PCK-Transfer@0.10: 51.44% | PCK-Transfer@0.05: 33.07% | PCK-Transfer@0.15: 61.88%
+
100%|██████████| 12/12 [00:03<00:00,  3.69it/s]
+
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100%|██████████| 7/7 [00:01<00:00,  3.62it/s][2025-07-11 20:28:28] pottedplant...PCK-Transfer@0.10: 39.52% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 56.19%
+
100%|██████████| 7/7 [00:01<00:00,  3.56it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.51it/s][2025-07-11 20:28:28] sheep...PCK-Transfer@0.10: 20.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 20.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.50it/s]
+
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 62%|██████▏   | 8/13 [00:02<00:01,  3.60it/s]
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100%|██████████| 13/13 [00:03<00:00,  3.72it/s][2025-07-11 20:28:31] sofa...PCK-Transfer@0.10: 47.23% | PCK-Transfer@0.05: 26.92% | PCK-Transfer@0.15: 65.91%
+
100%|██████████| 13/13 [00:03<00:00,  3.65it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.64it/s][2025-07-11 20:28:37] train...PCK-Transfer@0.10: 62.75% | PCK-Transfer@0.05: 42.25% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 20/20 [00:05<00:00,  3.63it/s]
+
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 87%|████████▋ | 13/15 [00:03<00:00,  3.61it/s]
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100%|██████████| 15/15 [00:04<00:00,  3.63it/s][2025-07-11 20:28:41] tvmonitor...PCK-Transfer@0.10: 29.44% | PCK-Transfer@0.05: 12.78% | PCK-Transfer@0.15: 46.11%
+
100%|██████████| 15/15 [00:04<00:00,  3.62it/s]
+[2025-07-11 20:28:41] Weighted Per image PCK0.10: 63.17%, image PCK0.05: 44.10%, image PCK0.01: 75.35%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_11__t_0.5_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_11__t_0.5_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..5b5c6f34d5b0f4e40bc1b71666cb1cb297ec007a
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_11__t_0.5_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-12 14:40:35] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_11__t_0.5_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.5_layer_11', 't_0.5_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.5_layer_11', 't_0.5_layer_20']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:01<00:00,  3.53it/s][2025-07-12 14:41:50] pottedplant...PCK-Transfer@0.10: 46.67% | PCK-Transfer@0.05: 24.76% | PCK-Transfer@0.15: 63.33%
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100%|██████████| 20/20 [00:05<00:00,  3.55it/s][2025-07-12 14:42:00] train...PCK-Transfer@0.10: 65.50% | PCK-Transfer@0.05: 39.25% | PCK-Transfer@0.15: 74.50%
+
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100%|██████████| 15/15 [00:04<00:00,  3.50it/s][2025-07-12 14:42:05] tvmonitor...PCK-Transfer@0.10: 36.11% | PCK-Transfer@0.05: 18.33% | PCK-Transfer@0.15: 46.11%
+
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+[2025-07-12 14:42:05] Weighted Per image PCK0.10: 63.50%, image PCK0.05: 44.81%, image PCK0.01: 73.92%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_11__t_0.6_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_11__t_0.6_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..c4472c95e1628f9ad7fa99c4edb65f18a00222c9
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_11__t_0.6_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-12 14:45:16] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_11__t_0.6_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.5_layer_11', 't_0.6_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.5_layer_11', 't_0.6_layer_13']
+Number of parameters corr net: 120
+
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 53%|█████▎    | 17/32 [00:05<00:04,  3.33it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.35it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.36it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.35it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.30it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.29it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.30it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.40it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.44it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.36it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.33it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.33it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.35it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.39it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.47it/s]
100%|██████████| 32/32 [00:09<00:00,  3.36it/s][2025-07-12 14:45:49] bus...PCK-Transfer@0.10: 74.74% | PCK-Transfer@0.05: 61.72% | PCK-Transfer@0.15: 82.92%
+
100%|██████████| 32/32 [00:09<00:00,  3.37it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.45it/s]
 11%|█         | 2/19 [00:00<00:04,  3.45it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.47it/s]
 21%|██        | 4/19 [00:01<00:04,  3.47it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.42it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.37it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.36it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.39it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.39it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.43it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.45it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.39it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.41it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.44it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.42it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.42it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.41it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.44it/s]
100%|██████████| 19/19 [00:05<00:00,  3.50it/s][2025-07-12 14:45:54] car...PCK-Transfer@0.10: 88.45% | PCK-Transfer@0.05: 78.37% | PCK-Transfer@0.15: 91.21%
+
100%|██████████| 19/19 [00:05<00:00,  3.43it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.51it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.45it/s]
 11%|█         | 3/27 [00:00<00:07,  3.41it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.45it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.43it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.42it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.45it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.45it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.43it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.44it/s]
 41%|████      | 11/27 [00:03<00:04,  3.45it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.48it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.43it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.44it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.40it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.39it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.42it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.45it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.45it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.42it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.39it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.38it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.40it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.40it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.41it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.40it/s]
100%|██████████| 27/27 [00:07<00:00,  3.39it/s][2025-07-12 14:46:02] cat...PCK-Transfer@0.10: 81.96% | PCK-Transfer@0.05: 65.07% | PCK-Transfer@0.15: 89.60%
+
100%|██████████| 27/27 [00:07<00:00,  3.42it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.38it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.50it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.51it/s]
 31%|███       | 4/13 [00:01<00:02,  3.46it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.45it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.41it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.43it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.49it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.52it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.54it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.55it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.52it/s]
100%|██████████| 13/13 [00:03<00:00,  3.51it/s][2025-07-12 14:46:06] chair...PCK-Transfer@0.10: 51.60% | PCK-Transfer@0.05: 31.56% | PCK-Transfer@0.15: 62.88%
+
100%|██████████| 13/13 [00:03<00:00,  3.49it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.53it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.50it/s]
100%|██████████| 3/3 [00:00<00:00,  3.49it/s][2025-07-12 14:46:07] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.49it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.45it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.46it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.46it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.51it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.48it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.46it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.46it/s]
100%|██████████| 8/8 [00:02<00:00,  3.49it/s][2025-07-12 14:46:09] diningtable...PCK-Transfer@0.10: 44.79% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 68.23%
+
100%|██████████| 8/8 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.38it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.46it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.45it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.51it/s]
 21%|██        | 5/24 [00:01<00:05,  3.49it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.49it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.48it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.47it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.47it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.51it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.51it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.52it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.51it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.49it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.48it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.48it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.42it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.43it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.42it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.41it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.43it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.45it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.47it/s]
100%|██████████| 24/24 [00:06<00:00,  3.36it/s][2025-07-12 14:46:16] dog...PCK-Transfer@0.10: 72.85% | PCK-Transfer@0.05: 55.85% | PCK-Transfer@0.15: 84.56%
+
100%|██████████| 24/24 [00:06<00:00,  3.45it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.09it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.27it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.38it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.49it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.47it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.46it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.42it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.42it/s]
100%|██████████| 9/9 [00:02<00:00,  3.46it/s][2025-07-12 14:46:19] horse...PCK-Transfer@0.10: 75.11% | PCK-Transfer@0.05: 51.56% | PCK-Transfer@0.15: 85.79%
+
100%|██████████| 9/9 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.40it/s]
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 30%|██▉       | 8/27 [00:02<00:05,  3.44it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.44it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.44it/s]
 41%|████      | 11/27 [00:03<00:04,  3.45it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.46it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.52it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.51it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.52it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.51it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.48it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.48it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.50it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.48it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.49it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.54it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.52it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.54it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.59it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.57it/s]
100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-12 14:46:27] motorbike...PCK-Transfer@0.10: 79.74% | PCK-Transfer@0.05: 54.95% | PCK-Transfer@0.15: 87.94%
+
100%|██████████| 27/27 [00:07<00:00,  3.50it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.45it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.58it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.64it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.66it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.56it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.56it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.53it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.54it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.51it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.50it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.48it/s]
100%|██████████| 12/12 [00:03<00:00,  3.52it/s][2025-07-12 14:46:30] person...PCK-Transfer@0.10: 55.01% | PCK-Transfer@0.05: 35.49% | PCK-Transfer@0.15: 70.51%
+
100%|██████████| 12/12 [00:03<00:00,  3.54it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.37it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.35it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.41it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.39it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.37it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.41it/s]
100%|██████████| 7/7 [00:02<00:00,  3.45it/s][2025-07-12 14:46:32] pottedplant...PCK-Transfer@0.10: 41.90% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 66.19%
+
100%|██████████| 7/7 [00:02<00:00,  3.41it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.41it/s][2025-07-12 14:46:32] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.40it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.47it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.48it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.49it/s]
 31%|███       | 4/13 [00:01<00:02,  3.51it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.47it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.48it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.48it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.47it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.46it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.51it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.46it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.52it/s]
100%|██████████| 13/13 [00:03<00:00,  3.53it/s][2025-07-12 14:46:36] sofa...PCK-Transfer@0.10: 52.97% | PCK-Transfer@0.05: 36.59% | PCK-Transfer@0.15: 68.30%
+
100%|██████████| 13/13 [00:03<00:00,  3.50it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
  5%|▌         | 1/20 [00:00<00:05,  3.43it/s]
 10%|█         | 2/20 [00:00<00:05,  3.46it/s]
 15%|█▌        | 3/20 [00:00<00:04,  3.51it/s]
 20%|██        | 4/20 [00:01<00:04,  3.51it/s]
 25%|██▌       | 5/20 [00:01<00:04,  3.48it/s]
 30%|███       | 6/20 [00:01<00:03,  3.52it/s]
 35%|███▌      | 7/20 [00:01<00:03,  3.57it/s]
 40%|████      | 8/20 [00:02<00:03,  3.51it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.49it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.51it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.50it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.51it/s]
 65%|██████▌   | 13/20 [00:03<00:02,  3.47it/s]
 70%|███████   | 14/20 [00:04<00:01,  3.47it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.50it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.48it/s]
 85%|████████▌ | 17/20 [00:04<00:00,  3.56it/s]
 90%|█████████ | 18/20 [00:05<00:00,  3.52it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.54it/s]
100%|██████████| 20/20 [00:05<00:00,  3.50it/s][2025-07-12 14:46:42] train...PCK-Transfer@0.10: 70.75% | PCK-Transfer@0.05: 49.50% | PCK-Transfer@0.15: 81.75%
+
100%|██████████| 20/20 [00:05<00:00,  3.50it/s]
+
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 53%|█████▎    | 8/15 [00:02<00:01,  3.56it/s]
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+[2025-07-12 14:46:46] Weighted Per image PCK0.10: 69.92%, image PCK0.05: 53.07%, image PCK0.01: 80.72%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_11__t_0.7_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_11__t_0.7_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..0d8598a6d6cf0c7d6f8a104d604ad05b450f3a9c
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_11__t_0.7_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-12 14:53:10] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_11__t_0.7_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.5_layer_11', 't_0.7_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.5_layer_11', 't_0.7_layer_18']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.51it/s][2025-07-12 14:54:41] tvmonitor...PCK-Transfer@0.10: 31.11% | PCK-Transfer@0.05: 15.00% | PCK-Transfer@0.15: 44.44%
+
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+[2025-07-12 14:54:41] Weighted Per image PCK0.10: 68.02%, image PCK0.05: 49.93%, image PCK0.01: 78.20%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_11__t_0.7_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_11__t_0.7_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..084c6927519c12551e3112ed336829dc6ea3c002
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_11__t_0.7_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-12 14:48:23] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_11__t_0.7_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.5_layer_11', 't_0.7_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.5_layer_11', 't_0.7_layer_5']
+Number of parameters corr net: 120
+
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100%|██████████| 8/8 [00:02<00:00,  3.48it/s][2025-07-12 14:48:46] bottle...PCK-Transfer@0.10: 64.06% | PCK-Transfer@0.05: 48.44% | PCK-Transfer@0.15: 76.56%
+
100%|██████████| 8/8 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 28%|██▊       | 9/32 [00:02<00:06,  3.49it/s]
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 34%|███▍      | 11/32 [00:03<00:06,  3.39it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.41it/s]
 41%|████      | 13/32 [00:03<00:05,  3.43it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.47it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.44it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.43it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.42it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.45it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.46it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.48it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.51it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.47it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.47it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.52it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.56it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.49it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.49it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.45it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.44it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.39it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.45it/s]
100%|██████████| 32/32 [00:09<00:00,  3.48it/s][2025-07-12 14:48:55] bus...PCK-Transfer@0.10: 70.16% | PCK-Transfer@0.05: 55.05% | PCK-Transfer@0.15: 79.79%
+
100%|██████████| 32/32 [00:09<00:00,  3.46it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.54it/s]
 11%|█         | 2/19 [00:00<00:05,  3.38it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.40it/s]
 21%|██        | 4/19 [00:01<00:04,  3.39it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.32it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.29it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.34it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.33it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.39it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.41it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.37it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.39it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.40it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.38it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.38it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.35it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.39it/s]
100%|██████████| 19/19 [00:05<00:00,  3.46it/s][2025-07-12 14:49:00] car...PCK-Transfer@0.10: 89.59% | PCK-Transfer@0.05: 76.45% | PCK-Transfer@0.15: 92.50%
+
100%|██████████| 19/19 [00:05<00:00,  3.39it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.47it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.40it/s]
 11%|█         | 3/27 [00:00<00:07,  3.38it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.46it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.39it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.21it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.29it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.34it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.36it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.36it/s]
 41%|████      | 11/27 [00:03<00:04,  3.40it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.43it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.34it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.34it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.33it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.35it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.40it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.47it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.49it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.45it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.30it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.29it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.30it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.31it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.30it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.33it/s]
100%|██████████| 27/27 [00:08<00:00,  3.34it/s][2025-07-12 14:49:08] cat...PCK-Transfer@0.10: 82.74% | PCK-Transfer@0.05: 62.54% | PCK-Transfer@0.15: 86.67%
+
100%|██████████| 27/27 [00:08<00:00,  3.36it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.20it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.41it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.43it/s]
 31%|███       | 4/13 [00:01<00:02,  3.39it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.39it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.37it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.40it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.46it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.50it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.51it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.51it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.46it/s]
100%|██████████| 13/13 [00:03<00:00,  3.46it/s][2025-07-12 14:49:12] chair...PCK-Transfer@0.10: 51.35% | PCK-Transfer@0.05: 27.31% | PCK-Transfer@0.15: 59.36%
+
100%|██████████| 13/13 [00:03<00:00,  3.44it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.39it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.41it/s]
100%|██████████| 3/3 [00:00<00:00,  3.43it/s][2025-07-12 14:49:13] cow...PCK-Transfer@0.10: 79.17% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.42it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.41it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.45it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.45it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.51it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.47it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.45it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.46it/s]
100%|██████████| 8/8 [00:02<00:00,  3.48it/s][2025-07-12 14:49:15] diningtable...PCK-Transfer@0.10: 52.60% | PCK-Transfer@0.05: 34.90% | PCK-Transfer@0.15: 62.50%
+
100%|██████████| 8/8 [00:02<00:00,  3.47it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.40it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.44it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.43it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.53it/s]
 21%|██        | 5/24 [00:01<00:05,  3.52it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.50it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.49it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.47it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.48it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.53it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.53it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.53it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.52it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.48it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.47it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.49it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.49it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.50it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.47it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.48it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.48it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.50it/s]
100%|██████████| 24/24 [00:06<00:00,  3.51it/s][2025-07-12 14:49:22] dog...PCK-Transfer@0.10: 72.85% | PCK-Transfer@0.05: 53.60% | PCK-Transfer@0.15: 84.42%
+
100%|██████████| 24/24 [00:06<00:00,  3.49it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.42it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.46it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.48it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.45it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.45it/s]
100%|██████████| 9/9 [00:02<00:00,  3.49it/s][2025-07-12 14:49:25] horse...PCK-Transfer@0.10: 77.59% | PCK-Transfer@0.05: 55.66% | PCK-Transfer@0.15: 86.59%
+
100%|██████████| 9/9 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.46it/s]
 41%|████      | 11/27 [00:03<00:04,  3.47it/s]
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 48%|████▊     | 13/27 [00:03<00:03,  3.52it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.52it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.52it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.50it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.48it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.50it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.48it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.48it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.53it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.51it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.54it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.58it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.56it/s]
100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-12 14:49:33] motorbike...PCK-Transfer@0.10: 78.92% | PCK-Transfer@0.05: 53.05% | PCK-Transfer@0.15: 89.38%
+
100%|██████████| 27/27 [00:07<00:00,  3.50it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.48it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.59it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.63it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.66it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.56it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.56it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.53it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.53it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.50it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.50it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.48it/s]
100%|██████████| 12/12 [00:03<00:00,  3.52it/s][2025-07-12 14:49:36] person...PCK-Transfer@0.10: 53.23% | PCK-Transfer@0.05: 35.52% | PCK-Transfer@0.15: 67.59%
+
100%|██████████| 12/12 [00:03<00:00,  3.54it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.38it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.37it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.43it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.42it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.40it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.44it/s]
100%|██████████| 7/7 [00:02<00:00,  3.48it/s][2025-07-12 14:49:38] pottedplant...PCK-Transfer@0.10: 38.57% | PCK-Transfer@0.05: 29.05% | PCK-Transfer@0.15: 56.19%
+
100%|██████████| 7/7 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.39it/s][2025-07-12 14:49:38] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.38it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.32it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.44it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.49it/s]
 31%|███       | 4/13 [00:01<00:02,  3.52it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.48it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.49it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.50it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.48it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.47it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.48it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.33it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.43it/s]
100%|██████████| 13/13 [00:03<00:00,  3.47it/s][2025-07-12 14:49:42] sofa...PCK-Transfer@0.10: 53.63% | PCK-Transfer@0.05: 32.64% | PCK-Transfer@0.15: 66.24%
+
100%|██████████| 13/13 [00:03<00:00,  3.46it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 15%|█▌        | 3/20 [00:00<00:04,  3.49it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.48it/s]
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 55%|█████▌    | 11/20 [00:03<00:02,  3.48it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.47it/s]
 65%|██████▌   | 13/20 [00:03<00:02,  3.44it/s]
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+[2025-07-12 14:49:52] Weighted Per image PCK0.10: 68.91%, image PCK0.05: 50.48%, image PCK0.01: 79.48%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_13__t_0.5_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_13__t_0.5_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..132a5a7add113ed3f8dc568f4b589250ed235f50
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_13__t_0.5_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-12 15:27:39] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_13__t_0.5_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.5_layer_13', 't_0.5_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.5_layer_13', 't_0.5_layer_20']
+Number of parameters corr net: 120
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+
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100%|██████████| 15/15 [00:04<00:00,  3.50it/s][2025-07-12 15:29:09] tvmonitor...PCK-Transfer@0.10: 32.78% | PCK-Transfer@0.05: 23.33% | PCK-Transfer@0.15: 39.44%
+
100%|██████████| 15/15 [00:04<00:00,  3.48it/s]
+[2025-07-12 15:29:09] Weighted Per image PCK0.10: 60.97%, image PCK0.05: 43.67%, image PCK0.01: 71.26%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_13__t_0.6_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_13__t_0.6_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..cf8f2ec0e21779a1cb22648544a2b09fc53b4306
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_13__t_0.6_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-12 15:29:11] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_13__t_0.6_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.5_layer_13', 't_0.6_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.5_layer_13', 't_0.6_layer_5']
+Number of parameters corr net: 120
+
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 33%|███▎      | 2/6 [00:00<00:01,  3.48it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.44it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.38it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.35it/s]
100%|██████████| 6/6 [00:01<00:00,  3.41it/s][2025-07-12 15:29:31] boat...PCK-Transfer@0.10: 52.78% | PCK-Transfer@0.05: 34.72% | PCK-Transfer@0.15: 76.39%
+
100%|██████████| 6/6 [00:01<00:00,  3.41it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.31it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.45it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.39it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.38it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.34it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.34it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.41it/s]
100%|██████████| 8/8 [00:02<00:00,  3.35it/s][2025-07-12 15:29:34] bottle...PCK-Transfer@0.10: 64.06% | PCK-Transfer@0.05: 48.44% | PCK-Transfer@0.15: 76.56%
+
100%|██████████| 8/8 [00:02<00:00,  3.36it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.32it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.36it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.34it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.36it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.40it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.34it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.39it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.35it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.39it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.50it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.55it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.56it/s]
 41%|████      | 13/32 [00:03<00:05,  3.49it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.45it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.50it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.52it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.59it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.57it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.53it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.47it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.40it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.49it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.51it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.48it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.38it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.38it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.38it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.43it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.48it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.44it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.36it/s]
100%|██████████| 32/32 [00:09<00:00,  3.34it/s][2025-07-12 15:29:43] bus...PCK-Transfer@0.10: 74.06% | PCK-Transfer@0.05: 60.00% | PCK-Transfer@0.15: 80.31%
+
100%|██████████| 32/32 [00:09<00:00,  3.44it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.75it/s]
 11%|█         | 2/19 [00:00<00:05,  3.20it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.30it/s]
 21%|██        | 4/19 [00:01<00:04,  3.34it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.35it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.43it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.54it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.48it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.47it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.40it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.39it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.45it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.41it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.40it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.45it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.50it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.51it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.48it/s]
100%|██████████| 19/19 [00:05<00:00,  3.46it/s][2025-07-12 15:29:49] car...PCK-Transfer@0.10: 90.17% | PCK-Transfer@0.05: 78.04% | PCK-Transfer@0.15: 92.46%
+
100%|██████████| 19/19 [00:05<00:00,  3.42it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.49it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.57it/s]
 11%|█         | 3/27 [00:00<00:06,  3.64it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.50it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.48it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.47it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.44it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.43it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.46it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.43it/s]
 41%|████      | 11/27 [00:03<00:04,  3.40it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.36it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.41it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.42it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.48it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.54it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.49it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.43it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.43it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.47it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.47it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.48it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.46it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.45it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.43it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.41it/s]
100%|██████████| 27/27 [00:07<00:00,  3.40it/s][2025-07-12 15:29:57] cat...PCK-Transfer@0.10: 79.34% | PCK-Transfer@0.05: 64.01% | PCK-Transfer@0.15: 84.66%
+
100%|██████████| 27/27 [00:07<00:00,  3.45it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.37it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.34it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.34it/s]
 31%|███       | 4/13 [00:01<00:02,  3.37it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.39it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.42it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.41it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.38it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.37it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.36it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.35it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.39it/s]
100%|██████████| 13/13 [00:03<00:00,  3.37it/s][2025-07-12 15:30:00] chair...PCK-Transfer@0.10: 50.28% | PCK-Transfer@0.05: 28.33% | PCK-Transfer@0.15: 57.33%
+
100%|██████████| 13/13 [00:03<00:00,  3.37it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.36it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.40it/s]
100%|██████████| 3/3 [00:00<00:00,  3.40it/s][2025-07-12 15:30:01] cow...PCK-Transfer@0.10: 77.08% | PCK-Transfer@0.05: 54.17% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.39it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.35it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.32it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.37it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.35it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.39it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.41it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.42it/s]
100%|██████████| 8/8 [00:02<00:00,  3.41it/s][2025-07-12 15:30:04] diningtable...PCK-Transfer@0.10: 49.48% | PCK-Transfer@0.05: 31.77% | PCK-Transfer@0.15: 68.75%
+
100%|██████████| 8/8 [00:02<00:00,  3.39it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.32it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.33it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.37it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.32it/s]
 21%|██        | 5/24 [00:01<00:05,  3.35it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.37it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.39it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.33it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.27it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.24it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.28it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.30it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.33it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.34it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.24it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.18it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.24it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.29it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.31it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.38it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.37it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.34it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.26it/s]
100%|██████████| 24/24 [00:07<00:00,  3.30it/s][2025-07-12 15:30:11] dog...PCK-Transfer@0.10: 72.47% | PCK-Transfer@0.05: 55.12% | PCK-Transfer@0.15: 84.42%
+
100%|██████████| 24/24 [00:07<00:00,  3.31it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.07it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.20it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.26it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.27it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.34it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.38it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.46it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.46it/s]
100%|██████████| 9/9 [00:02<00:00,  3.43it/s][2025-07-12 15:30:14] horse...PCK-Transfer@0.10: 82.75% | PCK-Transfer@0.05: 58.31% | PCK-Transfer@0.15: 88.31%
+
100%|██████████| 9/9 [00:02<00:00,  3.37it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.31it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.42it/s]
 11%|█         | 3/27 [00:00<00:06,  3.44it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.45it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.43it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.48it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.41it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.41it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.43it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.43it/s]
 41%|████      | 11/27 [00:03<00:04,  3.44it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.42it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.43it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.43it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.45it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.44it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.48it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.46it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.44it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.46it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.44it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.41it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.42it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.42it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.39it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.40it/s]
100%|██████████| 27/27 [00:07<00:00,  3.41it/s][2025-07-12 15:30:22] motorbike...PCK-Transfer@0.10: 81.14% | PCK-Transfer@0.05: 56.84% | PCK-Transfer@0.15: 92.02%
+
100%|██████████| 27/27 [00:07<00:00,  3.43it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.09it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.20it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.23it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.25it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.35it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.38it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.44it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.43it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.45it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.44it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.47it/s]
100%|██████████| 12/12 [00:03<00:00,  3.42it/s][2025-07-12 15:30:25] person...PCK-Transfer@0.10: 53.08% | PCK-Transfer@0.05: 33.11% | PCK-Transfer@0.15: 66.26%
+
100%|██████████| 12/12 [00:03<00:00,  3.38it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.51it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.55it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.49it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.50it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.54it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.49it/s]
100%|██████████| 7/7 [00:01<00:00,  3.48it/s][2025-07-12 15:30:27] pottedplant...PCK-Transfer@0.10: 44.29% | PCK-Transfer@0.05: 32.38% | PCK-Transfer@0.15: 56.19%
+
100%|██████████| 7/7 [00:02<00:00,  3.50it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.42it/s][2025-07-12 15:30:27] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.41it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.39it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.40it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.39it/s]
 31%|███       | 4/13 [00:01<00:02,  3.38it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.39it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.38it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.38it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.40it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.42it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.39it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.53it/s][2025-07-12 15:30:37] train...PCK-Transfer@0.10: 69.75% | PCK-Transfer@0.05: 48.25% | PCK-Transfer@0.15: 79.75%
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+[2025-07-12 15:30:41] Weighted Per image PCK0.10: 70.22%, image PCK0.05: 52.49%, image PCK0.01: 79.47%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..01f28bb697d46dbe0cff6aade09ab5da6a5e8745
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-11 20:28:56] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.5_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.5_layer_13']
+Number of parameters corr net: 120
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+[2025-07-11 20:30:34] Weighted Per image PCK0.10: 65.44%, image PCK0.05: 47.82%, image PCK0.01: 76.30%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_18__t_0.6_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_18__t_0.6_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..6b994b7804bc9530ad66058d68096d53c8f61ece
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_18__t_0.6_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-12 16:16:09] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_18__t_0.6_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.5_layer_18', 't_0.6_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.5_layer_18', 't_0.6_layer_12']
+Number of parameters corr net: 120
+
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100%|██████████| 30/30 [00:08<00:00,  3.42it/s][2025-07-12 16:16:25] bicycle...PCK-Transfer@0.10: 85.21% | PCK-Transfer@0.05: 77.33% | PCK-Transfer@0.15: 89.45%
+
100%|██████████| 30/30 [00:08<00:00,  3.38it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.32it/s]
 20%|██        | 2/10 [00:00<00:02,  3.38it/s]
 30%|███       | 3/10 [00:00<00:02,  3.34it/s]
 40%|████      | 4/10 [00:01<00:01,  3.35it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.37it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.33it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.37it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.36it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.37it/s]
100%|██████████| 10/10 [00:02<00:00,  3.35it/s][2025-07-12 16:16:28] bird...PCK-Transfer@0.10: 78.00% | PCK-Transfer@0.05: 51.78% | PCK-Transfer@0.15: 89.31%
+
100%|██████████| 10/10 [00:02<00:00,  3.35it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.56it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.53it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.48it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.36it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.39it/s]
100%|██████████| 6/6 [00:01<00:00,  3.42it/s][2025-07-12 16:16:30] boat...PCK-Transfer@0.10: 54.17% | PCK-Transfer@0.05: 37.50% | PCK-Transfer@0.15: 70.83%
+
100%|██████████| 6/6 [00:01<00:00,  3.43it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.35it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.50it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.43it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.39it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.38it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.37it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.44it/s]
100%|██████████| 8/8 [00:02<00:00,  3.41it/s][2025-07-12 16:16:32] bottle...PCK-Transfer@0.10: 56.25% | PCK-Transfer@0.05: 46.88% | PCK-Transfer@0.15: 67.19%
+
100%|██████████| 8/8 [00:02<00:00,  3.41it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.56it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.40it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.38it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.37it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.35it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.27it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.29it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.24it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.21it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.29it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.31it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.35it/s]
 41%|████      | 13/32 [00:03<00:05,  3.35it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.35it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.36it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.38it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.44it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.45it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.44it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.42it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.39it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.44it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.45it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.41it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.38it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.43it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.42it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.45it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.40it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.46it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.44it/s]
100%|██████████| 32/32 [00:09<00:00,  3.44it/s][2025-07-12 16:16:42] bus...PCK-Transfer@0.10: 81.35% | PCK-Transfer@0.05: 68.85% | PCK-Transfer@0.15: 84.22%
+
100%|██████████| 32/32 [00:09<00:00,  3.39it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.28it/s]
 11%|█         | 2/19 [00:00<00:05,  3.36it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.34it/s]
 21%|██        | 4/19 [00:01<00:04,  3.39it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.32it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.45it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.54it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.49it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.38it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.34it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.36it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.42it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.42it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.42it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.41it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.46it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.48it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.46it/s]
100%|██████████| 19/19 [00:05<00:00,  3.41it/s][2025-07-12 16:16:47] car...PCK-Transfer@0.10: 89.96% | PCK-Transfer@0.05: 79.85% | PCK-Transfer@0.15: 91.77%
+
100%|██████████| 19/19 [00:05<00:00,  3.41it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.40it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.47it/s]
 11%|█         | 3/27 [00:00<00:06,  3.52it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.47it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.48it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.50it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.48it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.49it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.52it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.52it/s]
 41%|████      | 11/27 [00:03<00:04,  3.50it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.46it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.52it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.50it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.56it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.60it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.53it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.45it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.51it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.52it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.56it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.55it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.55it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.52it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.51it/s]
100%|██████████| 27/27 [00:07<00:00,  3.52it/s][2025-07-12 16:16:55] cat...PCK-Transfer@0.10: 85.58% | PCK-Transfer@0.05: 68.53% | PCK-Transfer@0.15: 91.46%
+
100%|██████████| 27/27 [00:07<00:00,  3.51it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.53it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.45it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.45it/s]
 31%|███       | 4/13 [00:01<00:02,  3.46it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.49it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.49it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.49it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.46it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.45it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.43it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.42it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.47it/s]
100%|██████████| 13/13 [00:03<00:00,  3.46it/s][2025-07-12 16:16:59] chair...PCK-Transfer@0.10: 47.46% | PCK-Transfer@0.05: 27.88% | PCK-Transfer@0.15: 52.07%
+
100%|██████████| 13/13 [00:03<00:00,  3.46it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.35it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.40it/s]
100%|██████████| 3/3 [00:00<00:00,  3.40it/s][2025-07-12 16:16:59] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.39it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.36it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.36it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.40it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.38it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.42it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.46it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.46it/s]
100%|██████████| 8/8 [00:02<00:00,  3.44it/s][2025-07-12 16:17:02] diningtable...PCK-Transfer@0.10: 45.83% | PCK-Transfer@0.05: 26.04% | PCK-Transfer@0.15: 68.75%
+
100%|██████████| 8/8 [00:02<00:00,  3.43it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.38it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.37it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.42it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.28it/s]
 21%|██        | 5/24 [00:01<00:05,  3.33it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.35it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.37it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.39it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.39it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.32it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.31it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.32it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.33it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.31it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.35it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.34it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.32it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.32it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.33it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.35it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.34it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.34it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.34it/s]
100%|██████████| 24/24 [00:07<00:00,  3.35it/s][2025-07-12 16:17:09] dog...PCK-Transfer@0.10: 81.87% | PCK-Transfer@0.05: 63.87% | PCK-Transfer@0.15: 89.91%
+
100%|██████████| 24/24 [00:07<00:00,  3.34it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.40it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.34it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.30it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.27it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.31it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.36it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.40it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.40it/s]
100%|██████████| 9/9 [00:02<00:00,  3.38it/s][2025-07-12 16:17:12] horse...PCK-Transfer@0.10: 81.56% | PCK-Transfer@0.05: 62.14% | PCK-Transfer@0.15: 88.04%
+
100%|██████████| 9/9 [00:02<00:00,  3.36it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.25it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.32it/s]
 11%|█         | 3/27 [00:00<00:07,  3.36it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.36it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.34it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.38it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.33it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.33it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.36it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.36it/s]
 41%|████      | 11/27 [00:03<00:04,  3.37it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.39it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.41it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.38it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.41it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.43it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.46it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.47it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.46it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.48it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.43it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.40it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.42it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.43it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.40it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.42it/s]
100%|██████████| 27/27 [00:07<00:00,  3.43it/s][2025-07-12 16:17:20] motorbike...PCK-Transfer@0.10: 83.78% | PCK-Transfer@0.05: 61.28% | PCK-Transfer@0.15: 90.08%
+
100%|██████████| 27/27 [00:07<00:00,  3.40it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.34it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.14it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.22it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.25it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.38it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.42it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.49it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.47it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.51it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.49it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.52it/s]
100%|██████████| 12/12 [00:03<00:00,  3.47it/s][2025-07-12 16:17:23] person...PCK-Transfer@0.10: 61.61% | PCK-Transfer@0.05: 42.80% | PCK-Transfer@0.15: 74.52%
+
100%|██████████| 12/12 [00:03<00:00,  3.42it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.53it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.59it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.48it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.51it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.53it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.47it/s]
100%|██████████| 7/7 [00:02<00:00,  3.45it/s][2025-07-12 16:17:25] pottedplant...PCK-Transfer@0.10: 53.33% | PCK-Transfer@0.05: 34.29% | PCK-Transfer@0.15: 70.00%
+
100%|██████████| 7/7 [00:02<00:00,  3.48it/s]
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+[2025-07-12 16:17:39] Weighted Per image PCK0.10: 74.56%, image PCK0.05: 57.77%, image PCK0.01: 81.92%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_18__t_0.8_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_18__t_0.8_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..e87b4805a2f09c0343693d27ca18b1f57a696903
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_18__t_0.8_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-12 16:33:22] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_18__t_0.8_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.5_layer_18', 't_0.8_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.5_layer_18', 't_0.8_layer_20']
+Number of parameters corr net: 120
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100%|██████████| 13/13 [00:03<00:00,  3.46it/s][2025-07-12 16:34:42] sofa...PCK-Transfer@0.10: 42.51% | PCK-Transfer@0.05: 26.40% | PCK-Transfer@0.15: 51.83%
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+
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+[2025-07-12 16:34:52] Weighted Per image PCK0.10: 60.20%, image PCK0.05: 42.46%, image PCK0.01: 69.33%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_20__t_0.7_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_20__t_0.7_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..72403d7830e8b99672e30afc8e5e03dcf70ca3f6
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_20__t_0.7_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-12 16:47:24] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_20__t_0.7_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.5_layer_20', 't_0.7_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.5_layer_20', 't_0.7_layer_18']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  3.21it/s][2025-07-12 16:47:32] aeroplane...PCK-Transfer@0.10: 68.96% | PCK-Transfer@0.05: 48.33% | PCK-Transfer@0.15: 81.04%
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 50%|█████     | 15/30 [00:05<00:04,  3.27it/s]
 53%|█████▎    | 16/30 [00:05<00:04,  3.24it/s]
 57%|█████▋    | 17/30 [00:05<00:04,  3.22it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.26it/s]
 63%|██████▎   | 19/30 [00:06<00:03,  3.30it/s]
 67%|██████▋   | 20/30 [00:06<00:03,  3.30it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.34it/s]
 73%|███████▎  | 22/30 [00:07<00:02,  3.39it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.33it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.37it/s]
 83%|████████▎ | 25/30 [00:08<00:01,  3.36it/s]
 87%|████████▋ | 26/30 [00:08<00:01,  3.36it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.36it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.35it/s]
 97%|█████████▋| 29/30 [00:09<00:00,  3.30it/s]
100%|██████████| 30/30 [00:09<00:00,  3.32it/s][2025-07-12 16:47:42] bicycle...PCK-Transfer@0.10: 74.88% | PCK-Transfer@0.05: 63.67% | PCK-Transfer@0.15: 79.73%
+
100%|██████████| 30/30 [00:09<00:00,  3.14it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.23it/s]
 20%|██        | 2/10 [00:00<00:02,  3.24it/s]
 30%|███       | 3/10 [00:00<00:02,  3.20it/s]
 40%|████      | 4/10 [00:01<00:01,  3.17it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.16it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.16it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.18it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.20it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.21it/s]
100%|██████████| 10/10 [00:03<00:00,  3.22it/s][2025-07-12 16:47:45] bird...PCK-Transfer@0.10: 64.08% | PCK-Transfer@0.05: 41.11% | PCK-Transfer@0.15: 75.39%
+
100%|██████████| 10/10 [00:03<00:00,  3.20it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.31it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.34it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.22it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.19it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.21it/s]
100%|██████████| 6/6 [00:01<00:00,  3.26it/s][2025-07-12 16:47:47] boat...PCK-Transfer@0.10: 40.28% | PCK-Transfer@0.05: 26.39% | PCK-Transfer@0.15: 63.89%
+
100%|██████████| 6/6 [00:01<00:00,  3.25it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.21it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.33it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.29it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.26it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.24it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.23it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.30it/s]
100%|██████████| 8/8 [00:02<00:00,  3.29it/s][2025-07-12 16:47:49] bottle...PCK-Transfer@0.10: 34.38% | PCK-Transfer@0.05: 20.31% | PCK-Transfer@0.15: 42.19%
+
100%|██████████| 8/8 [00:02<00:00,  3.27it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.33it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.26it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.21it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.21it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.22it/s]
 19%|█▉        | 6/32 [00:01<00:08,  3.17it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.20it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.18it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.20it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.27it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.31it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.34it/s]
 41%|████      | 13/32 [00:03<00:05,  3.30it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.35it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.38it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.40it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.47it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.52it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.54it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.53it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.52it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.49it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.47it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.43it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.39it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.43it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.38it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.39it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.42it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.42it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.42it/s]
100%|██████████| 32/32 [00:09<00:00,  3.42it/s][2025-07-12 16:47:59] bus...PCK-Transfer@0.10: 63.13% | PCK-Transfer@0.05: 46.20% | PCK-Transfer@0.15: 71.46%
+
100%|██████████| 32/32 [00:09<00:00,  3.37it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.30it/s]
 11%|█         | 2/19 [00:00<00:04,  3.43it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.45it/s]
 21%|██        | 4/19 [00:01<00:04,  3.44it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.41it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.40it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.41it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.36it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.35it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.31it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.30it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.33it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.32it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.36it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.39it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.43it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.51it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.48it/s]
100%|██████████| 19/19 [00:05<00:00,  3.41it/s][2025-07-12 16:48:04] car...PCK-Transfer@0.10: 72.56% | PCK-Transfer@0.05: 58.11% | PCK-Transfer@0.15: 76.43%
+
100%|██████████| 19/19 [00:05<00:00,  3.39it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.23it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.31it/s]
 11%|█         | 3/27 [00:00<00:07,  3.38it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.28it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.27it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.31it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.30it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.30it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.35it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.35it/s]
 41%|████      | 11/27 [00:03<00:04,  3.32it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.24it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.22it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.30it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.43it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.34it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.28it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.28it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.29it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.26it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.25it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.33it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.34it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.35it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.34it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.35it/s]
100%|██████████| 27/27 [00:08<00:00,  3.36it/s][2025-07-12 16:48:12] cat...PCK-Transfer@0.10: 72.83% | PCK-Transfer@0.05: 57.67% | PCK-Transfer@0.15: 78.19%
+
100%|██████████| 27/27 [00:08<00:00,  3.31it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.16it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.01it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.08it/s]
 31%|███       | 4/13 [00:01<00:02,  3.12it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.21it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.31it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.36it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.36it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.35it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.32it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.30it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.34it/s]
100%|██████████| 13/13 [00:03<00:00,  3.33it/s][2025-07-12 16:48:16] chair...PCK-Transfer@0.10: 24.68% | PCK-Transfer@0.05: 15.24% | PCK-Transfer@0.15: 32.05%
+
100%|██████████| 13/13 [00:03<00:00,  3.28it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.31it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.29it/s]
100%|██████████| 3/3 [00:00<00:00,  3.29it/s][2025-07-12 16:48:17] cow...PCK-Transfer@0.10: 79.17% | PCK-Transfer@0.05: 54.17% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 3/3 [00:00<00:00,  3.29it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.25it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.25it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.30it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.28it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.29it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.31it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.34it/s]
100%|██████████| 8/8 [00:02<00:00,  3.33it/s][2025-07-12 16:48:20] diningtable...PCK-Transfer@0.10: 27.60% | PCK-Transfer@0.05: 13.54% | PCK-Transfer@0.15: 45.83%
+
100%|██████████| 8/8 [00:02<00:00,  3.31it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.23it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.15it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.28it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.29it/s]
 21%|██        | 5/24 [00:01<00:05,  3.33it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.37it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.35it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.32it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.35it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.35it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.37it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.37it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.36it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.33it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.34it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.33it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.34it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.34it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.24it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.18it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.19it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.20it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.24it/s]
100%|██████████| 24/24 [00:07<00:00,  3.26it/s][2025-07-12 16:48:27] dog...PCK-Transfer@0.10: 58.95% | PCK-Transfer@0.05: 45.09% | PCK-Transfer@0.15: 70.53%
+
100%|██████████| 24/24 [00:07<00:00,  3.29it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.27it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.38it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.37it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.33it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.38it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.40it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.43it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.40it/s]
100%|██████████| 9/9 [00:02<00:00,  3.37it/s][2025-07-12 16:48:30] horse...PCK-Transfer@0.10: 66.08% | PCK-Transfer@0.05: 46.67% | PCK-Transfer@0.15: 73.36%
+
100%|██████████| 9/9 [00:02<00:00,  3.38it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.11it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.39it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.51it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.57it/s]
 41%|████      | 11/27 [00:03<00:04,  3.56it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.41it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.38it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.37it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.36it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.42it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.45it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.46it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.45it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.48it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.48it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.40it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.30it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.24it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.20it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.26it/s]
100%|██████████| 27/27 [00:07<00:00,  3.31it/s][2025-07-12 16:48:38] motorbike...PCK-Transfer@0.10: 68.94% | PCK-Transfer@0.05: 47.10% | PCK-Transfer@0.15: 77.08%
+
100%|██████████| 27/27 [00:07<00:00,  3.39it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
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 25%|██▌       | 3/12 [00:00<00:02,  3.20it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.32it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.36it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.40it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.40it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.43it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.46it/s][2025-07-12 16:48:53] train...PCK-Transfer@0.10: 62.50% | PCK-Transfer@0.05: 34.25% | PCK-Transfer@0.15: 72.50%
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+[2025-07-12 16:48:58] Weighted Per image PCK0.10: 58.97%, image PCK0.05: 41.97%, image PCK0.01: 67.38%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_5__t_0.5_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_5__t_0.5_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..ee5ff2e6f220d36f6e2c0dd0cf02a24644144af8
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_5__t_0.5_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 13:19:18] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_5__t_0.5_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.5_layer_5', 't_0.5_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.5_layer_5', 't_0.5_layer_11']
+Number of parameters corr net: 120
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+[2025-07-12 13:20:45] Weighted Per image PCK0.10: 53.39%, image PCK0.05: 31.84%, image PCK0.01: 68.56%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_9__t_0.6_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_9__t_0.6_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..83d9bf120e10114fcbe2a21e0141e427295c26c2
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_9__t_0.6_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 13:55:20] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.5_layer_9__t_0.6_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.5_layer_9', 't_0.6_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.5_layer_9', 't_0.6_layer_15']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  3.49it/s][2025-07-12 13:55:27] aeroplane...PCK-Transfer@0.10: 78.44% | PCK-Transfer@0.05: 59.98% | PCK-Transfer@0.15: 88.10%
+
100%|██████████| 15/15 [00:06<00:00,  2.48it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:08,  3.57it/s]
  7%|▋         | 2/30 [00:00<00:07,  3.66it/s]
 10%|█         | 3/30 [00:00<00:07,  3.55it/s]
 13%|█▎        | 4/30 [00:01<00:07,  3.55it/s]
 17%|█▋        | 5/30 [00:01<00:06,  3.62it/s]
 20%|██        | 6/30 [00:01<00:06,  3.63it/s]
 23%|██▎       | 7/30 [00:01<00:06,  3.56it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.50it/s]
 30%|███       | 9/30 [00:02<00:06,  3.45it/s]
 33%|███▎      | 10/30 [00:02<00:05,  3.40it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.44it/s]
 40%|████      | 12/30 [00:03<00:05,  3.44it/s]
 43%|████▎     | 13/30 [00:03<00:04,  3.48it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.45it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.48it/s]
 53%|█████▎    | 16/30 [00:04<00:03,  3.50it/s]
 57%|█████▋    | 17/30 [00:04<00:03,  3.55it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.53it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.47it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.46it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.43it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.40it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.32it/s]
 80%|████████  | 24/30 [00:06<00:01,  3.34it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.37it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.42it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.43it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.44it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.39it/s]
100%|██████████| 30/30 [00:08<00:00,  3.37it/s][2025-07-12 13:55:35] bicycle...PCK-Transfer@0.10: 73.67% | PCK-Transfer@0.05: 60.33% | PCK-Transfer@0.15: 79.73%
+
100%|██████████| 30/30 [00:08<00:00,  3.45it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.39it/s]
 20%|██        | 2/10 [00:00<00:02,  3.38it/s]
 30%|███       | 3/10 [00:00<00:01,  3.50it/s]
 40%|████      | 4/10 [00:01<00:01,  3.50it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.48it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.56it/s]
 70%|███████   | 7/10 [00:01<00:00,  3.56it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.57it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.54it/s]
100%|██████████| 10/10 [00:02<00:00,  3.57it/s][2025-07-12 13:55:38] bird...PCK-Transfer@0.10: 68.56% | PCK-Transfer@0.05: 42.33% | PCK-Transfer@0.15: 84.58%
+
100%|██████████| 10/10 [00:02<00:00,  3.53it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.37it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.39it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.48it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.55it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.61it/s]
100%|██████████| 6/6 [00:01<00:00,  3.52it/s][2025-07-12 13:55:40] boat...PCK-Transfer@0.10: 47.22% | PCK-Transfer@0.05: 26.39% | PCK-Transfer@0.15: 70.83%
+
100%|██████████| 6/6 [00:01<00:00,  3.51it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.60it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.52it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.54it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.55it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.57it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.59it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.56it/s]
100%|██████████| 8/8 [00:02<00:00,  3.56it/s][2025-07-12 13:55:42] bottle...PCK-Transfer@0.10: 57.81% | PCK-Transfer@0.05: 46.88% | PCK-Transfer@0.15: 71.88%
+
100%|██████████| 8/8 [00:02<00:00,  3.56it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.37it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.45it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.44it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.48it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.47it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.54it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.52it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.58it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.57it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.50it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.46it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.44it/s]
 41%|████      | 13/32 [00:03<00:05,  3.49it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.53it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.52it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.50it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.48it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.49it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.47it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.48it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.49it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.46it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.44it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.48it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.52it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.44it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.42it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.40it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.42it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.27it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.26it/s]
100%|██████████| 32/32 [00:09<00:00,  3.33it/s][2025-07-12 13:55:51] bus...PCK-Transfer@0.10: 65.10% | PCK-Transfer@0.05: 49.74% | PCK-Transfer@0.15: 74.32%
+
100%|██████████| 32/32 [00:09<00:00,  3.45it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.12it/s]
 11%|█         | 2/19 [00:00<00:05,  3.29it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.38it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.39it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.42it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.49it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.50it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.55it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.57it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.54it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.54it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.57it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.55it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.55it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.53it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.56it/s]
100%|██████████| 19/19 [00:05<00:00,  3.63it/s][2025-07-12 13:55:57] car...PCK-Transfer@0.10: 88.79% | PCK-Transfer@0.05: 74.28% | PCK-Transfer@0.15: 91.08%
+
100%|██████████| 19/19 [00:05<00:00,  3.51it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.58it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.51it/s]
 11%|█         | 3/27 [00:00<00:06,  3.48it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.54it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.53it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.53it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.56it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.55it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.52it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.54it/s]
 41%|████      | 11/27 [00:03<00:04,  3.55it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.58it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.52it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.52it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.55it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.59it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.58it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.54it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.54it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.52it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.53it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.52it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.53it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.51it/s]
100%|██████████| 27/27 [00:07<00:00,  3.50it/s][2025-07-12 13:56:05] cat...PCK-Transfer@0.10: 74.74% | PCK-Transfer@0.05: 57.28% | PCK-Transfer@0.15: 82.01%
+
100%|██████████| 27/27 [00:07<00:00,  3.53it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.43it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.61it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.62it/s]
 31%|███       | 4/13 [00:01<00:02,  3.59it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.57it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.53it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.55it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.60it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.64it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.66it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.65it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.62it/s]
100%|██████████| 13/13 [00:03<00:00,  3.61it/s][2025-07-12 13:56:08] chair...PCK-Transfer@0.10: 43.23% | PCK-Transfer@0.05: 28.25% | PCK-Transfer@0.15: 56.62%
+
100%|██████████| 13/13 [00:03<00:00,  3.60it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.58it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.59it/s]
100%|██████████| 3/3 [00:00<00:00,  3.60it/s][2025-07-12 13:56:09] cow...PCK-Transfer@0.10: 70.83% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 87.50%
+
100%|██████████| 3/3 [00:00<00:00,  3.60it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.50it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.57it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.55it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.60it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.58it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.55it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.57it/s]
100%|██████████| 8/8 [00:02<00:00,  3.60it/s][2025-07-12 13:56:11] diningtable...PCK-Transfer@0.10: 49.48% | PCK-Transfer@0.05: 19.27% | PCK-Transfer@0.15: 67.71%
+
100%|██████████| 8/8 [00:02<00:00,  3.58it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.55it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.59it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.57it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.62it/s]
 21%|██        | 5/24 [00:01<00:05,  3.61it/s]
 25%|██▌       | 6/24 [00:01<00:04,  3.60it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.60it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.58it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.58it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.64it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.65it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.64it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.62it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.60it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.58it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.60it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.61it/s]
 75%|███████▌  | 18/24 [00:04<00:01,  3.59it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.60it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.58it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.59it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.60it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.63it/s]
100%|██████████| 24/24 [00:06<00:00,  3.61it/s][2025-07-12 13:56:18] dog...PCK-Transfer@0.10: 62.15% | PCK-Transfer@0.05: 46.41% | PCK-Transfer@0.15: 76.54%
+
100%|██████████| 24/24 [00:06<00:00,  3.60it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.65it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.64it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.68it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.74it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.67it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.61it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.25it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.30it/s]
100%|██████████| 9/9 [00:02<00:00,  3.38it/s][2025-07-12 13:56:20] horse...PCK-Transfer@0.10: 73.12% | PCK-Transfer@0.05: 49.97% | PCK-Transfer@0.15: 79.21%
+
100%|██████████| 9/9 [00:02<00:00,  3.47it/s]
+
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 41%|████      | 11/27 [00:03<00:04,  3.59it/s]
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100%|██████████| 7/7 [00:02<00:00,  3.47it/s][2025-07-12 13:56:33] pottedplant...PCK-Transfer@0.10: 41.43% | PCK-Transfer@0.05: 17.14% | PCK-Transfer@0.15: 59.05%
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100%|██████████| 13/13 [00:03<00:00,  3.65it/s][2025-07-12 13:56:37] sofa...PCK-Transfer@0.10: 44.26% | PCK-Transfer@0.05: 27.36% | PCK-Transfer@0.15: 61.73%
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100%|██████████| 20/20 [00:05<00:00,  3.63it/s][2025-07-12 13:56:43] train...PCK-Transfer@0.10: 65.50% | PCK-Transfer@0.05: 39.25% | PCK-Transfer@0.15: 79.75%
+
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100%|██████████| 15/15 [00:04<00:00,  3.68it/s][2025-07-12 13:56:47] tvmonitor...PCK-Transfer@0.10: 32.78% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 44.44%
+
100%|██████████| 15/15 [00:04<00:00,  3.66it/s]
+[2025-07-12 13:56:47] Weighted Per image PCK0.10: 64.21%, image PCK0.05: 45.80%, image PCK0.01: 75.09%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_10__t_0.7_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_10__t_0.7_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..9cc290363460feb0409942f3227f438b74ab3a3b
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_10__t_0.7_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-12 17:42:12] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_10__t_0.7_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.6_layer_10', 't_0.7_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.6_layer_10', 't_0.7_layer_11']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.32it/s][2025-07-12 17:42:45] bus...PCK-Transfer@0.10: 79.43% | PCK-Transfer@0.05: 69.53% | PCK-Transfer@0.15: 85.00%
+
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100%|██████████| 19/19 [00:05<00:00,  3.39it/s][2025-07-12 17:42:50] car...PCK-Transfer@0.10: 92.19% | PCK-Transfer@0.05: 85.21% | PCK-Transfer@0.15: 94.47%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.45it/s][2025-07-12 17:42:58] cat...PCK-Transfer@0.10: 82.48% | PCK-Transfer@0.05: 66.69% | PCK-Transfer@0.15: 88.64%
+
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+
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100%|██████████| 13/13 [00:03<00:00,  3.37it/s][2025-07-12 17:43:02] chair...PCK-Transfer@0.10: 55.98% | PCK-Transfer@0.05: 36.28% | PCK-Transfer@0.15: 65.53%
+
100%|██████████| 13/13 [00:03<00:00,  3.38it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.42it/s][2025-07-12 17:43:03] cow...PCK-Transfer@0.10: 85.42% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.40it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.42it/s][2025-07-12 17:43:05] diningtable...PCK-Transfer@0.10: 57.29% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 70.83%
+
100%|██████████| 8/8 [00:02<00:00,  3.41it/s]
+
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100%|██████████| 24/24 [00:06<00:00,  3.43it/s][2025-07-12 17:43:12] dog...PCK-Transfer@0.10: 79.69% | PCK-Transfer@0.05: 58.91% | PCK-Transfer@0.15: 88.21%
+
100%|██████████| 24/24 [00:06<00:00,  3.45it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.38it/s][2025-07-12 17:43:15] horse...PCK-Transfer@0.10: 81.30% | PCK-Transfer@0.05: 62.28% | PCK-Transfer@0.15: 88.17%
+
100%|██████████| 9/9 [00:02<00:00,  3.37it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.45it/s][2025-07-12 17:43:23] motorbike...PCK-Transfer@0.10: 83.72% | PCK-Transfer@0.05: 61.27% | PCK-Transfer@0.15: 91.65%
+
100%|██████████| 27/27 [00:07<00:00,  3.39it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.47it/s][2025-07-12 17:43:26] person...PCK-Transfer@0.10: 62.00% | PCK-Transfer@0.05: 44.27% | PCK-Transfer@0.15: 70.79%
+
100%|██████████| 12/12 [00:03<00:00,  3.42it/s]
+
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100%|██████████| 7/7 [00:01<00:00,  3.53it/s][2025-07-12 17:43:28] pottedplant...PCK-Transfer@0.10: 48.57% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 60.48%
+
100%|██████████| 7/7 [00:01<00:00,  3.56it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.46it/s][2025-07-12 17:43:29] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.45it/s]
+
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 62%|██████▏   | 8/13 [00:02<00:01,  3.47it/s]
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100%|██████████| 13/13 [00:03<00:00,  3.43it/s][2025-07-12 17:43:32] sofa...PCK-Transfer@0.10: 57.17% | PCK-Transfer@0.05: 41.87% | PCK-Transfer@0.15: 65.85%
+
100%|██████████| 13/13 [00:03<00:00,  3.44it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.55it/s][2025-07-12 17:43:38] train...PCK-Transfer@0.10: 76.00% | PCK-Transfer@0.05: 51.50% | PCK-Transfer@0.15: 84.00%
+
100%|██████████| 20/20 [00:05<00:00,  3.53it/s]
+
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 87%|████████▋ | 13/15 [00:03<00:00,  3.47it/s]
 93%|█████████▎| 14/15 [00:04<00:00,  3.48it/s]
100%|██████████| 15/15 [00:04<00:00,  3.46it/s][2025-07-12 17:43:42] tvmonitor...PCK-Transfer@0.10: 39.44% | PCK-Transfer@0.05: 27.78% | PCK-Transfer@0.15: 58.89%
+
100%|██████████| 15/15 [00:04<00:00,  3.49it/s]
+[2025-07-12 17:43:42] Weighted Per image PCK0.10: 75.15%, image PCK0.05: 58.46%, image PCK0.01: 83.19%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_10__t_0.7_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_10__t_0.7_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..e267e40d65b5b9d54b35c81cdb65b35ed0c83638
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_10__t_0.7_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 17:45:21] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_10__t_0.7_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.6_layer_10', 't_0.7_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.6_layer_10', 't_0.7_layer_18']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:01<00:00,  3.65it/s][2025-07-12 17:46:33] pottedplant...PCK-Transfer@0.10: 51.43% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 66.19%
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100%|██████████| 15/15 [00:04<00:00,  3.67it/s][2025-07-12 17:46:47] tvmonitor...PCK-Transfer@0.10: 41.11% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 47.78%
+
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+[2025-07-12 17:46:47] Weighted Per image PCK0.10: 68.69%, image PCK0.05: 49.68%, image PCK0.01: 77.56%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_10__t_0.7_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_10__t_0.7_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..c6e4ddf4f29a57e242b73726c667c7cc68f0b5e6
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_10__t_0.7_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 17:46:52] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_10__t_0.7_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.6_layer_10', 't_0.7_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.6_layer_10', 't_0.7_layer_20']
+Number of parameters corr net: 120
+
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 53%|█████▎    | 17/32 [00:04<00:04,  3.35it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.42it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.45it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.47it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.52it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.48it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.47it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.51it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.56it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.53it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.55it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.50it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.49it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.49it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.56it/s]
100%|██████████| 32/32 [00:09<00:00,  3.57it/s][2025-07-12 17:47:24] bus...PCK-Transfer@0.10: 69.38% | PCK-Transfer@0.05: 52.45% | PCK-Transfer@0.15: 77.19%
+
100%|██████████| 32/32 [00:09<00:00,  3.46it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.57it/s]
 11%|█         | 2/19 [00:00<00:04,  3.55it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.51it/s]
 21%|██        | 4/19 [00:01<00:04,  3.50it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.49it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.47it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.53it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.55it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.59it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.61it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.58it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.60it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.60it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.58it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.58it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.55it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.58it/s]
100%|██████████| 19/19 [00:05<00:00,  3.64it/s][2025-07-12 17:47:29] car...PCK-Transfer@0.10: 85.70% | PCK-Transfer@0.05: 75.25% | PCK-Transfer@0.15: 89.28%
+
100%|██████████| 19/19 [00:05<00:00,  3.57it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.63it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.59it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.56it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.56it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.54it/s]
 41%|████      | 11/27 [00:03<00:04,  3.57it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.61it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.54it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.55it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.58it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.63it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.63it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.60it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.59it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.57it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.57it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.56it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.57it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.56it/s]
100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-12 17:47:37] cat...PCK-Transfer@0.10: 77.24% | PCK-Transfer@0.05: 55.38% | PCK-Transfer@0.15: 83.73%
+
100%|██████████| 27/27 [00:07<00:00,  3.57it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.47it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.63it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.64it/s]
 31%|███       | 4/13 [00:01<00:02,  3.60it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.61it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.59it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.59it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.65it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.64it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.62it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.59it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.57it/s]
100%|██████████| 13/13 [00:03<00:00,  3.54it/s][2025-07-12 17:47:40] chair...PCK-Transfer@0.10: 37.39% | PCK-Transfer@0.05: 20.94% | PCK-Transfer@0.15: 42.46%
+
100%|██████████| 13/13 [00:03<00:00,  3.59it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.57it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.44it/s]
100%|██████████| 3/3 [00:00<00:00,  3.44it/s][2025-07-12 17:47:41] cow...PCK-Transfer@0.10: 81.25% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.45it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.40it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.54it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.57it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.65it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.49it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.48it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.48it/s]
100%|██████████| 8/8 [00:02<00:00,  3.54it/s][2025-07-12 17:47:43] diningtable...PCK-Transfer@0.10: 43.23% | PCK-Transfer@0.05: 24.48% | PCK-Transfer@0.15: 61.98%
+
100%|██████████| 8/8 [00:02<00:00,  3.53it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.34it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.46it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.35it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.47it/s]
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 25%|██▌       | 6/24 [00:01<00:05,  3.53it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.56it/s]
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 42%|████▏     | 10/24 [00:02<00:03,  3.64it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.66it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.65it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.64it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.62it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.61it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.62it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.57it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.54it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.55it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.57it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.58it/s]
100%|██████████| 24/24 [00:06<00:00,  3.58it/s][2025-07-12 17:47:50] dog...PCK-Transfer@0.10: 68.09% | PCK-Transfer@0.05: 47.50% | PCK-Transfer@0.15: 77.23%
+
100%|██████████| 24/24 [00:06<00:00,  3.57it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.57it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.61it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.65it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.72it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.61it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.58it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.57it/s]
100%|██████████| 9/9 [00:02<00:00,  3.60it/s][2025-07-12 17:47:53] horse...PCK-Transfer@0.10: 72.20% | PCK-Transfer@0.05: 50.90% | PCK-Transfer@0.15: 78.15%
+
100%|██████████| 9/9 [00:02<00:00,  3.61it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.53it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.56it/s]
 41%|████      | 11/27 [00:03<00:04,  3.55it/s]
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 48%|████▊     | 13/27 [00:03<00:03,  3.62it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.63it/s]
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 59%|█████▉    | 16/27 [00:04<00:03,  3.63it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.62it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.64it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.65it/s]
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 81%|████████▏ | 22/27 [00:06<00:01,  3.71it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.69it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.72it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.72it/s][2025-07-12 17:48:00] motorbike...PCK-Transfer@0.10: 74.71% | PCK-Transfer@0.05: 52.86% | PCK-Transfer@0.15: 84.35%
+
100%|██████████| 27/27 [00:07<00:00,  3.64it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.59it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.74it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.80it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.84it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.71it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.70it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.65it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.64it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.61it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.60it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.56it/s]
100%|██████████| 12/12 [00:03<00:00,  3.63it/s][2025-07-12 17:48:03] person...PCK-Transfer@0.10: 50.36% | PCK-Transfer@0.05: 33.11% | PCK-Transfer@0.15: 63.28%
+
100%|██████████| 12/12 [00:03<00:00,  3.66it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.41it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.46it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.54it/s]
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 71%|███████▏  | 5/7 [00:01<00:00,  3.50it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.52it/s]
100%|██████████| 7/7 [00:01<00:00,  3.55it/s][2025-07-12 17:48:05] pottedplant...PCK-Transfer@0.10: 46.67% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 61.43%
+
100%|██████████| 7/7 [00:01<00:00,  3.52it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.47it/s][2025-07-12 17:48:06] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.47it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.54it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.61it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.63it/s]
 31%|███       | 4/13 [00:01<00:02,  3.65it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.61it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.57it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.56it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.61it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.58it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.63it/s]
100%|██████████| 13/13 [00:03<00:00,  3.63it/s][2025-07-12 17:48:09] sofa...PCK-Transfer@0.10: 43.11% | PCK-Transfer@0.05: 28.52% | PCK-Transfer@0.15: 59.24%
+
100%|██████████| 13/13 [00:03<00:00,  3.61it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
  5%|▌         | 1/20 [00:00<00:05,  3.55it/s]
 10%|█         | 2/20 [00:00<00:05,  3.59it/s]
 15%|█▌        | 3/20 [00:00<00:04,  3.67it/s]
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 30%|███       | 6/20 [00:01<00:03,  3.65it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.65it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.62it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.65it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.64it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.65it/s]
 65%|██████▌   | 13/20 [00:03<00:01,  3.61it/s]
 70%|███████   | 14/20 [00:03<00:01,  3.60it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.63it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.62it/s]
 85%|████████▌ | 17/20 [00:04<00:00,  3.71it/s]
 90%|█████████ | 18/20 [00:04<00:00,  3.67it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.70it/s]
100%|██████████| 20/20 [00:05<00:00,  3.65it/s][2025-07-12 17:48:15] train...PCK-Transfer@0.10: 67.75% | PCK-Transfer@0.05: 38.25% | PCK-Transfer@0.15: 79.75%
+
100%|██████████| 20/20 [00:05<00:00,  3.65it/s]
+
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 53%|█████▎    | 8/15 [00:02<00:01,  3.70it/s]
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+[2025-07-12 17:48:19] Weighted Per image PCK0.10: 65.55%, image PCK0.05: 47.22%, image PCK0.01: 75.17%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_10__t_0.7_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_10__t_0.7_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..05f58d441a767452333bc33ee53d546956837010
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_10__t_0.7_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 17:40:39] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_10__t_0.7_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.6_layer_10', 't_0.7_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.6_layer_10', 't_0.7_layer_5']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:01<00:00,  3.58it/s][2025-07-12 17:41:50] pottedplant...PCK-Transfer@0.10: 39.05% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 56.19%
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100%|██████████| 15/15 [00:04<00:00,  3.70it/s][2025-07-12 17:42:04] tvmonitor...PCK-Transfer@0.10: 29.44% | PCK-Transfer@0.05: 12.78% | PCK-Transfer@0.15: 42.78%
+
100%|██████████| 15/15 [00:04<00:00,  3.68it/s]
+[2025-07-12 17:42:04] Weighted Per image PCK0.10: 63.95%, image PCK0.05: 44.88%, image PCK0.01: 76.30%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_10__t_0.8_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_10__t_0.8_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..937bf8aa2c8adc5135d2eb85e5da32aa76c3fe49
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_10__t_0.8_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 17:51:39] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_10__t_0.8_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.6_layer_10', 't_0.8_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.6_layer_10', 't_0.8_layer_15']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.39it/s][2025-07-12 17:51:46] aeroplane...PCK-Transfer@0.10: 78.76% | PCK-Transfer@0.05: 60.94% | PCK-Transfer@0.15: 85.82%
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100%|██████████| 6/6 [00:01<00:00,  3.42it/s][2025-07-12 17:52:00] boat...PCK-Transfer@0.10: 52.78% | PCK-Transfer@0.05: 37.50% | PCK-Transfer@0.15: 72.22%
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100%|██████████| 8/8 [00:02<00:00,  3.58it/s][2025-07-12 17:52:02] bottle...PCK-Transfer@0.10: 64.06% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 8/8 [00:02<00:00,  3.54it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 34%|███▍      | 11/32 [00:03<00:06,  3.43it/s]
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 44%|████▍     | 14/32 [00:04<00:05,  3.53it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.53it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.42it/s]
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 59%|█████▉    | 19/32 [00:05<00:03,  3.46it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.46it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.50it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.47it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.43it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.49it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.52it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.50it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.52it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.48it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.47it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.46it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.52it/s]
100%|██████████| 32/32 [00:09<00:00,  3.55it/s][2025-07-12 17:52:11] bus...PCK-Transfer@0.10: 71.09% | PCK-Transfer@0.05: 58.59% | PCK-Transfer@0.15: 82.14%
+
100%|██████████| 32/32 [00:09<00:00,  3.47it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.84it/s]
 11%|█         | 2/19 [00:00<00:05,  3.20it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.27it/s]
 21%|██        | 4/19 [00:01<00:04,  3.19it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.29it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.33it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.43it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.47it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.54it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.57it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.55it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.59it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.65it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.60it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.57it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.54it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.57it/s]
100%|██████████| 19/19 [00:05<00:00,  3.62it/s][2025-07-12 17:52:17] car...PCK-Transfer@0.10: 92.43% | PCK-Transfer@0.05: 82.39% | PCK-Transfer@0.15: 93.66%
+
100%|██████████| 19/19 [00:05<00:00,  3.48it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  2.95it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.25it/s]
 11%|█         | 3/27 [00:01<00:08,  2.91it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.03it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.15it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.25it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.20it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.34it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.35it/s]
 41%|████      | 11/27 [00:03<00:04,  3.43it/s]
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 63%|██████▎   | 17/27 [00:05<00:02,  3.53it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.58it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.60it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.45it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.35it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.39it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.44it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.47it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.49it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.40it/s]
100%|██████████| 27/27 [00:08<00:00,  3.39it/s][2025-07-12 17:52:25] cat...PCK-Transfer@0.10: 74.80% | PCK-Transfer@0.05: 57.73% | PCK-Transfer@0.15: 83.47%
+
100%|██████████| 27/27 [00:08<00:00,  3.37it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.42it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.04it/s]
 23%|██▎       | 3/13 [00:01<00:03,  3.05it/s]
 31%|███       | 4/13 [00:01<00:02,  3.17it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.26it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.20it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.29it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.41it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.46it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.46it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.42it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.37it/s]
100%|██████████| 13/13 [00:03<00:00,  3.43it/s][2025-07-12 17:52:29] chair...PCK-Transfer@0.10: 47.24% | PCK-Transfer@0.05: 29.51% | PCK-Transfer@0.15: 58.33%
+
100%|██████████| 13/13 [00:03<00:00,  3.31it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.62it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.60it/s]
100%|██████████| 3/3 [00:00<00:00,  3.61it/s][2025-07-12 17:52:29] cow...PCK-Transfer@0.10: 83.33% | PCK-Transfer@0.05: 54.17% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.61it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.20it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.42it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.44it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.56it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.56it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.56it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.59it/s]
100%|██████████| 8/8 [00:02<00:00,  3.62it/s][2025-07-12 17:52:32] diningtable...PCK-Transfer@0.10: 52.60% | PCK-Transfer@0.05: 31.77% | PCK-Transfer@0.15: 69.27%
+
100%|██████████| 8/8 [00:02<00:00,  3.55it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.54it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.62it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.60it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.66it/s]
 21%|██        | 5/24 [00:01<00:05,  3.61it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.58it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.57it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.56it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.57it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.63it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.63it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.61it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.61it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.60it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.59it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.60it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.61it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.57it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.58it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.60it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.61it/s]
100%|██████████| 24/24 [00:06<00:00,  3.62it/s][2025-07-12 17:52:38] dog...PCK-Transfer@0.10: 69.55% | PCK-Transfer@0.05: 48.63% | PCK-Transfer@0.15: 83.73%
+
100%|██████████| 24/24 [00:06<00:00,  3.60it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.57it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.62it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.61it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.57it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.56it/s]
100%|██████████| 9/9 [00:02<00:00,  3.61it/s][2025-07-12 17:52:41] horse...PCK-Transfer@0.10: 75.50% | PCK-Transfer@0.05: 52.22% | PCK-Transfer@0.15: 86.03%
+
100%|██████████| 9/9 [00:02<00:00,  3.61it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.61it/s]
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 67%|██████▋   | 18/27 [00:04<00:02,  3.63it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.65it/s]
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 78%|███████▊  | 21/27 [00:05<00:01,  3.63it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.68it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.64it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.67it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.73it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.68it/s]
100%|██████████| 27/27 [00:07<00:00,  3.68it/s][2025-07-12 17:52:48] motorbike...PCK-Transfer@0.10: 76.15% | PCK-Transfer@0.05: 51.14% | PCK-Transfer@0.15: 86.34%
+
100%|██████████| 27/27 [00:07<00:00,  3.64it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
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 17%|█▋        | 2/12 [00:00<00:02,  3.53it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.68it/s]
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 42%|████▏     | 5/12 [00:01<00:01,  3.65it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.67it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.64it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.64it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.61it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.61it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.60it/s]
100%|██████████| 12/12 [00:03<00:00,  3.65it/s][2025-07-12 17:52:52] person...PCK-Transfer@0.10: 54.00% | PCK-Transfer@0.05: 38.20% | PCK-Transfer@0.15: 68.25%
+
100%|██████████| 12/12 [00:03<00:00,  3.63it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.49it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.51it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.58it/s]
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 71%|███████▏  | 5/7 [00:01<00:00,  3.52it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.56it/s]
100%|██████████| 7/7 [00:01<00:00,  3.60it/s][2025-07-12 17:52:54] pottedplant...PCK-Transfer@0.10: 49.05% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 63.81%
+
100%|██████████| 7/7 [00:01<00:00,  3.57it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.58it/s][2025-07-12 17:52:54] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.57it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.66it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.66it/s]
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 77%|███████▋  | 10/13 [00:02<00:00,  3.67it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.64it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.71it/s]
100%|██████████| 13/13 [00:03<00:00,  3.71it/s][2025-07-12 17:52:57] sofa...PCK-Transfer@0.10: 51.07% | PCK-Transfer@0.05: 36.04% | PCK-Transfer@0.15: 65.56%
+
100%|██████████| 13/13 [00:03<00:00,  3.68it/s]
+
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+[2025-07-12 17:53:07] Weighted Per image PCK0.10: 68.51%, image PCK0.05: 50.59%, image PCK0.01: 78.94%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_11__t_0.6_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_11__t_0.6_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..e05fb0dc90be993544223d8ea1759cf27bd1228f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_11__t_0.6_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-12 17:57:50] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_11__t_0.6_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.6_layer_11', 't_0.6_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.6_layer_11', 't_0.6_layer_20']
+Number of parameters corr net: 120
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+
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+[2025-07-12 17:59:21] Weighted Per image PCK0.10: 66.90%, image PCK0.05: 48.44%, image PCK0.01: 76.71%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_12__t_0.7_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_12__t_0.7_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..d8f8eb44ed5f6bf7f6be94bcc7db717d72cb72c4
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_12__t_0.7_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 18:15:11] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_12__t_0.7_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.6_layer_12', 't_0.7_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.6_layer_12', 't_0.7_layer_5']
+Number of parameters corr net: 120
+
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+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.52it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.48it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.40it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.32it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.29it/s]
100%|██████████| 6/6 [00:01<00:00,  3.35it/s][2025-07-12 18:15:32] boat...PCK-Transfer@0.10: 52.78% | PCK-Transfer@0.05: 37.50% | PCK-Transfer@0.15: 73.61%
+
100%|██████████| 6/6 [00:01<00:00,  3.36it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.34it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.48it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.41it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.39it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.40it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.38it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.38it/s]
100%|██████████| 8/8 [00:02<00:00,  3.33it/s][2025-07-12 18:15:34] bottle...PCK-Transfer@0.10: 64.06% | PCK-Transfer@0.05: 54.69% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 8/8 [00:02<00:00,  3.37it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 12%|█▎        | 4/32 [00:01<00:09,  3.09it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.09it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.17it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.18it/s]
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 31%|███▏      | 10/32 [00:03<00:06,  3.26it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.22it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.28it/s]
 41%|████      | 13/32 [00:04<00:05,  3.29it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.29it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.31it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.34it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.40it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.43it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.30it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.26it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.28it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.36it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.32it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.28it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.27it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.31it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.30it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.22it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.30it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.29it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.22it/s]
100%|██████████| 32/32 [00:09<00:00,  3.21it/s][2025-07-12 18:15:44] bus...PCK-Transfer@0.10: 78.12% | PCK-Transfer@0.05: 63.80% | PCK-Transfer@0.15: 82.14%
+
100%|██████████| 32/32 [00:09<00:00,  3.25it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.87it/s]
 11%|█         | 2/19 [00:00<00:05,  3.17it/s]
 16%|█▌        | 3/19 [00:00<00:05,  3.06it/s]
 21%|██        | 4/19 [00:01<00:04,  3.14it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.18it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.31it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.28it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.30it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.33it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.29it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.33it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.32it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.32it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.29it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.37it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.40it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.45it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.42it/s]
100%|██████████| 19/19 [00:05<00:00,  3.37it/s][2025-07-12 18:15:50] car...PCK-Transfer@0.10: 91.77% | PCK-Transfer@0.05: 82.79% | PCK-Transfer@0.15: 93.53%
+
100%|██████████| 19/19 [00:05<00:00,  3.31it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.02it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.28it/s]
 11%|█         | 3/27 [00:00<00:07,  3.40it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.36it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.35it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.39it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.39it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.41it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.46it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.47it/s]
 41%|████      | 11/27 [00:03<00:04,  3.46it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.42it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.48it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.47it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.50it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.54it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.45it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.43it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.42it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.47it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.49it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.52it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.50it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.49it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.47it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.46it/s]
100%|██████████| 27/27 [00:07<00:00,  3.47it/s][2025-07-12 18:15:58] cat...PCK-Transfer@0.10: 78.95% | PCK-Transfer@0.05: 62.88% | PCK-Transfer@0.15: 87.18%
+
100%|██████████| 27/27 [00:07<00:00,  3.45it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.23it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.26it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.11it/s]
 31%|███       | 4/13 [00:01<00:02,  3.17it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.26it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.34it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.32it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.30it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.31it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.32it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.32it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.38it/s]
100%|██████████| 13/13 [00:03<00:00,  3.37it/s][2025-07-12 18:16:02] chair...PCK-Transfer@0.10: 49.40% | PCK-Transfer@0.05: 32.59% | PCK-Transfer@0.15: 59.53%
+
100%|██████████| 13/13 [00:03<00:00,  3.31it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.12it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.26it/s]
100%|██████████| 3/3 [00:00<00:00,  3.32it/s][2025-07-12 18:16:03] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.29it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.24it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.29it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.36it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.34it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.37it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.40it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.17it/s]
100%|██████████| 8/8 [00:02<00:00,  3.18it/s][2025-07-12 18:16:05] diningtable...PCK-Transfer@0.10: 54.17% | PCK-Transfer@0.05: 39.58% | PCK-Transfer@0.15: 72.40%
+
100%|██████████| 8/8 [00:02<00:00,  3.26it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:08,  2.62it/s]
  8%|▊         | 2/24 [00:00<00:07,  3.00it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.19it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.23it/s]
 21%|██        | 5/24 [00:01<00:05,  3.31it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.35it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.39it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.41it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.39it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.36it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.36it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.37it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.39it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.38it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.41it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.41it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.40it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.39it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.37it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.42it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.42it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.42it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.42it/s]
100%|██████████| 24/24 [00:07<00:00,  3.42it/s][2025-07-12 18:16:12] dog...PCK-Transfer@0.10: 72.15% | PCK-Transfer@0.05: 50.85% | PCK-Transfer@0.15: 85.74%
+
100%|██████████| 24/24 [00:07<00:00,  3.36it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:03,  2.65it/s]
 22%|██▏       | 2/9 [00:00<00:02,  2.78it/s]
 33%|███▎      | 3/9 [00:01<00:02,  2.94it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.05it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.19it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.30it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.41it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.43it/s]
100%|██████████| 9/9 [00:02<00:00,  3.40it/s][2025-07-12 18:16:15] horse...PCK-Transfer@0.10: 79.58% | PCK-Transfer@0.05: 52.62% | PCK-Transfer@0.15: 86.46%
+
100%|██████████| 9/9 [00:02<00:00,  3.23it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  2.91it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.44it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.41it/s]
 41%|████      | 11/27 [00:03<00:04,  3.42it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.43it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.43it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.44it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.43it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.44it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.46it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.46it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.43it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.41it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.41it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.36it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.39it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.41it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.37it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.39it/s]
100%|██████████| 27/27 [00:07<00:00,  3.38it/s][2025-07-12 18:16:23] motorbike...PCK-Transfer@0.10: 79.37% | PCK-Transfer@0.05: 56.44% | PCK-Transfer@0.15: 87.12%
+
100%|██████████| 27/27 [00:07<00:00,  3.39it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.04it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.14it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.22it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.25it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.37it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.43it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.48it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.46it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.48it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.48it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.49it/s]
100%|██████████| 12/12 [00:03<00:00,  3.46it/s][2025-07-12 18:16:27] person...PCK-Transfer@0.10: 58.91% | PCK-Transfer@0.05: 38.03% | PCK-Transfer@0.15: 70.57%
+
100%|██████████| 12/12 [00:03<00:00,  3.40it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.50it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.50it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.48it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.50it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.55it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.46it/s]
100%|██████████| 7/7 [00:02<00:00,  3.46it/s][2025-07-12 18:16:29] pottedplant...PCK-Transfer@0.10: 40.95% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 65.71%
+
100%|██████████| 7/7 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.49it/s][2025-07-12 18:16:29] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.48it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.45it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.44it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.45it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.48it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.45it/s]
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+[2025-07-12 18:16:43] Weighted Per image PCK0.10: 70.62%, image PCK0.05: 52.64%, image PCK0.01: 80.48%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_15__t_0.7_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_15__t_0.7_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..2b87ad8ca007c8d54dd255937d86663be7e8c45f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_15__t_0.7_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 18:51:04] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_15__t_0.7_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.6_layer_15', 't_0.7_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.6_layer_15', 't_0.7_layer_13']
+Number of parameters corr net: 120
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+[2025-07-12 18:52:32] Weighted Per image PCK0.10: 69.03%, image PCK0.05: 52.26%, image PCK0.01: 78.44%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_15__t_0.8_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_15__t_0.8_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..c52aa114eb9d53bd500a0b9f8d5c2622be62e30e
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_15__t_0.8_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-12 18:55:44] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_15__t_0.8_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.6_layer_15', 't_0.8_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.6_layer_15', 't_0.8_layer_10']
+Number of parameters corr net: 120
+
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 97%|█████████▋| 29/30 [00:08<00:00,  3.30it/s]
100%|██████████| 30/30 [00:09<00:00,  3.31it/s][2025-07-12 18:56:01] bicycle...PCK-Transfer@0.10: 88.58% | PCK-Transfer@0.05: 76.45% | PCK-Transfer@0.15: 90.70%
+
100%|██████████| 30/30 [00:09<00:00,  3.32it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.32it/s]
 20%|██        | 2/10 [00:00<00:02,  3.36it/s]
 30%|███       | 3/10 [00:00<00:02,  3.31it/s]
 40%|████      | 4/10 [00:01<00:01,  3.22it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.24it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.19it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.22it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.24it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.25it/s]
100%|██████████| 10/10 [00:03<00:00,  3.21it/s][2025-07-12 18:56:04] bird...PCK-Transfer@0.10: 83.83% | PCK-Transfer@0.05: 53.78% | PCK-Transfer@0.15: 90.56%
+
100%|██████████| 10/10 [00:03<00:00,  3.24it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.38it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.34it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.28it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.24it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.24it/s]
100%|██████████| 6/6 [00:01<00:00,  3.32it/s][2025-07-12 18:56:06] boat...PCK-Transfer@0.10: 68.06% | PCK-Transfer@0.05: 51.39% | PCK-Transfer@0.15: 84.72%
+
100%|██████████| 6/6 [00:01<00:00,  3.30it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.18it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.35it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.29it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.25it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.29it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.32it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.40it/s]
100%|██████████| 8/8 [00:02<00:00,  3.39it/s][2025-07-12 18:56:08] bottle...PCK-Transfer@0.10: 68.75% | PCK-Transfer@0.05: 53.12% | PCK-Transfer@0.15: 81.25%
+
100%|██████████| 8/8 [00:02<00:00,  3.34it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.31it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.25it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.21it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.24it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.28it/s]
 19%|█▉        | 6/32 [00:01<00:08,  3.22it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.24it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.18it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.19it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.29it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.38it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.44it/s]
 41%|████      | 13/32 [00:03<00:05,  3.35it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.30it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.32it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.31it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.29it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.33it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.37it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.30it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.26it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.23it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.27it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.27it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.26it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.33it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.33it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.37it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.40it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.42it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.38it/s]
100%|██████████| 32/32 [00:09<00:00,  3.38it/s][2025-07-12 18:56:18] bus...PCK-Transfer@0.10: 86.56% | PCK-Transfer@0.05: 76.41% | PCK-Transfer@0.15: 89.95%
+
100%|██████████| 32/32 [00:09<00:00,  3.31it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.32it/s]
 11%|█         | 2/19 [00:00<00:05,  3.36it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.35it/s]
 21%|██        | 4/19 [00:01<00:04,  3.35it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.30it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.36it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.42it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.36it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.33it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.26it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.27it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.30it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.30it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.30it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.37it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.40it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.43it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.38it/s]
100%|██████████| 19/19 [00:05<00:00,  3.33it/s][2025-07-12 18:56:23] car...PCK-Transfer@0.10: 93.86% | PCK-Transfer@0.05: 84.77% | PCK-Transfer@0.15: 95.62%
+
100%|██████████| 19/19 [00:05<00:00,  3.34it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.38it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.35it/s]
 11%|█         | 3/27 [00:00<00:07,  3.41it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.37it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.43it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.38it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.39it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.43it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.46it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.42it/s]
 41%|████      | 11/27 [00:03<00:04,  3.39it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.38it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.43it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.40it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.41it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.47it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.43it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.35it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.35it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.43it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.45it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.46it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.44it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.41it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.34it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.37it/s]
100%|██████████| 27/27 [00:07<00:00,  3.38it/s][2025-07-12 18:56:31] cat...PCK-Transfer@0.10: 82.71% | PCK-Transfer@0.05: 65.88% | PCK-Transfer@0.15: 86.50%
+
100%|██████████| 27/27 [00:07<00:00,  3.40it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.25it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.29it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.31it/s]
 31%|███       | 4/13 [00:01<00:02,  3.27it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.30it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.32it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.33it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.29it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.30it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.28it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.20it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.23it/s]
100%|██████████| 13/13 [00:03<00:00,  3.28it/s][2025-07-12 18:56:35] chair...PCK-Transfer@0.10: 54.66% | PCK-Transfer@0.05: 35.09% | PCK-Transfer@0.15: 62.54%
+
100%|██████████| 13/13 [00:03<00:00,  3.28it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.35it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.39it/s]
100%|██████████| 3/3 [00:00<00:00,  3.34it/s][2025-07-12 18:56:36] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 66.67% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.35it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.28it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.25it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.30it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.27it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.33it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.35it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.36it/s]
100%|██████████| 8/8 [00:02<00:00,  3.34it/s][2025-07-12 18:56:39] diningtable...PCK-Transfer@0.10: 53.65% | PCK-Transfer@0.05: 36.98% | PCK-Transfer@0.15: 66.67%
+
100%|██████████| 8/8 [00:02<00:00,  3.32it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.32it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.37it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.44it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.35it/s]
 21%|██        | 5/24 [00:01<00:05,  3.34it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.38it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.38it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.36it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.37it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.32it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.35it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.24it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.28it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.28it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.31it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.32it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.32it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.35it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.33it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.36it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.38it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.34it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.32it/s]
100%|██████████| 24/24 [00:07<00:00,  3.32it/s][2025-07-12 18:56:46] dog...PCK-Transfer@0.10: 82.99% | PCK-Transfer@0.05: 64.92% | PCK-Transfer@0.15: 89.60%
+
100%|██████████| 24/24 [00:07<00:00,  3.33it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.30it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.39it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.30it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.24it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.28it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.35it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.41it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.40it/s]
100%|██████████| 9/9 [00:02<00:00,  3.36it/s][2025-07-12 18:56:48] horse...PCK-Transfer@0.10: 80.93% | PCK-Transfer@0.05: 60.42% | PCK-Transfer@0.15: 89.89%
+
100%|██████████| 9/9 [00:02<00:00,  3.34it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.32it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.35it/s]
 11%|█         | 3/27 [00:00<00:07,  3.34it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.34it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.32it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.37it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.23it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.25it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.29it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.30it/s]
 41%|████      | 11/27 [00:03<00:04,  3.29it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.29it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.32it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.32it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.33it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.35it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.39it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.37it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.36it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.36it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.35it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.32it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.33it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.33it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.30it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.32it/s]
100%|██████████| 27/27 [00:08<00:00,  3.33it/s][2025-07-12 18:56:57] motorbike...PCK-Transfer@0.10: 86.12% | PCK-Transfer@0.05: 64.24% | PCK-Transfer@0.15: 92.39%
+
100%|██████████| 27/27 [00:08<00:00,  3.32it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.12it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.20it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.20it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.23it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.31it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.35it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.42it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.38it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.40it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.39it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.41it/s]
100%|██████████| 12/12 [00:03<00:00,  3.36it/s][2025-07-12 18:57:00] person...PCK-Transfer@0.10: 66.18% | PCK-Transfer@0.05: 46.49% | PCK-Transfer@0.15: 81.34%
+
100%|██████████| 12/12 [00:03<00:00,  3.34it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.44it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.49it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.47it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.50it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.54it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.45it/s]
100%|██████████| 7/7 [00:02<00:00,  3.43it/s][2025-07-12 18:57:02] pottedplant...PCK-Transfer@0.10: 65.71% | PCK-Transfer@0.05: 34.76% | PCK-Transfer@0.15: 70.48%
+
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100%|██████████| 20/20 [00:05<00:00,  3.53it/s][2025-07-12 18:57:12] train...PCK-Transfer@0.10: 76.00% | PCK-Transfer@0.05: 52.50% | PCK-Transfer@0.15: 85.00%
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+[2025-07-12 18:57:16] Weighted Per image PCK0.10: 77.68%, image PCK0.05: 60.43%, image PCK0.01: 84.73%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_18__t_0.7_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_18__t_0.7_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..e53cd75424e54d910806d6bb40a3e13bc387af8f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_18__t_0.7_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 19:06:43] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_18__t_0.7_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.6_layer_18', 't_0.7_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.6_layer_18', 't_0.7_layer_13']
+Number of parameters corr net: 120
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+
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+[2025-07-12 19:08:11] Weighted Per image PCK0.10: 64.10%, image PCK0.05: 47.26%, image PCK0.01: 72.89%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_18__t_0.8_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_18__t_0.8_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..a8ceb62bb324ba605eb86e85f8507307ea24b72e
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_18__t_0.8_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-12 19:14:31] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_18__t_0.8_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.6_layer_18', 't_0.8_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.6_layer_18', 't_0.8_layer_15']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  3.35it/s][2025-07-12 19:14:38] aeroplane...PCK-Transfer@0.10: 80.76% | PCK-Transfer@0.05: 60.60% | PCK-Transfer@0.15: 86.84%
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 33%|███▎      | 10/30 [00:02<00:05,  3.42it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.36it/s]
 40%|████      | 12/30 [00:03<00:05,  3.40it/s]
 43%|████▎     | 13/30 [00:03<00:05,  3.37it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.42it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.43it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.42it/s]
 57%|█████▋    | 17/30 [00:04<00:03,  3.40it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.41it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.40it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.41it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.45it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.48it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.38it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.44it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.42it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.42it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.46it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.41it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.40it/s]
100%|██████████| 30/30 [00:08<00:00,  3.45it/s][2025-07-12 19:14:47] bicycle...PCK-Transfer@0.10: 84.94% | PCK-Transfer@0.05: 73.09% | PCK-Transfer@0.15: 88.91%
+
100%|██████████| 30/30 [00:08<00:00,  3.42it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.43it/s]
 20%|██        | 2/10 [00:00<00:02,  3.43it/s]
 30%|███       | 3/10 [00:00<00:02,  3.36it/s]
 40%|████      | 4/10 [00:01<00:01,  3.37it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.39it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.37it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.38it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.40it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.41it/s]
100%|██████████| 10/10 [00:02<00:00,  3.37it/s][2025-07-12 19:14:50] bird...PCK-Transfer@0.10: 82.50% | PCK-Transfer@0.05: 51.92% | PCK-Transfer@0.15: 91.81%
+
100%|██████████| 10/10 [00:02<00:00,  3.38it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.54it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.53it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.48it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.40it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.42it/s]
100%|██████████| 6/6 [00:01<00:00,  3.50it/s][2025-07-12 19:14:51] boat...PCK-Transfer@0.10: 52.78% | PCK-Transfer@0.05: 34.72% | PCK-Transfer@0.15: 73.61%
+
100%|██████████| 6/6 [00:01<00:00,  3.48it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.39it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.48it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.45it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.42it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.42it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.41it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.47it/s]
100%|██████████| 8/8 [00:02<00:00,  3.44it/s][2025-07-12 19:14:54] bottle...PCK-Transfer@0.10: 62.50% | PCK-Transfer@0.05: 45.31% | PCK-Transfer@0.15: 71.88%
+
100%|██████████| 8/8 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.53it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.47it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.42it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.40it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.42it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.36it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.38it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.32it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.35it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.42it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.48it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.47it/s]
 41%|████      | 13/32 [00:03<00:05,  3.46it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.43it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.44it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.41it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.46it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.46it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.46it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.43it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.42it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.48it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.49it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.44it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.41it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.44it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.42it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.45it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.48it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.47it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.42it/s]
100%|██████████| 32/32 [00:09<00:00,  3.38it/s][2025-07-12 19:15:03] bus...PCK-Transfer@0.10: 77.19% | PCK-Transfer@0.05: 65.21% | PCK-Transfer@0.15: 84.74%
+
100%|██████████| 32/32 [00:09<00:00,  3.43it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.32it/s]
 11%|█         | 2/19 [00:00<00:04,  3.42it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.42it/s]
 21%|██        | 4/19 [00:01<00:04,  3.40it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.39it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.46it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.48it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.42it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.41it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.34it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.33it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.36it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.35it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.33it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.37it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.41it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.44it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.42it/s]
100%|██████████| 19/19 [00:05<00:00,  3.38it/s][2025-07-12 19:15:09] car...PCK-Transfer@0.10: 88.10% | PCK-Transfer@0.05: 77.48% | PCK-Transfer@0.15: 92.61%
+
100%|██████████| 19/19 [00:05<00:00,  3.39it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.30it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.40it/s]
 11%|█         | 3/27 [00:00<00:06,  3.45it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.38it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.40it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.41it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.41it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.40it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.43it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.43it/s]
 41%|████      | 11/27 [00:03<00:04,  3.39it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.37it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.43it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.40it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.45it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.35it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.22it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.20it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.21it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.27it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.30it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.34it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.32it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.30it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.30it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.23it/s]
100%|██████████| 27/27 [00:08<00:00,  3.22it/s][2025-07-12 19:15:17] cat...PCK-Transfer@0.10: 80.93% | PCK-Transfer@0.05: 62.79% | PCK-Transfer@0.15: 86.02%
+
100%|██████████| 27/27 [00:08<00:00,  3.33it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.33it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.34it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.35it/s]
 31%|███       | 4/13 [00:01<00:02,  3.39it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.42it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.44it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.43it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.41it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.40it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.37it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.37it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.40it/s]
100%|██████████| 13/13 [00:03<00:00,  3.40it/s][2025-07-12 19:15:21] chair...PCK-Transfer@0.10: 35.73% | PCK-Transfer@0.05: 25.83% | PCK-Transfer@0.15: 46.18%
+
100%|██████████| 13/13 [00:03<00:00,  3.39it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.41it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.45it/s]
100%|██████████| 3/3 [00:00<00:00,  3.44it/s][2025-07-12 19:15:22] cow...PCK-Transfer@0.10: 95.83% | PCK-Transfer@0.05: 70.83% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.43it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.40it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.38it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.42it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.39it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.42it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.44it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.45it/s]
100%|██████████| 8/8 [00:02<00:00,  3.43it/s][2025-07-12 19:15:24] diningtable...PCK-Transfer@0.10: 44.27% | PCK-Transfer@0.05: 22.40% | PCK-Transfer@0.15: 55.73%
+
100%|██████████| 8/8 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.36it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.38it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.43it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.38it/s]
 21%|██        | 5/24 [00:01<00:05,  3.39it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.41it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.42it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.43it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.42it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.39it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.39it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.39it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.40it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.39it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.43it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.44it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.43it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.43it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.41it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.46it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.43it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.41it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.39it/s]
100%|██████████| 24/24 [00:07<00:00,  3.39it/s][2025-07-12 19:15:31] dog...PCK-Transfer@0.10: 74.89% | PCK-Transfer@0.05: 56.83% | PCK-Transfer@0.15: 83.55%
+
100%|██████████| 24/24 [00:07<00:00,  3.41it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.40it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.37it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.34it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.32it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.38it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.42it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.50it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.50it/s]
100%|██████████| 9/9 [00:02<00:00,  3.47it/s][2025-07-12 19:15:34] horse...PCK-Transfer@0.10: 80.77% | PCK-Transfer@0.05: 53.41% | PCK-Transfer@0.15: 86.59%
+
100%|██████████| 9/9 [00:02<00:00,  3.43it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.32it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.39it/s]
 11%|█         | 3/27 [00:00<00:07,  3.41it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.37it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.33it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.38it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.30it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.35it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.35it/s]
 41%|████      | 11/27 [00:03<00:04,  3.35it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.37it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.38it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.40it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.41it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.44it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.47it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.47it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.43it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.44it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.43it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.38it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.40it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.38it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.33it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.36it/s]
100%|██████████| 27/27 [00:07<00:00,  3.38it/s][2025-07-12 19:15:42] motorbike...PCK-Transfer@0.10: 81.10% | PCK-Transfer@0.05: 60.71% | PCK-Transfer@0.15: 90.35%
+
100%|██████████| 27/27 [00:07<00:00,  3.38it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.44it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.38it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.38it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.35it/s]
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100%|██████████| 7/7 [00:01<00:00,  3.49it/s][2025-07-12 19:15:47] pottedplant...PCK-Transfer@0.10: 62.86% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 70.00%
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100%|██████████| 20/20 [00:05<00:00,  3.55it/s][2025-07-12 19:15:57] train...PCK-Transfer@0.10: 74.75% | PCK-Transfer@0.05: 49.25% | PCK-Transfer@0.15: 80.75%
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100%|██████████| 15/15 [00:04<00:00,  3.40it/s][2025-07-12 19:16:01] tvmonitor...PCK-Transfer@0.10: 35.00% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 45.00%
+
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+[2025-07-12 19:16:01] Weighted Per image PCK0.10: 71.83%, image PCK0.05: 54.29%, image PCK0.01: 79.92%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_20__t_0.7_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_20__t_0.7_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..40bcbfb497717b054cf15acaacf81963cb21fcfa
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_20__t_0.7_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 19:16:08] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.6_layer_20__t_0.7_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.6_layer_20', 't_0.7_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.6_layer_20', 't_0.7_layer_5']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.52it/s][2025-07-12 19:16:41] bus...PCK-Transfer@0.10: 48.70% | PCK-Transfer@0.05: 33.59% | PCK-Transfer@0.15: 58.85%
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+[2025-07-12 19:17:38] Weighted Per image PCK0.10: 50.47%, image PCK0.05: 33.42%, image PCK0.01: 61.33%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.7_layer_12__t_0.8_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.7_layer_12__t_0.8_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..a4afc43d2945b27605496f533926db4ebad26719
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.7_layer_12__t_0.8_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 20:23:29] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.7_layer_12__t_0.8_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.7_layer_12', 't_0.8_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.7_layer_12', 't_0.8_layer_9']
+Number of parameters corr net: 120
+
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 73%|███████▎  | 11/15 [00:04<00:01,  3.28it/s]
 80%|████████  | 12/15 [00:04<00:00,  3.32it/s]
 87%|████████▋ | 13/15 [00:05<00:00,  3.30it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.34it/s]
100%|██████████| 15/15 [00:05<00:00,  3.26it/s][2025-07-12 20:23:36] aeroplane...PCK-Transfer@0.10: 81.59% | PCK-Transfer@0.05: 62.88% | PCK-Transfer@0.15: 91.13%
+
100%|██████████| 15/15 [00:05<00:00,  2.61it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
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 10%|█         | 3/30 [00:00<00:08,  3.14it/s]
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 20%|██        | 6/30 [00:01<00:07,  3.22it/s]
 23%|██▎       | 7/30 [00:02<00:07,  3.24it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.34it/s]
 30%|███       | 9/30 [00:02<00:06,  3.43it/s]
 33%|███▎      | 10/30 [00:03<00:05,  3.53it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.53it/s]
 40%|████      | 12/30 [00:03<00:05,  3.51it/s]
 43%|████▎     | 13/30 [00:03<00:04,  3.50it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.58it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.42it/s]
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 57%|█████▋    | 17/30 [00:05<00:03,  3.35it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.30it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.33it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.38it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.45it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.55it/s]
 77%|███████▋  | 23/30 [00:06<00:01,  3.53it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.57it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.58it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.60it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.53it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.54it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.54it/s]
100%|██████████| 30/30 [00:08<00:00,  3.59it/s][2025-07-12 20:23:44] bicycle...PCK-Transfer@0.10: 83.09% | PCK-Transfer@0.05: 70.94% | PCK-Transfer@0.15: 87.94%
+
100%|██████████| 30/30 [00:08<00:00,  3.44it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.60it/s]
 20%|██        | 2/10 [00:00<00:02,  3.51it/s]
 30%|███       | 3/10 [00:00<00:01,  3.54it/s]
 40%|████      | 4/10 [00:01<00:02,  2.97it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.21it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.29it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.41it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.50it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.47it/s]
100%|██████████| 10/10 [00:02<00:00,  3.52it/s][2025-07-12 20:23:47] bird...PCK-Transfer@0.10: 75.78% | PCK-Transfer@0.05: 51.56% | PCK-Transfer@0.15: 89.44%
+
100%|██████████| 10/10 [00:02<00:00,  3.41it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:02,  2.25it/s]
 33%|███▎      | 2/6 [00:00<00:01,  2.42it/s]
 50%|█████     | 3/6 [00:01<00:01,  2.57it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  2.88it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.13it/s]
100%|██████████| 6/6 [00:02<00:00,  3.36it/s][2025-07-12 20:23:49] boat...PCK-Transfer@0.10: 52.78% | PCK-Transfer@0.05: 40.28% | PCK-Transfer@0.15: 72.22%
+
100%|██████████| 6/6 [00:02<00:00,  2.99it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:03,  2.12it/s]
 25%|██▌       | 2/8 [00:00<00:02,  2.40it/s]
 38%|███▊      | 3/8 [00:01<00:01,  2.79it/s]
 50%|█████     | 4/8 [00:01<00:01,  2.90it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.01it/s]
 75%|███████▌  | 6/8 [00:02<00:00,  3.17it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.35it/s]
100%|██████████| 8/8 [00:02<00:00,  3.42it/s][2025-07-12 20:23:52] bottle...PCK-Transfer@0.10: 68.75% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 76.56%
+
100%|██████████| 8/8 [00:02<00:00,  3.08it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 12%|█▎        | 4/32 [00:01<00:10,  2.78it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.02it/s]
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 22%|██▏       | 7/32 [00:02<00:08,  2.80it/s]
 25%|██▌       | 8/32 [00:02<00:08,  2.81it/s]
 28%|██▊       | 9/32 [00:03<00:07,  3.01it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.21it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.36it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.41it/s]
 41%|████      | 13/32 [00:04<00:05,  3.47it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.50it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.59it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.61it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.70it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.72it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.73it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.69it/s]
 66%|██████▌   | 21/32 [00:06<00:02,  3.68it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.76it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.75it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.41it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.19it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.28it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.36it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.39it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.42it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.48it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.43it/s]
100%|██████████| 32/32 [00:09<00:00,  3.48it/s][2025-07-12 20:24:02] bus...PCK-Transfer@0.10: 80.47% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 85.52%
+
100%|██████████| 32/32 [00:09<00:00,  3.35it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.55it/s]
 11%|█         | 2/19 [00:00<00:04,  3.61it/s]
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 37%|███▋      | 7/19 [00:01<00:03,  3.77it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.29it/s]
 47%|████▋     | 9/19 [00:02<00:03,  2.89it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.03it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.17it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.32it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.39it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.44it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.57it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.63it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.69it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.67it/s]
100%|██████████| 19/19 [00:05<00:00,  3.64it/s][2025-07-12 20:24:07] car...PCK-Transfer@0.10: 91.09% | PCK-Transfer@0.05: 81.64% | PCK-Transfer@0.15: 92.10%
+
100%|██████████| 19/19 [00:05<00:00,  3.48it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.54it/s]
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 74%|███████▍  | 20/27 [00:05<00:02,  3.38it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.31it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.38it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.43it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.35it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.24it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.34it/s]
100%|██████████| 27/27 [00:07<00:00,  3.37it/s][2025-07-12 20:24:15] cat...PCK-Transfer@0.10: 81.23% | PCK-Transfer@0.05: 61.98% | PCK-Transfer@0.15: 88.48%
+
100%|██████████| 27/27 [00:07<00:00,  3.39it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:05,  2.30it/s]
 15%|█▌        | 2/13 [00:00<00:04,  2.72it/s]
 23%|██▎       | 3/13 [00:01<00:03,  3.02it/s]
 31%|███       | 4/13 [00:01<00:03,  2.97it/s]
 38%|███▊      | 5/13 [00:01<00:02,  2.85it/s]
 46%|████▌     | 6/13 [00:02<00:02,  3.03it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.15it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.22it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.21it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.01it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.08it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.19it/s]
100%|██████████| 13/13 [00:04<00:00,  3.09it/s][2025-07-12 20:24:19] chair...PCK-Transfer@0.10: 53.33% | PCK-Transfer@0.05: 32.16% | PCK-Transfer@0.15: 63.80%
+
100%|██████████| 13/13 [00:04<00:00,  3.04it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.44it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.54it/s]
100%|██████████| 3/3 [00:00<00:00,  3.54it/s][2025-07-12 20:24:20] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.52it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.72it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.05it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.28it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.31it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.42it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.48it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.50it/s]
100%|██████████| 8/8 [00:02<00:00,  3.52it/s][2025-07-12 20:24:23] diningtable...PCK-Transfer@0.10: 54.17% | PCK-Transfer@0.05: 28.65% | PCK-Transfer@0.15: 71.35%
+
100%|██████████| 8/8 [00:02<00:00,  3.39it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.54it/s]
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 12%|█▎        | 3/24 [00:00<00:06,  3.22it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.31it/s]
 21%|██        | 5/24 [00:01<00:05,  3.41it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.49it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.36it/s]
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 38%|███▊      | 9/24 [00:02<00:04,  3.35it/s]
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 46%|████▌     | 11/24 [00:03<00:04,  2.96it/s]
 50%|█████     | 12/24 [00:03<00:04,  2.97it/s]
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 58%|█████▊    | 14/24 [00:04<00:03,  3.05it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.22it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.32it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.33it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.33it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.36it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.41it/s]
 96%|█████████▌| 23/24 [00:07<00:00,  3.45it/s]
100%|██████████| 24/24 [00:07<00:00,  3.47it/s][2025-07-12 20:24:30] dog...PCK-Transfer@0.10: 76.18% | PCK-Transfer@0.05: 59.23% | PCK-Transfer@0.15: 87.79%
+
100%|██████████| 24/24 [00:07<00:00,  3.28it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:03,  2.38it/s]
 22%|██▏       | 2/9 [00:00<00:02,  2.82it/s]
 33%|███▎      | 3/9 [00:01<00:01,  3.09it/s]
 44%|████▍     | 4/9 [00:01<00:01,  2.86it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.04it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.17it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.16it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.26it/s]
100%|██████████| 9/9 [00:02<00:00,  3.31it/s][2025-07-12 20:24:33] horse...PCK-Transfer@0.10: 83.28% | PCK-Transfer@0.05: 54.47% | PCK-Transfer@0.15: 88.44%
+
100%|██████████| 9/9 [00:02<00:00,  3.12it/s]
+
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100%|██████████| 7/7 [00:02<00:00,  3.21it/s][2025-07-12 20:24:46] pottedplant...PCK-Transfer@0.10: 53.81% | PCK-Transfer@0.05: 29.05% | PCK-Transfer@0.15: 63.81%
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100%|██████████| 20/20 [00:05<00:00,  3.52it/s][2025-07-12 20:24:56] train...PCK-Transfer@0.10: 77.00% | PCK-Transfer@0.05: 46.25% | PCK-Transfer@0.15: 86.00%
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+
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+[2025-07-12 20:25:01] Weighted Per image PCK0.10: 73.41%, image PCK0.05: 54.03%, image PCK0.01: 82.18%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.7_layer_15__t_0.8_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.7_layer_15__t_0.8_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..80af127224b640f5fc460ea76fa9329fe11b5e23
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.7_layer_15__t_0.8_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 20:42:20] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.7_layer_15__t_0.8_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.7_layer_15', 't_0.8_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.7_layer_15', 't_0.8_layer_11']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.62it/s][2025-07-12 20:42:52] bus...PCK-Transfer@0.10: 78.12% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 83.44%
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100%|██████████| 19/19 [00:05<00:00,  3.63it/s][2025-07-12 20:42:57] car...PCK-Transfer@0.10: 90.43% | PCK-Transfer@0.05: 79.72% | PCK-Transfer@0.15: 92.42%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.57it/s][2025-07-12 20:43:05] cat...PCK-Transfer@0.10: 79.92% | PCK-Transfer@0.05: 59.58% | PCK-Transfer@0.15: 85.23%
+
100%|██████████| 27/27 [00:07<00:00,  3.57it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.66it/s][2025-07-12 20:43:08] chair...PCK-Transfer@0.10: 48.29% | PCK-Transfer@0.05: 31.22% | PCK-Transfer@0.15: 58.01%
+
100%|██████████| 13/13 [00:03<00:00,  3.57it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.63it/s][2025-07-12 20:43:09] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 60.42% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.63it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.67it/s][2025-07-12 20:43:11] diningtable...PCK-Transfer@0.10: 38.54% | PCK-Transfer@0.05: 19.27% | PCK-Transfer@0.15: 61.98%
+
100%|██████████| 8/8 [00:02<00:00,  3.64it/s]
+
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100%|██████████| 24/24 [00:06<00:00,  3.62it/s][2025-07-12 20:43:18] dog...PCK-Transfer@0.10: 69.51% | PCK-Transfer@0.05: 51.31% | PCK-Transfer@0.15: 82.93%
+
100%|██████████| 24/24 [00:06<00:00,  3.64it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.64it/s][2025-07-12 20:43:21] horse...PCK-Transfer@0.10: 78.12% | PCK-Transfer@0.05: 49.71% | PCK-Transfer@0.15: 83.94%
+
100%|██████████| 9/9 [00:02<00:00,  3.61it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.69it/s][2025-07-12 20:43:28] motorbike...PCK-Transfer@0.10: 77.73% | PCK-Transfer@0.05: 54.71% | PCK-Transfer@0.15: 85.56%
+
100%|██████████| 27/27 [00:07<00:00,  3.65it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.63it/s][2025-07-12 20:43:31] person...PCK-Transfer@0.10: 53.51% | PCK-Transfer@0.05: 35.21% | PCK-Transfer@0.15: 66.58%
+
100%|██████████| 12/12 [00:03<00:00,  3.66it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
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100%|██████████| 7/7 [00:01<00:00,  3.58it/s][2025-07-12 20:43:33] pottedplant...PCK-Transfer@0.10: 51.43% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 65.71%
+
100%|██████████| 7/7 [00:01<00:00,  3.54it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.46it/s][2025-07-12 20:43:34] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.45it/s]
+
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 62%|██████▏   | 8/13 [00:02<00:01,  3.53it/s]
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100%|██████████| 13/13 [00:03<00:00,  3.61it/s][2025-07-12 20:43:37] sofa...PCK-Transfer@0.10: 56.07% | PCK-Transfer@0.05: 34.67% | PCK-Transfer@0.15: 64.43%
+
100%|██████████| 13/13 [00:03<00:00,  3.57it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.67it/s][2025-07-12 20:43:43] train...PCK-Transfer@0.10: 70.75% | PCK-Transfer@0.05: 40.25% | PCK-Transfer@0.15: 79.75%
+
100%|██████████| 20/20 [00:05<00:00,  3.65it/s]
+
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 87%|████████▋ | 13/15 [00:03<00:00,  3.70it/s]
 93%|█████████▎| 14/15 [00:03<00:00,  3.66it/s]
100%|██████████| 15/15 [00:04<00:00,  3.69it/s][2025-07-12 20:43:47] tvmonitor...PCK-Transfer@0.10: 35.56% | PCK-Transfer@0.05: 19.44% | PCK-Transfer@0.15: 48.89%
+
100%|██████████| 15/15 [00:04<00:00,  3.67it/s]
+[2025-07-12 20:43:47] Weighted Per image PCK0.10: 70.24%, image PCK0.05: 51.19%, image PCK0.01: 79.08%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.7_layer_15__t_0.8_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.7_layer_15__t_0.8_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..07862b174d44e3e252edead01ab8295e34529994
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.7_layer_15__t_0.8_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 20:43:51] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.7_layer_15__t_0.8_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.7_layer_15', 't_0.8_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.7_layer_15', 't_0.8_layer_12']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:01<00:00,  3.56it/s][2025-07-12 20:45:04] pottedplant...PCK-Transfer@0.10: 51.43% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 65.71%
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100%|██████████| 15/15 [00:04<00:00,  3.67it/s][2025-07-12 20:45:18] tvmonitor...PCK-Transfer@0.10: 35.56% | PCK-Transfer@0.05: 21.11% | PCK-Transfer@0.15: 50.56%
+
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+[2025-07-12 20:45:18] Weighted Per image PCK0.10: 71.36%, image PCK0.05: 52.57%, image PCK0.01: 79.92%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.7_layer_5__t_0.7_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.7_layer_5__t_0.7_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..9cc5ad1850d17c1870eea2863f49bb56d5bb74dd
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.7_layer_5__t_0.7_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 19:33:24] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.7_layer_5__t_0.7_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.7_layer_5', 't_0.7_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.7_layer_5', 't_0.7_layer_13']
+Number of parameters corr net: 120
+
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 53%|█████▎    | 17/32 [00:04<00:04,  3.49it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.50it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.51it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.52it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.53it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.48it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.48it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.54it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.58it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.53it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.53it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.48it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.46it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.47it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.52it/s]
100%|██████████| 32/32 [00:09<00:00,  3.54it/s][2025-07-12 19:33:55] bus...PCK-Transfer@0.10: 58.85% | PCK-Transfer@0.05: 41.15% | PCK-Transfer@0.15: 74.06%
+
100%|██████████| 32/32 [00:09<00:00,  3.52it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.53it/s]
 11%|█         | 2/19 [00:00<00:04,  3.51it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.52it/s]
 21%|██        | 4/19 [00:01<00:04,  3.52it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.49it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.46it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.50it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.50it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.54it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.57it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.52it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.54it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.56it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.53it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.49it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.47it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.51it/s]
100%|██████████| 19/19 [00:05<00:00,  3.57it/s][2025-07-12 19:34:01] car...PCK-Transfer@0.10: 77.77% | PCK-Transfer@0.05: 62.06% | PCK-Transfer@0.15: 82.57%
+
100%|██████████| 19/19 [00:05<00:00,  3.52it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.61it/s]
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 11%|█         | 3/27 [00:00<00:06,  3.50it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.56it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.54it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.54it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.56it/s]
 41%|████      | 11/27 [00:03<00:04,  3.57it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.58it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.52it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.53it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.50it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.51it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.55it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.58it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.58it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.55it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.54it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.53it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.52it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.50it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.52it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.51it/s]
100%|██████████| 27/27 [00:07<00:00,  3.49it/s][2025-07-12 19:34:08] cat...PCK-Transfer@0.10: 66.64% | PCK-Transfer@0.05: 49.89% | PCK-Transfer@0.15: 78.81%
+
100%|██████████| 27/27 [00:07<00:00,  3.53it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.44it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.55it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.60it/s]
 31%|███       | 4/13 [00:01<00:02,  3.57it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.57it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.52it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.54it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.59it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.61it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.63it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.63it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.59it/s]
100%|██████████| 13/13 [00:03<00:00,  3.60it/s][2025-07-12 19:34:12] chair...PCK-Transfer@0.10: 44.25% | PCK-Transfer@0.05: 22.84% | PCK-Transfer@0.15: 55.24%
+
100%|██████████| 13/13 [00:03<00:00,  3.58it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.58it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.58it/s]
100%|██████████| 3/3 [00:00<00:00,  3.58it/s][2025-07-12 19:34:13] cow...PCK-Transfer@0.10: 60.42% | PCK-Transfer@0.05: 31.25% | PCK-Transfer@0.15: 77.08%
+
100%|██████████| 3/3 [00:00<00:00,  3.57it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.58it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.59it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.58it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.64it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.62it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.59it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.58it/s]
100%|██████████| 8/8 [00:02<00:00,  3.62it/s][2025-07-12 19:34:15] diningtable...PCK-Transfer@0.10: 49.48% | PCK-Transfer@0.05: 19.27% | PCK-Transfer@0.15: 67.19%
+
100%|██████████| 8/8 [00:02<00:00,  3.61it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.52it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.58it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.53it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.59it/s]
 21%|██        | 5/24 [00:01<00:05,  3.53it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.54it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.54it/s]
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 42%|████▏     | 10/24 [00:02<00:04,  3.45it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.38it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.45it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.47it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.50it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.52it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.57it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.60it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.55it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.52it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.48it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.50it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.54it/s]
100%|██████████| 24/24 [00:06<00:00,  3.54it/s][2025-07-12 19:34:22] dog...PCK-Transfer@0.10: 53.98% | PCK-Transfer@0.05: 36.74% | PCK-Transfer@0.15: 71.84%
+
100%|██████████| 24/24 [00:06<00:00,  3.52it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.20it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.42it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.54it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.63it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.60it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.57it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.53it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.53it/s]
100%|██████████| 9/9 [00:02<00:00,  3.57it/s][2025-07-12 19:34:25] horse...PCK-Transfer@0.10: 62.17% | PCK-Transfer@0.05: 33.99% | PCK-Transfer@0.15: 71.69%
+
100%|██████████| 9/9 [00:02<00:00,  3.54it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.45it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.54it/s]
 41%|████      | 11/27 [00:03<00:04,  3.57it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.58it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.61it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.62it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.60it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.59it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.60it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.61it/s]
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 78%|███████▊  | 21/27 [00:05<00:01,  3.59it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.65it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.64it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.68it/s]
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 96%|█████████▋| 26/27 [00:07<00:00,  3.71it/s]
100%|██████████| 27/27 [00:07<00:00,  3.70it/s][2025-07-12 19:34:32] motorbike...PCK-Transfer@0.10: 61.22% | PCK-Transfer@0.05: 37.33% | PCK-Transfer@0.15: 77.19%
+
100%|██████████| 27/27 [00:07<00:00,  3.61it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.43it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.62it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.71it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.77it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.67it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.69it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.65it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.66it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.63it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.64it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.62it/s]
100%|██████████| 12/12 [00:03<00:00,  3.67it/s][2025-07-12 19:34:35] person...PCK-Transfer@0.10: 40.20% | PCK-Transfer@0.05: 21.62% | PCK-Transfer@0.15: 58.11%
+
100%|██████████| 12/12 [00:03<00:00,  3.66it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.47it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.49it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.55it/s]
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 71%|███████▏  | 5/7 [00:01<00:00,  3.52it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.55it/s]
100%|██████████| 7/7 [00:01<00:00,  3.59it/s][2025-07-12 19:34:37] pottedplant...PCK-Transfer@0.10: 44.29% | PCK-Transfer@0.05: 14.76% | PCK-Transfer@0.15: 56.67%
+
100%|██████████| 7/7 [00:01<00:00,  3.55it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.56it/s][2025-07-12 19:34:38] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.55it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.67it/s]
 15%|█▌        | 2/13 [00:00<00:02,  3.70it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.72it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.62it/s]
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 77%|███████▋  | 10/13 [00:02<00:00,  3.65it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.61it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.68it/s]
100%|██████████| 13/13 [00:03<00:00,  3.67it/s][2025-07-12 19:34:41] sofa...PCK-Transfer@0.10: 42.56% | PCK-Transfer@0.05: 20.16% | PCK-Transfer@0.15: 57.06%
+
100%|██████████| 13/13 [00:03<00:00,  3.66it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 15%|█▌        | 3/20 [00:00<00:04,  3.64it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.63it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.61it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.63it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.62it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.64it/s]
 65%|██████▌   | 13/20 [00:03<00:01,  3.61it/s]
 70%|███████   | 14/20 [00:03<00:01,  3.59it/s]
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 80%|████████  | 16/20 [00:04<00:01,  3.60it/s]
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 90%|█████████ | 18/20 [00:04<00:00,  3.63it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.66it/s]
100%|██████████| 20/20 [00:05<00:00,  3.61it/s][2025-07-12 19:34:47] train...PCK-Transfer@0.10: 66.00% | PCK-Transfer@0.05: 38.25% | PCK-Transfer@0.15: 78.00%
+
100%|██████████| 20/20 [00:05<00:00,  3.63it/s]
+
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+[2025-07-12 19:34:51] Weighted Per image PCK0.10: 58.02%, image PCK0.05: 38.40%, image PCK0.01: 71.65%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.7_layer_5__t_0.8_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.7_layer_5__t_0.8_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..fe409af2de6664b125217d1cfb437a5ce2149423
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.7_layer_5__t_0.8_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 19:38:03] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.7_layer_5__t_0.8_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.7_layer_5', 't_0.8_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.7_layer_5', 't_0.8_layer_9']
+Number of parameters corr net: 120
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100%|██████████| 12/12 [00:03<00:00,  3.66it/s][2025-07-12 19:39:16] person...PCK-Transfer@0.10: 25.99% | PCK-Transfer@0.05: 10.51% | PCK-Transfer@0.15: 48.73%
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100%|██████████| 15/15 [00:04<00:00,  3.75it/s][2025-07-12 19:39:31] tvmonitor...PCK-Transfer@0.10: 25.56% | PCK-Transfer@0.05: 12.78% | PCK-Transfer@0.15: 42.22%
+
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+[2025-07-12 19:39:31] Weighted Per image PCK0.10: 50.79%, image PCK0.05: 26.62%, image PCK0.01: 68.50%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.7_layer_9.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.7_layer_9.log
new file mode 100644
index 0000000000000000000000000000000000000000..94cfc8d964067f3e57d559ecc20d397db4a6d7b0
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.7_layer_9.log
@@ -0,0 +1,44 @@
+[2025-07-11 20:39:44] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.7_layer_9', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.7_layer_9'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.7_layer_9']
+Number of parameters corr net: 120
+
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100%|██████████| 30/30 [00:08<00:00,  3.56it/s][2025-07-11 20:39:59] bicycle...PCK-Transfer@0.10: 95.09% | PCK-Transfer@0.05: 81.67% | PCK-Transfer@0.15: 96.30%
+
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100%|██████████| 6/6 [00:01<00:00,  3.54it/s][2025-07-11 20:40:03] boat...PCK-Transfer@0.10: 69.44% | PCK-Transfer@0.05: 45.83% | PCK-Transfer@0.15: 80.56%
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100%|██████████| 8/8 [00:02<00:00,  3.55it/s][2025-07-11 20:40:06] bottle...PCK-Transfer@0.10: 78.12% | PCK-Transfer@0.05: 57.81% | PCK-Transfer@0.15: 82.81%
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+
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 41%|████      | 13/32 [00:03<00:05,  3.51it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.56it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.53it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.51it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.49it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.51it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.53it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.56it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.57it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.51it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.51it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.56it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.60it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.54it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.56it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.50it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.49it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.50it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.57it/s]
100%|██████████| 32/32 [00:09<00:00,  3.58it/s][2025-07-11 20:40:15] bus...PCK-Transfer@0.10: 88.49% | PCK-Transfer@0.05: 78.33% | PCK-Transfer@0.15: 91.46%
+
100%|██████████| 32/32 [00:09<00:00,  3.53it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.55it/s]
 11%|█         | 2/19 [00:00<00:04,  3.53it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.51it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.48it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.47it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.53it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.54it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.58it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.60it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.55it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.54it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.55it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.50it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.50it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.48it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.52it/s]
100%|██████████| 19/19 [00:05<00:00,  3.61it/s][2025-07-11 20:40:20] car...PCK-Transfer@0.10: 92.79% | PCK-Transfer@0.05: 87.05% | PCK-Transfer@0.15: 94.60%
+
100%|██████████| 19/19 [00:05<00:00,  3.54it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.58it/s]
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 11%|█         | 3/27 [00:00<00:06,  3.49it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.55it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.49it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.53it/s]
 41%|████      | 11/27 [00:03<00:04,  3.55it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.60it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.51it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.50it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.54it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.58it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.57it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.52it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.52it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.50it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.52it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.50it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.51it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.49it/s]
100%|██████████| 27/27 [00:07<00:00,  3.46it/s][2025-07-11 20:40:28] cat...PCK-Transfer@0.10: 86.59% | PCK-Transfer@0.05: 72.94% | PCK-Transfer@0.15: 89.82%
+
100%|██████████| 27/27 [00:07<00:00,  3.52it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.45it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.58it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.59it/s]
 31%|███       | 4/13 [00:01<00:02,  3.56it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.56it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.53it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.53it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.59it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.63it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.65it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.61it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.57it/s]
100%|██████████| 13/13 [00:03<00:00,  3.58it/s][2025-07-11 20:40:32] chair...PCK-Transfer@0.10: 59.08% | PCK-Transfer@0.05: 42.26% | PCK-Transfer@0.15: 63.61%
+
100%|██████████| 13/13 [00:03<00:00,  3.58it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.57it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.57it/s]
100%|██████████| 3/3 [00:00<00:00,  3.60it/s][2025-07-11 20:40:32] cow...PCK-Transfer@0.10: 97.92% | PCK-Transfer@0.05: 72.92% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.59it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.53it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.54it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.55it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.57it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.55it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.51it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.53it/s]
100%|██████████| 8/8 [00:02<00:00,  3.56it/s][2025-07-11 20:40:35] diningtable...PCK-Transfer@0.10: 50.52% | PCK-Transfer@0.05: 44.27% | PCK-Transfer@0.15: 64.06%
+
100%|██████████| 8/8 [00:02<00:00,  3.55it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.53it/s]
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 12%|█▎        | 3/24 [00:00<00:05,  3.57it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.65it/s]
 21%|██        | 5/24 [00:01<00:05,  3.62it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.59it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.57it/s]
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 38%|███▊      | 9/24 [00:02<00:04,  3.51it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.57it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.60it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.60it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.58it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.55it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.55it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.58it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.59it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.55it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.45it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.48it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.53it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.56it/s]
100%|██████████| 24/24 [00:06<00:00,  3.56it/s][2025-07-11 20:40:41] dog...PCK-Transfer@0.10: 85.32% | PCK-Transfer@0.05: 69.46% | PCK-Transfer@0.15: 89.36%
+
100%|██████████| 24/24 [00:06<00:00,  3.56it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.50it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.56it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.70it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.52it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.38it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.38it/s]
100%|██████████| 9/9 [00:02<00:00,  3.44it/s][2025-07-11 20:40:44] horse...PCK-Transfer@0.10: 89.05% | PCK-Transfer@0.05: 71.48% | PCK-Transfer@0.15: 92.22%
+
100%|██████████| 9/9 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.48it/s]
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 67%|██████▋   | 18/27 [00:05<00:02,  3.51it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.52it/s]
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 78%|███████▊  | 21/27 [00:05<00:01,  3.52it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.58it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.54it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.56it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.62it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.60it/s][2025-07-11 20:40:52] motorbike...PCK-Transfer@0.10: 89.41% | PCK-Transfer@0.05: 68.86% | PCK-Transfer@0.15: 96.08%
+
100%|██████████| 27/27 [00:07<00:00,  3.54it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.44it/s]
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 42%|████▏     | 5/12 [00:01<00:01,  3.59it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.61it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.54it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.54it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.51it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.50it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.50it/s]
100%|██████████| 12/12 [00:03<00:00,  3.57it/s][2025-07-11 20:40:55] person...PCK-Transfer@0.10: 76.90% | PCK-Transfer@0.05: 62.15% | PCK-Transfer@0.15: 82.68%
+
100%|██████████| 12/12 [00:03<00:00,  3.56it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.36it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.36it/s]
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 71%|███████▏  | 5/7 [00:01<00:00,  3.44it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.48it/s]
100%|██████████| 7/7 [00:02<00:00,  3.48it/s][2025-07-11 20:40:57] pottedplant...PCK-Transfer@0.10: 68.57% | PCK-Transfer@0.05: 47.14% | PCK-Transfer@0.15: 80.48%
+
100%|██████████| 7/7 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.29it/s][2025-07-11 20:40:57] sheep...PCK-Transfer@0.10: 80.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.29it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.54it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.57it/s]
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 38%|███▊      | 5/13 [00:01<00:02,  3.51it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.49it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.48it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.55it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.49it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.54it/s]
100%|██████████| 13/13 [00:03<00:00,  3.55it/s][2025-07-11 20:41:01] sofa...PCK-Transfer@0.10: 76.01% | PCK-Transfer@0.05: 49.35% | PCK-Transfer@0.15: 81.72%
+
100%|██████████| 13/13 [00:03<00:00,  3.53it/s]
+
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 60%|██████    | 12/20 [00:03<00:02,  3.51it/s]
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+[2025-07-11 20:41:11] Weighted Per image PCK0.10: 82.97%, image PCK0.05: 67.79%, image PCK0.01: 87.55%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.8_layer_11__t_0.8_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.8_layer_11__t_0.8_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..799908844821cd87dd98a1fecf9a9a60d64399d5
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.8_layer_11__t_0.8_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 21:19:47] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.8_layer_11__t_0.8_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.8_layer_11', 't_0.8_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.8_layer_11', 't_0.8_layer_15']
+Number of parameters corr net: 120
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100%|██████████| 32/32 [00:09<00:00,  3.31it/s][2025-07-12 21:20:20] bus...PCK-Transfer@0.10: 76.82% | PCK-Transfer@0.05: 61.72% | PCK-Transfer@0.15: 85.26%
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100%|██████████| 12/12 [00:03<00:00,  3.63it/s][2025-07-12 21:21:01] person...PCK-Transfer@0.10: 56.19% | PCK-Transfer@0.05: 33.44% | PCK-Transfer@0.15: 70.96%
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100%|██████████| 20/20 [00:05<00:00,  3.64it/s][2025-07-12 21:21:13] train...PCK-Transfer@0.10: 72.00% | PCK-Transfer@0.05: 46.50% | PCK-Transfer@0.15: 80.00%
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100%|██████████| 15/15 [00:04<00:00,  3.65it/s][2025-07-12 21:21:17] tvmonitor...PCK-Transfer@0.10: 35.56% | PCK-Transfer@0.05: 22.22% | PCK-Transfer@0.15: 53.89%
+
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+[2025-07-12 21:21:17] Weighted Per image PCK0.10: 70.91%, image PCK0.05: 49.72%, image PCK0.01: 80.85%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.8_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.8_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..007791dac086f0bd0f2d5182712ae8d301430e7c
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_5__t_0.8_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-11 20:50:40] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_5__t_0.8_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_5', 't_0.8_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_5', 't_0.8_layer_15']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.52it/s][2025-07-11 20:50:47] aeroplane...PCK-Transfer@0.10: 93.00% | PCK-Transfer@0.05: 77.23% | PCK-Transfer@0.15: 94.11%
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100%|██████████| 30/30 [00:08<00:00,  3.59it/s][2025-07-11 20:50:56] bicycle...PCK-Transfer@0.10: 93.24% | PCK-Transfer@0.05: 82.30% | PCK-Transfer@0.15: 95.36%
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100%|██████████| 6/6 [00:01<00:00,  3.55it/s][2025-07-11 20:51:00] boat...PCK-Transfer@0.10: 72.22% | PCK-Transfer@0.05: 63.89% | PCK-Transfer@0.15: 87.50%
+
100%|██████████| 6/6 [00:01<00:00,  3.53it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.59it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.53it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.57it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.58it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.59it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.63it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.58it/s]
100%|██████████| 8/8 [00:02<00:00,  3.60it/s][2025-07-11 20:51:02] bottle...PCK-Transfer@0.10: 68.75% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 82.81%
+
100%|██████████| 8/8 [00:02<00:00,  3.59it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.36it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.45it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.46it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.50it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.47it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.57it/s]
 22%|██▏       | 7/32 [00:01<00:07,  3.55it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.60it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.59it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.54it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.50it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.51it/s]
 41%|████      | 13/32 [00:03<00:05,  3.55it/s]
 44%|████▍     | 14/32 [00:03<00:04,  3.60it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.59it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.58it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.56it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.57it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.56it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.55it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.59it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.53it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.54it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.58it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.61it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.56it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.59it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.55it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.52it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.53it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.60it/s]
100%|██████████| 32/32 [00:08<00:00,  3.62it/s][2025-07-11 20:51:11] bus...PCK-Transfer@0.10: 87.55% | PCK-Transfer@0.05: 81.30% | PCK-Transfer@0.15: 90.26%
+
100%|██████████| 32/32 [00:08<00:00,  3.56it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:04,  3.62it/s]
 11%|█         | 2/19 [00:00<00:04,  3.57it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.56it/s]
 21%|██        | 4/19 [00:01<00:04,  3.53it/s]
 26%|██▋       | 5/19 [00:01<00:03,  3.54it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.47it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.45it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.49it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.50it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.56it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.57it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.53it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.55it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.57it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.54it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.53it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.51it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.54it/s]
100%|██████████| 19/19 [00:05<00:00,  3.63it/s][2025-07-11 20:51:17] car...PCK-Transfer@0.10: 90.96% | PCK-Transfer@0.05: 84.37% | PCK-Transfer@0.15: 92.78%
+
100%|██████████| 19/19 [00:05<00:00,  3.55it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.62it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.52it/s]
 11%|█         | 3/27 [00:00<00:06,  3.48it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.54it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.52it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.50it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.54it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.55it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.53it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.55it/s]
 41%|████      | 11/27 [00:03<00:04,  3.58it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.63it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.57it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.58it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.55it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.54it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.56it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.62it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.62it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.59it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.57it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.56it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.56it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.56it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.56it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.55it/s]
100%|██████████| 27/27 [00:07<00:00,  3.54it/s][2025-07-11 20:51:24] cat...PCK-Transfer@0.10: 87.00% | PCK-Transfer@0.05: 71.47% | PCK-Transfer@0.15: 89.19%
+
100%|██████████| 27/27 [00:07<00:00,  3.56it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.47it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.62it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.64it/s]
 31%|███       | 4/13 [00:01<00:02,  3.59it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.59it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.53it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.56it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.64it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.67it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.70it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.71it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.69it/s]
100%|██████████| 13/13 [00:03<00:00,  3.69it/s][2025-07-11 20:51:28] chair...PCK-Transfer@0.10: 54.23% | PCK-Transfer@0.05: 38.46% | PCK-Transfer@0.15: 59.98%
+
100%|██████████| 13/13 [00:03<00:00,  3.64it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.66it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.66it/s]
100%|██████████| 3/3 [00:00<00:00,  3.66it/s][2025-07-11 20:51:29] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 68.75% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.66it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.54it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.62it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.63it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.70it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.68it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.65it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.66it/s]
100%|██████████| 8/8 [00:02<00:00,  3.69it/s][2025-07-11 20:51:31] diningtable...PCK-Transfer@0.10: 50.52% | PCK-Transfer@0.05: 34.90% | PCK-Transfer@0.15: 64.58%
+
100%|██████████| 8/8 [00:02<00:00,  3.66it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.60it/s]
  8%|▊         | 2/24 [00:00<00:05,  3.67it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.65it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.71it/s]
 21%|██        | 5/24 [00:01<00:05,  3.69it/s]
 25%|██▌       | 6/24 [00:01<00:04,  3.68it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.68it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.66it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.67it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.72it/s]
 46%|████▌     | 11/24 [00:02<00:03,  3.72it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.69it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.65it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.61it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.53it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.60it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.55it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.57it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.56it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.58it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.60it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.62it/s]
100%|██████████| 24/24 [00:06<00:00,  3.63it/s][2025-07-11 20:51:38] dog...PCK-Transfer@0.10: 82.86% | PCK-Transfer@0.05: 68.04% | PCK-Transfer@0.15: 89.08%
+
100%|██████████| 24/24 [00:06<00:00,  3.63it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.53it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.53it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.59it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.69it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.53it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.51it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.51it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.53it/s]
100%|██████████| 9/9 [00:02<00:00,  3.58it/s][2025-07-11 20:51:40] horse...PCK-Transfer@0.10: 82.33% | PCK-Transfer@0.05: 68.99% | PCK-Transfer@0.15: 88.15%
+
100%|██████████| 9/9 [00:02<00:00,  3.56it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:06,  3.80it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.55it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.61it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.50it/s]
 41%|████      | 11/27 [00:03<00:04,  3.51it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.53it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.56it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.56it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.57it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.54it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.53it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.55it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.55it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.52it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.53it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.60it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.58it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.59it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.64it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.62it/s]
100%|██████████| 27/27 [00:07<00:00,  3.61it/s][2025-07-11 20:51:48] motorbike...PCK-Transfer@0.10: 90.10% | PCK-Transfer@0.05: 69.63% | PCK-Transfer@0.15: 95.58%
+
100%|██████████| 27/27 [00:07<00:00,  3.57it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.54it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.67it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.73it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.76it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.63it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.63it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.58it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.59it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.55it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.55it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.51it/s]
100%|██████████| 12/12 [00:03<00:00,  3.60it/s][2025-07-11 20:51:51] person...PCK-Transfer@0.10: 73.35% | PCK-Transfer@0.05: 57.16% | PCK-Transfer@0.15: 81.09%
+
100%|██████████| 12/12 [00:03<00:00,  3.60it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.53it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.50it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.55it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.54it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.50it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.56it/s]
100%|██████████| 7/7 [00:01<00:00,  3.59it/s][2025-07-11 20:51:53] pottedplant...PCK-Transfer@0.10: 73.81% | PCK-Transfer@0.05: 51.90% | PCK-Transfer@0.15: 83.33%
+
100%|██████████| 7/7 [00:01<00:00,  3.56it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.60it/s][2025-07-11 20:51:53] sheep...PCK-Transfer@0.10: 80.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.59it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.66it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.66it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.66it/s]
 31%|███       | 4/13 [00:01<00:02,  3.70it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.65it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.66it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.66it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.63it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.61it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.65it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.60it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.68it/s]
100%|██████████| 13/13 [00:03<00:00,  3.69it/s][2025-07-11 20:51:57] sofa...PCK-Transfer@0.10: 72.41% | PCK-Transfer@0.05: 41.16% | PCK-Transfer@0.15: 75.82%
+
100%|██████████| 13/13 [00:03<00:00,  3.66it/s]
+
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+[2025-07-11 20:52:07] Weighted Per image PCK0.10: 81.68%, image PCK0.05: 66.80%, image PCK0.01: 86.82%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_10__t_0.5_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_10__t_0.5_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..2db4b6fb43c8a13c5393fdc9279046e4e850fa74
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_10__t_0.5_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-12 21:38:28] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_10__t_0.5_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.3_layer_10', 't_0.5_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.3_layer_10', 't_0.5_layer_12']
+Number of parameters corr net: 120
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+
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+[2025-07-12 21:39:57] Weighted Per image PCK0.10: 68.40%, image PCK0.05: 50.76%, image PCK0.01: 79.54%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_10__t_0.8_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_10__t_0.8_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..d9f8aa56c8a8fd0cc98343ec70de474fcedc1194
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_10__t_0.8_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 21:55:42] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_10__t_0.8_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.3_layer_10', 't_0.8_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.3_layer_10', 't_0.8_layer_5']
+Number of parameters corr net: 120
+
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 30%|███       | 3/10 [00:00<00:02,  3.30it/s]
 40%|████      | 4/10 [00:01<00:01,  3.34it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.36it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.42it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.40it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.44it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.43it/s]
100%|██████████| 10/10 [00:02<00:00,  3.46it/s][2025-07-12 21:56:01] bird...PCK-Transfer@0.10: 60.44% | PCK-Transfer@0.05: 34.50% | PCK-Transfer@0.15: 78.61%
+
100%|██████████| 10/10 [00:02<00:00,  3.37it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  2.95it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.14it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.30it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.38it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.47it/s]
100%|██████████| 6/6 [00:01<00:00,  3.43it/s][2025-07-12 21:56:03] boat...PCK-Transfer@0.10: 41.67% | PCK-Transfer@0.05: 26.39% | PCK-Transfer@0.15: 77.78%
+
100%|██████████| 6/6 [00:01<00:00,  3.36it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.45it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.45it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.49it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.49it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.50it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.54it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.52it/s]
100%|██████████| 8/8 [00:02<00:00,  3.53it/s][2025-07-12 21:56:05] bottle...PCK-Transfer@0.10: 60.94% | PCK-Transfer@0.05: 46.88% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 8/8 [00:02<00:00,  3.51it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  2.90it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.19it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.26it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.39it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.43it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.54it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.53it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.61it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.60it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.50it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.46it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.54it/s]
 41%|████      | 13/32 [00:03<00:05,  3.51it/s]
 44%|████▍     | 14/32 [00:03<00:04,  3.65it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.68it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.71it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.63it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.68it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.71it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.74it/s]
 66%|██████▌   | 21/32 [00:05<00:02,  3.75it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.64it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.65it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.74it/s]
 78%|███████▊  | 25/32 [00:06<00:01,  3.77it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.68it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.66it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.63it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.64it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.59it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.68it/s]
100%|██████████| 32/32 [00:08<00:00,  3.68it/s][2025-07-12 21:56:14] bus...PCK-Transfer@0.10: 66.15% | PCK-Transfer@0.05: 45.57% | PCK-Transfer@0.15: 76.56%
+
100%|██████████| 32/32 [00:08<00:00,  3.60it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.14it/s]
 11%|█         | 2/19 [00:00<00:05,  3.39it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.48it/s]
 21%|██        | 4/19 [00:01<00:04,  3.41it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.30it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.31it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.21it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.34it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.41it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.49it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.54it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.54it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.57it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.62it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.59it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.60it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.59it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.63it/s]
100%|██████████| 19/19 [00:05<00:00,  3.68it/s][2025-07-12 21:56:20] car...PCK-Transfer@0.10: 83.08% | PCK-Transfer@0.05: 63.41% | PCK-Transfer@0.15: 86.82%
+
100%|██████████| 19/19 [00:05<00:00,  3.50it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.64it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.59it/s]
 11%|█         | 3/27 [00:00<00:06,  3.56it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.59it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.58it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.57it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.60it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.60it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.58it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.59it/s]
 41%|████      | 11/27 [00:03<00:04,  3.61it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.65it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.61it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.64it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.60it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.58it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.60it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.64it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.62it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.60it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.58it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.57it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.59it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.60it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.60it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.61it/s]
100%|██████████| 27/27 [00:07<00:00,  3.61it/s][2025-07-12 21:56:27] cat...PCK-Transfer@0.10: 63.70% | PCK-Transfer@0.05: 44.44% | PCK-Transfer@0.15: 74.81%
+
100%|██████████| 27/27 [00:07<00:00,  3.60it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.89it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.35it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.47it/s]
 31%|███       | 4/13 [00:01<00:02,  3.50it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.53it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.46it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.48it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.57it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.64it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.68it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.66it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.64it/s]
100%|██████████| 13/13 [00:03<00:00,  3.58it/s][2025-07-12 21:56:31] chair...PCK-Transfer@0.10: 40.32% | PCK-Transfer@0.05: 23.38% | PCK-Transfer@0.15: 55.09%
+
100%|██████████| 13/13 [00:03<00:00,  3.54it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.16it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.41it/s]
100%|██████████| 3/3 [00:00<00:00,  3.53it/s][2025-07-12 21:56:32] cow...PCK-Transfer@0.10: 64.58% | PCK-Transfer@0.05: 27.08% | PCK-Transfer@0.15: 85.42%
+
100%|██████████| 3/3 [00:00<00:00,  3.47it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.58it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.63it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.67it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.71it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.68it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.66it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.63it/s]
100%|██████████| 8/8 [00:02<00:00,  3.68it/s][2025-07-12 21:56:34] diningtable...PCK-Transfer@0.10: 49.48% | PCK-Transfer@0.05: 31.77% | PCK-Transfer@0.15: 69.27%
+
100%|██████████| 8/8 [00:02<00:00,  3.66it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.45it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.43it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.48it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.59it/s]
 21%|██        | 5/24 [00:01<00:05,  3.59it/s]
 25%|██▌       | 6/24 [00:01<00:04,  3.62it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.63it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.62it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.64it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.68it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.68it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.66it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.66it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.64it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.65it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.68it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.68it/s]
 75%|███████▌  | 18/24 [00:04<00:01,  3.66it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.66it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.62it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.63it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.65it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.66it/s]
100%|██████████| 24/24 [00:06<00:00,  3.66it/s][2025-07-12 21:56:40] dog...PCK-Transfer@0.10: 57.47% | PCK-Transfer@0.05: 37.86% | PCK-Transfer@0.15: 75.39%
+
100%|██████████| 24/24 [00:06<00:00,  3.64it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.60it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.66it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.69it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.75it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.69it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.67it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.63it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.63it/s]
100%|██████████| 9/9 [00:02<00:00,  3.66it/s][2025-07-12 21:56:43] horse...PCK-Transfer@0.10: 61.22% | PCK-Transfer@0.05: 30.95% | PCK-Transfer@0.15: 75.34%
+
100%|██████████| 9/9 [00:02<00:00,  3.66it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.66it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.65it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.64it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.61it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.66it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.65it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.64it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.64it/s]
 41%|████      | 11/27 [00:03<00:04,  3.64it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.66it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.69it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.69it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.69it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.66it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.65it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.67it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.68it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.68it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.68it/s]
 81%|████████▏ | 22/27 [00:05<00:01,  3.74it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.72it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.75it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.79it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.78it/s]
100%|██████████| 27/27 [00:07<00:00,  3.78it/s][2025-07-12 21:56:50] motorbike...PCK-Transfer@0.10: 62.15% | PCK-Transfer@0.05: 34.74% | PCK-Transfer@0.15: 78.38%
+
100%|██████████| 27/27 [00:07<00:00,  3.69it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.08it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.46it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.69it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.81it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.72it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.75it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.72it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.73it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.70it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.72it/s]
 92%|█████████▏| 11/12 [00:02<00:00,  3.69it/s]
100%|██████████| 12/12 [00:03<00:00,  3.73it/s][2025-07-12 21:56:53] person...PCK-Transfer@0.10: 47.74% | PCK-Transfer@0.05: 30.11% | PCK-Transfer@0.15: 62.82%
+
100%|██████████| 12/12 [00:03<00:00,  3.69it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.55it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.54it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.60it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.59it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.57it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.59it/s]
100%|██████████| 7/7 [00:01<00:00,  3.63it/s][2025-07-12 21:56:55] pottedplant...PCK-Transfer@0.10: 34.29% | PCK-Transfer@0.05: 19.52% | PCK-Transfer@0.15: 58.57%
+
100%|██████████| 7/7 [00:01<00:00,  3.60it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.57it/s][2025-07-12 21:56:56] sheep...PCK-Transfer@0.10: 20.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 20.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.56it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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+[2025-07-12 21:57:09] Weighted Per image PCK0.10: 59.00%, image PCK0.05: 38.73%, image PCK0.01: 73.70%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_11__t_0.6_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_11__t_0.6_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..21708f6f09282f47971fe501dc39667695d6baff
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_11__t_0.6_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-12 22:19:12] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_11__t_0.6_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.3_layer_11', 't_0.6_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.3_layer_11', 't_0.6_layer_18']
+Number of parameters corr net: 120
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+[2025-07-12 22:20:41] Weighted Per image PCK0.10: 64.62%, image PCK0.05: 46.22%, image PCK0.01: 75.91%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_12__t_0.6_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_12__t_0.6_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..ddd6cf673f7cb058224a3d3a6ed1ebdbac8fa60f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_12__t_0.6_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-12 22:47:24] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_12__t_0.6_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.3_layer_12', 't_0.6_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.3_layer_12', 't_0.6_layer_10']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  3.39it/s][2025-07-12 22:47:31] aeroplane...PCK-Transfer@0.10: 85.90% | PCK-Transfer@0.05: 69.86% | PCK-Transfer@0.15: 91.78%
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 70%|███████   | 21/30 [00:06<00:02,  3.36it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.35it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.43it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.38it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.41it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.42it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.42it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.44it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.45it/s]
100%|██████████| 30/30 [00:08<00:00,  3.43it/s][2025-07-12 22:47:40] bicycle...PCK-Transfer@0.10: 88.88% | PCK-Transfer@0.05: 75.55% | PCK-Transfer@0.15: 92.52%
+
100%|██████████| 30/30 [00:08<00:00,  3.39it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.33it/s]
 20%|██        | 2/10 [00:00<00:02,  3.28it/s]
 30%|███       | 3/10 [00:00<00:02,  3.40it/s]
 40%|████      | 4/10 [00:01<00:01,  3.39it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.36it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.42it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.43it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.42it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.40it/s]
100%|██████████| 10/10 [00:02<00:00,  3.43it/s][2025-07-12 22:47:43] bird...PCK-Transfer@0.10: 81.25% | PCK-Transfer@0.05: 59.39% | PCK-Transfer@0.15: 90.56%
+
100%|██████████| 10/10 [00:02<00:00,  3.40it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.21it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.26it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.35it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.42it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.47it/s]
100%|██████████| 6/6 [00:01<00:00,  3.39it/s][2025-07-12 22:47:44] boat...PCK-Transfer@0.10: 69.44% | PCK-Transfer@0.05: 45.83% | PCK-Transfer@0.15: 81.94%
+
100%|██████████| 6/6 [00:01<00:00,  3.38it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.41it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.39it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.37it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.41it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.43it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.47it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.43it/s]
100%|██████████| 8/8 [00:02<00:00,  3.45it/s][2025-07-12 22:47:47] bottle...PCK-Transfer@0.10: 68.75% | PCK-Transfer@0.05: 57.81% | PCK-Transfer@0.15: 78.12%
+
100%|██████████| 8/8 [00:02<00:00,  3.43it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.13it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.26it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.27it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.32it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.32it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.40it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.35it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.42it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.42it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.36it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.34it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.34it/s]
 41%|████      | 13/32 [00:03<00:05,  3.36it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.41it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.41it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.39it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.34it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.35it/s]
 59%|█████▉    | 19/32 [00:05<00:04,  3.24it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.27it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.31it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.30it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.31it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.37it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.18it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.23it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.29it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.28it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.28it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.28it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.33it/s]
100%|██████████| 32/32 [00:09<00:00,  3.36it/s][2025-07-12 22:47:56] bus...PCK-Transfer@0.10: 83.96% | PCK-Transfer@0.05: 75.36% | PCK-Transfer@0.15: 86.30%
+
100%|██████████| 32/32 [00:09<00:00,  3.33it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.40it/s]
 11%|█         | 2/19 [00:00<00:05,  3.38it/s]
 16%|█▌        | 3/19 [00:00<00:05,  3.03it/s]
 21%|██        | 4/19 [00:01<00:04,  3.09it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.13it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.16it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.19it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.27it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.31it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.37it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.40it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.38it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.41it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.42it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.40it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.39it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.38it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.41it/s]
100%|██████████| 19/19 [00:05<00:00,  3.46it/s][2025-07-12 22:48:02] car...PCK-Transfer@0.10: 92.71% | PCK-Transfer@0.05: 85.32% | PCK-Transfer@0.15: 93.95%
+
100%|██████████| 19/19 [00:05<00:00,  3.33it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.39it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.34it/s]
 11%|█         | 3/27 [00:00<00:07,  3.31it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.37it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.35it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.34it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.36it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.38it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.35it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.38it/s]
 41%|████      | 11/27 [00:03<00:04,  3.39it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.43it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.39it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.40it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.38it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.38it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.42it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.49it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.44it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.41it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.38it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.38it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.38it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.39it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.37it/s]
100%|██████████| 27/27 [00:07<00:00,  3.37it/s][2025-07-12 22:48:10] cat...PCK-Transfer@0.10: 84.65% | PCK-Transfer@0.05: 69.40% | PCK-Transfer@0.15: 87.77%
+
100%|██████████| 27/27 [00:07<00:00,  3.39it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.30it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.43it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.40it/s]
 31%|███       | 4/13 [00:01<00:02,  3.37it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.38it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.35it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.37it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.43it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.46it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.47it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.48it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.45it/s]
100%|██████████| 13/13 [00:03<00:00,  3.45it/s][2025-07-12 22:48:14] chair...PCK-Transfer@0.10: 56.52% | PCK-Transfer@0.05: 34.89% | PCK-Transfer@0.15: 65.11%
+
100%|██████████| 13/13 [00:03<00:00,  3.43it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.46it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.43it/s]
100%|██████████| 3/3 [00:00<00:00,  3.43it/s][2025-07-12 22:48:15] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.43it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.39it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.40it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.41it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.44it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.41it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.39it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.40it/s]
100%|██████████| 8/8 [00:02<00:00,  3.44it/s][2025-07-12 22:48:17] diningtable...PCK-Transfer@0.10: 54.17% | PCK-Transfer@0.05: 30.21% | PCK-Transfer@0.15: 61.98%
+
100%|██████████| 8/8 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.33it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.41it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.40it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.47it/s]
 21%|██        | 5/24 [00:01<00:05,  3.45it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.45it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.43it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.42it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.42it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.49it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.50it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.48it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.48it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.48it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.44it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.42it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.43it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.41it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.41it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.39it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.40it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.41it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.43it/s]
100%|██████████| 24/24 [00:06<00:00,  3.42it/s][2025-07-12 22:48:24] dog...PCK-Transfer@0.10: 80.25% | PCK-Transfer@0.05: 60.58% | PCK-Transfer@0.15: 88.07%
+
100%|██████████| 24/24 [00:06<00:00,  3.43it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.26it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.30it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.40it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.47it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.43it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.42it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.38it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.39it/s]
100%|██████████| 9/9 [00:02<00:00,  3.43it/s][2025-07-12 22:48:27] horse...PCK-Transfer@0.10: 86.85% | PCK-Transfer@0.05: 68.62% | PCK-Transfer@0.15: 90.03%
+
100%|██████████| 9/9 [00:02<00:00,  3.41it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.44it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.46it/s]
 11%|█         | 3/27 [00:00<00:06,  3.44it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.42it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.41it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.36it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.42it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.40it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.41it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.42it/s]
 41%|████      | 11/27 [00:03<00:04,  3.42it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.43it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.45it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.46it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.46it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.43it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.42it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.42it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.44it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.42it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.44it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.48it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.45it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.47it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.51it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.48it/s]
100%|██████████| 27/27 [00:07<00:00,  3.49it/s][2025-07-12 22:48:35] motorbike...PCK-Transfer@0.10: 87.19% | PCK-Transfer@0.05: 64.65% | PCK-Transfer@0.15: 93.54%
+
100%|██████████| 27/27 [00:07<00:00,  3.44it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.43it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.53it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.60it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.63it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.53it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.53it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.47it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.48it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.45it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.45it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.43it/s]
100%|██████████| 12/12 [00:03<00:00,  3.47it/s][2025-07-12 22:48:38] person...PCK-Transfer@0.10: 62.37% | PCK-Transfer@0.05: 46.59% | PCK-Transfer@0.15: 77.00%
+
100%|██████████| 12/12 [00:03<00:00,  3.49it/s]
+
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100%|██████████| 7/7 [00:02<00:00,  3.43it/s][2025-07-12 22:48:40] pottedplant...PCK-Transfer@0.10: 53.33% | PCK-Transfer@0.05: 31.90% | PCK-Transfer@0.15: 70.48%
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100%|██████████| 20/20 [00:05<00:00,  3.43it/s][2025-07-12 22:48:50] train...PCK-Transfer@0.10: 74.75% | PCK-Transfer@0.05: 52.50% | PCK-Transfer@0.15: 80.75%
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100%|██████████| 15/15 [00:04<00:00,  3.46it/s][2025-07-12 22:48:54] tvmonitor...PCK-Transfer@0.10: 48.89% | PCK-Transfer@0.05: 32.78% | PCK-Transfer@0.15: 60.56%
+
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+[2025-07-12 22:48:54] Weighted Per image PCK0.10: 77.45%, image PCK0.05: 60.79%, image PCK0.01: 84.06%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_12__t_0.7_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_12__t_0.7_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..49a90c87cee49e7c667ca72be6593d0cb514f776
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_12__t_0.7_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 22:58:27] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_12__t_0.7_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.3_layer_12', 't_0.7_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.3_layer_12', 't_0.7_layer_20']
+Number of parameters corr net: 120
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100%|██████████| 32/32 [00:08<00:00,  3.65it/s][2025-07-12 22:58:58] bus...PCK-Transfer@0.10: 67.03% | PCK-Transfer@0.05: 50.63% | PCK-Transfer@0.15: 77.71%
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+[2025-07-12 22:59:52] Weighted Per image PCK0.10: 64.22%, image PCK0.05: 45.19%, image PCK0.01: 74.12%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_12__t_0.8_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_12__t_0.8_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..b57f7d98be9ff3f57427827c9151a7d584c3498a
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_12__t_0.8_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 23:01:30] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_12__t_0.8_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.3_layer_12', 't_0.8_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.3_layer_12', 't_0.8_layer_11']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.33it/s][2025-07-12 23:01:37] aeroplane...PCK-Transfer@0.10: 79.30% | PCK-Transfer@0.05: 59.66% | PCK-Transfer@0.15: 89.01%
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 20%|██        | 6/30 [00:01<00:07,  3.22it/s]
 23%|██▎       | 7/30 [00:02<00:06,  3.30it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.39it/s]
 30%|███       | 9/30 [00:02<00:06,  3.42it/s]
 33%|███▎      | 10/30 [00:03<00:05,  3.49it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.46it/s]
 40%|████      | 12/30 [00:03<00:05,  3.41it/s]
 43%|████▎     | 13/30 [00:03<00:04,  3.42it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.51it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.49it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.48it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.45it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.47it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.49it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.52it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.54it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.59it/s]
 77%|███████▋  | 23/30 [00:06<00:01,  3.55it/s]
 80%|████████  | 24/30 [00:06<00:01,  3.57it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.55it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.55it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.55it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.52it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.52it/s]
100%|██████████| 30/30 [00:08<00:00,  3.54it/s][2025-07-12 23:01:46] bicycle...PCK-Transfer@0.10: 73.94% | PCK-Transfer@0.05: 60.91% | PCK-Transfer@0.15: 81.82%
+
100%|██████████| 30/30 [00:08<00:00,  3.45it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.40it/s]
 20%|██        | 2/10 [00:00<00:02,  3.49it/s]
 30%|███       | 3/10 [00:00<00:02,  3.45it/s]
 40%|████      | 4/10 [00:01<00:01,  3.45it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.48it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.47it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.51it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.54it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.57it/s]
100%|██████████| 10/10 [00:02<00:00,  3.53it/s][2025-07-12 23:01:49] bird...PCK-Transfer@0.10: 74.17% | PCK-Transfer@0.05: 48.83% | PCK-Transfer@0.15: 85.97%
+
100%|██████████| 10/10 [00:02<00:00,  3.51it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.67it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.69it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.64it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.57it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.55it/s]
100%|██████████| 6/6 [00:01<00:00,  3.63it/s][2025-07-12 23:01:50] boat...PCK-Transfer@0.10: 47.22% | PCK-Transfer@0.05: 31.94% | PCK-Transfer@0.15: 77.78%
+
100%|██████████| 6/6 [00:01<00:00,  3.61it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.48it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.70it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.63it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.61it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.59it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.57it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.64it/s]
100%|██████████| 8/8 [00:02<00:00,  3.61it/s][2025-07-12 23:01:53] bottle...PCK-Transfer@0.10: 59.38% | PCK-Transfer@0.05: 46.88% | PCK-Transfer@0.15: 71.88%
+
100%|██████████| 8/8 [00:02<00:00,  3.61it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.22it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.36it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.41it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.47it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.53it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.52it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.49it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.52it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.60it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.61it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.61it/s]
 41%|████      | 13/32 [00:03<00:05,  3.58it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.57it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.58it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.59it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.65it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.62it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.62it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.58it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.57it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.61it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.63it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.61it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.56it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.57it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.56it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.57it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.61it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.63it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.57it/s]
100%|██████████| 32/32 [00:08<00:00,  3.51it/s][2025-07-12 23:02:02] bus...PCK-Transfer@0.10: 72.24% | PCK-Transfer@0.05: 51.67% | PCK-Transfer@0.15: 83.02%
+
100%|██████████| 32/32 [00:08<00:00,  3.56it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.63it/s]
 11%|█         | 2/19 [00:00<00:05,  3.13it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.21it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.53it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.63it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.58it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.60it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.58it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.61it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.67it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.65it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.62it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.68it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.70it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.73it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.68it/s]
100%|██████████| 19/19 [00:05<00:00,  3.63it/s][2025-07-12 23:02:07] car...PCK-Transfer@0.10: 88.74% | PCK-Transfer@0.05: 76.30% | PCK-Transfer@0.15: 91.77%
+
100%|██████████| 19/19 [00:05<00:00,  3.56it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:09,  2.66it/s]
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 11%|█         | 3/27 [00:00<00:07,  3.30it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.38it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.51it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.57it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.55it/s]
 41%|████      | 11/27 [00:03<00:04,  3.53it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.49it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.61it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.65it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.57it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.50it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.47it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.54it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.56it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.49it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.50it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.51it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.52it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.52it/s]
100%|██████████| 27/27 [00:07<00:00,  3.50it/s][2025-07-12 23:02:15] cat...PCK-Transfer@0.10: 74.73% | PCK-Transfer@0.05: 56.17% | PCK-Transfer@0.15: 83.61%
+
100%|██████████| 27/27 [00:07<00:00,  3.50it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.75it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.04it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.16it/s]
 31%|███       | 4/13 [00:01<00:02,  3.12it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.23it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.34it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.38it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.41it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.45it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.48it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.49it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.55it/s]
100%|██████████| 13/13 [00:03<00:00,  3.57it/s][2025-07-12 23:02:19] chair...PCK-Transfer@0.10: 46.41% | PCK-Transfer@0.05: 27.54% | PCK-Transfer@0.15: 62.88%
+
100%|██████████| 13/13 [00:03<00:00,  3.38it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.56it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.61it/s]
100%|██████████| 3/3 [00:00<00:00,  3.63it/s][2025-07-12 23:02:19] cow...PCK-Transfer@0.10: 81.25% | PCK-Transfer@0.05: 47.92% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 3/3 [00:00<00:00,  3.62it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.56it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.51it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.56it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.57it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.65it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.64it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.61it/s]
100%|██████████| 8/8 [00:02<00:00,  3.55it/s][2025-07-12 23:02:22] diningtable...PCK-Transfer@0.10: 51.56% | PCK-Transfer@0.05: 22.40% | PCK-Transfer@0.15: 58.33%
+
100%|██████████| 8/8 [00:02<00:00,  3.58it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.44it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.47it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.48it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.44it/s]
 21%|██        | 5/24 [00:01<00:05,  3.49it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.51it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.52it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.54it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.54it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.53it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.55it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.56it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.58it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.53it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.58it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.58it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.63it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.66it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.65it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.63it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.61it/s]
100%|██████████| 24/24 [00:06<00:00,  3.61it/s][2025-07-12 23:02:28] dog...PCK-Transfer@0.10: 68.07% | PCK-Transfer@0.05: 44.42% | PCK-Transfer@0.15: 85.61%
+
100%|██████████| 24/24 [00:06<00:00,  3.57it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.25it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.39it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.44it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.45it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.53it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.57it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.68it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.67it/s]
100%|██████████| 9/9 [00:02<00:00,  3.61it/s][2025-07-12 23:02:31] horse...PCK-Transfer@0.10: 76.56% | PCK-Transfer@0.05: 46.69% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 9/9 [00:02<00:00,  3.56it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:09,  2.79it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.62it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.58it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.61it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.67it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.66it/s]
 41%|████      | 11/27 [00:03<00:04,  3.64it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.60it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.61it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.63it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.62it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.61it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.64it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.66it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.63it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.65it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.64it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.59it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.59it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.59it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.55it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.57it/s]
100%|██████████| 27/27 [00:07<00:00,  3.57it/s][2025-07-12 23:02:38] motorbike...PCK-Transfer@0.10: 74.02% | PCK-Transfer@0.05: 50.58% | PCK-Transfer@0.15: 86.01%
+
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+
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100%|██████████| 7/7 [00:01<00:00,  3.68it/s][2025-07-12 23:02:44] pottedplant...PCK-Transfer@0.10: 41.43% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 70.95%
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100%|██████████| 20/20 [00:05<00:00,  3.79it/s][2025-07-12 23:02:53] train...PCK-Transfer@0.10: 66.75% | PCK-Transfer@0.05: 44.25% | PCK-Transfer@0.15: 80.00%
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+[2025-07-12 23:02:57] Weighted Per image PCK0.10: 66.87%, image PCK0.05: 47.18%, image PCK0.01: 79.08%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..21f3cadef96199d83c5c0c7bac1cff860324a6fa
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-11 20:55:19] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.3_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.3_layer_13']
+Number of parameters corr net: 120
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+[2025-07-11 20:56:45] Weighted Per image PCK0.10: 78.62%, image PCK0.05: 62.27%, image PCK0.01: 84.33%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_13__t_0.7_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_13__t_0.7_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..76ab72726ad84ba4fdf9835c4db085918fb3d18f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_13__t_0.7_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-12 23:28:01] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_13__t_0.7_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.3_layer_13', 't_0.7_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.3_layer_13', 't_0.7_layer_15']
+Number of parameters corr net: 120
+
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 60%|██████    | 9/15 [00:04<00:01,  3.01it/s]
 67%|██████▋   | 10/15 [00:04<00:01,  3.13it/s]
 73%|███████▎  | 11/15 [00:04<00:01,  3.18it/s]
 80%|████████  | 12/15 [00:05<00:00,  3.25it/s]
 87%|████████▋ | 13/15 [00:05<00:00,  3.31it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.36it/s]
100%|██████████| 15/15 [00:05<00:00,  3.37it/s][2025-07-12 23:28:08] aeroplane...PCK-Transfer@0.10: 82.34% | PCK-Transfer@0.05: 66.67% | PCK-Transfer@0.15: 90.38%
+
100%|██████████| 15/15 [00:05<00:00,  2.50it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:08,  3.41it/s]
  7%|▋         | 2/30 [00:00<00:08,  3.45it/s]
 10%|█         | 3/30 [00:00<00:07,  3.46it/s]
 13%|█▎        | 4/30 [00:01<00:07,  3.48it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.41it/s]
 20%|██        | 6/30 [00:01<00:07,  3.37it/s]
 23%|██▎       | 7/30 [00:02<00:06,  3.32it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.31it/s]
 30%|███       | 9/30 [00:02<00:06,  3.30it/s]
 33%|███▎      | 10/30 [00:02<00:06,  3.32it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.25it/s]
 40%|████      | 12/30 [00:03<00:05,  3.29it/s]
 43%|████▎     | 13/30 [00:03<00:05,  3.30it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.38it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.39it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.37it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.33it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.35it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.36it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.37it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.41it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.44it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.41it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.46it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.42it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.42it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.41it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.38it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.37it/s]
100%|██████████| 30/30 [00:08<00:00,  3.41it/s][2025-07-12 23:28:17] bicycle...PCK-Transfer@0.10: 84.33% | PCK-Transfer@0.05: 70.39% | PCK-Transfer@0.15: 88.27%
+
100%|██████████| 30/30 [00:08<00:00,  3.38it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.43it/s]
 20%|██        | 2/10 [00:00<00:02,  3.42it/s]
 30%|███       | 3/10 [00:00<00:02,  3.37it/s]
 40%|████      | 4/10 [00:01<00:01,  3.34it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.39it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.37it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.41it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.39it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.39it/s]
100%|██████████| 10/10 [00:02<00:00,  3.33it/s][2025-07-12 23:28:20] bird...PCK-Transfer@0.10: 77.78% | PCK-Transfer@0.05: 57.03% | PCK-Transfer@0.15: 89.44%
+
100%|██████████| 10/10 [00:02<00:00,  3.37it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.38it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.38it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.34it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.27it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.23it/s]
100%|██████████| 6/6 [00:01<00:00,  3.27it/s][2025-07-12 23:28:22] boat...PCK-Transfer@0.10: 61.11% | PCK-Transfer@0.05: 36.11% | PCK-Transfer@0.15: 79.17%
+
100%|██████████| 6/6 [00:01<00:00,  3.29it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.16it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.30it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.25it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.24it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.23it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.21it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.27it/s]
100%|██████████| 8/8 [00:02<00:00,  3.25it/s][2025-07-12 23:28:24] bottle...PCK-Transfer@0.10: 57.81% | PCK-Transfer@0.05: 43.75% | PCK-Transfer@0.15: 70.31%
+
100%|██████████| 8/8 [00:02<00:00,  3.24it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.56it/s]
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  9%|▉         | 3/32 [00:00<00:08,  3.38it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.37it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.41it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.39it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.34it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.36it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.43it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.42it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.41it/s]
 41%|████      | 13/32 [00:03<00:05,  3.38it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.29it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.24it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.27it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.29it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.34it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.37it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.27it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.28it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.39it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.43it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.39it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.36it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.35it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.37it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.41it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.44it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.46it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.39it/s]
100%|██████████| 32/32 [00:09<00:00,  3.34it/s][2025-07-12 23:28:34] bus...PCK-Transfer@0.10: 82.66% | PCK-Transfer@0.05: 68.07% | PCK-Transfer@0.15: 86.04%
+
100%|██████████| 32/32 [00:09<00:00,  3.36it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.30it/s]
 11%|█         | 2/19 [00:00<00:04,  3.47it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.51it/s]
 21%|██        | 4/19 [00:01<00:04,  3.48it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.36it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.40it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.34it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.33it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.27it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.27it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.30it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.30it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.29it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.38it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.45it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.46it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.44it/s]
100%|██████████| 19/19 [00:05<00:00,  3.41it/s][2025-07-12 23:28:39] car...PCK-Transfer@0.10: 90.27% | PCK-Transfer@0.05: 78.89% | PCK-Transfer@0.15: 92.55%
+
100%|██████████| 19/19 [00:05<00:00,  3.37it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.36it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.46it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.48it/s]
 41%|████      | 11/27 [00:03<00:04,  3.45it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.41it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.52it/s]
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 63%|██████▎   | 17/27 [00:04<00:02,  3.48it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.44it/s]
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 74%|███████▍  | 20/27 [00:05<00:02,  3.48it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.48it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.51it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.49it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.49it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.47it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.46it/s]
100%|██████████| 27/27 [00:07<00:00,  3.46it/s][2025-07-12 23:28:47] cat...PCK-Transfer@0.10: 83.52% | PCK-Transfer@0.05: 67.05% | PCK-Transfer@0.15: 86.41%
+
100%|██████████| 27/27 [00:07<00:00,  3.47it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.41it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.37it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.35it/s]
 31%|███       | 4/13 [00:01<00:02,  3.37it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.34it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.38it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.35it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.31it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.30it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.31it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.33it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.38it/s]
100%|██████████| 13/13 [00:03<00:00,  3.37it/s][2025-07-12 23:28:51] chair...PCK-Transfer@0.10: 43.74% | PCK-Transfer@0.05: 28.74% | PCK-Transfer@0.15: 55.24%
+
100%|██████████| 13/13 [00:03<00:00,  3.35it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.39it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.39it/s]
100%|██████████| 3/3 [00:00<00:00,  3.42it/s][2025-07-12 23:28:52] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.41it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.34it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.33it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.38it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.40it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.45it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.47it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.50it/s]
100%|██████████| 8/8 [00:02<00:00,  3.47it/s][2025-07-12 23:28:54] diningtable...PCK-Transfer@0.10: 55.73% | PCK-Transfer@0.05: 22.40% | PCK-Transfer@0.15: 66.15%
+
100%|██████████| 8/8 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.34it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.39it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.42it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.37it/s]
 21%|██        | 5/24 [00:01<00:05,  3.41it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.43it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.45it/s]
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 38%|███▊      | 9/24 [00:02<00:04,  3.36it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.34it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.37it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.38it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.36it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.37it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.38it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.34it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.35it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.39it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.28it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.33it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.36it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.35it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.35it/s]
100%|██████████| 24/24 [00:07<00:00,  3.37it/s][2025-07-12 23:29:01] dog...PCK-Transfer@0.10: 71.63% | PCK-Transfer@0.05: 56.21% | PCK-Transfer@0.15: 84.04%
+
100%|██████████| 24/24 [00:07<00:00,  3.37it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.20it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.34it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.34it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.30it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.37it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.42it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.49it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.50it/s]
100%|██████████| 9/9 [00:02<00:00,  3.46it/s][2025-07-12 23:29:04] horse...PCK-Transfer@0.10: 76.27% | PCK-Transfer@0.05: 56.06% | PCK-Transfer@0.15: 82.75%
+
100%|██████████| 9/9 [00:02<00:00,  3.42it/s]
+
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100%|██████████| 7/7 [00:01<00:00,  3.54it/s][2025-07-12 23:29:17] pottedplant...PCK-Transfer@0.10: 55.71% | PCK-Transfer@0.05: 29.05% | PCK-Transfer@0.15: 60.48%
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100%|██████████| 20/20 [00:05<00:00,  3.55it/s][2025-07-12 23:29:27] train...PCK-Transfer@0.10: 65.75% | PCK-Transfer@0.05: 45.25% | PCK-Transfer@0.15: 76.75%
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100%|██████████| 15/15 [00:04<00:00,  3.43it/s][2025-07-12 23:29:31] tvmonitor...PCK-Transfer@0.10: 42.22% | PCK-Transfer@0.05: 24.44% | PCK-Transfer@0.15: 52.22%
+
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+[2025-07-12 23:29:31] Weighted Per image PCK0.10: 72.62%, image PCK0.05: 54.69%, image PCK0.01: 80.06%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_13__t_0.8_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_13__t_0.8_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..af24640403f5fec56eb56314d9d6add9763d2c11
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_13__t_0.8_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 23:32:43] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_13__t_0.8_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.3_layer_13', 't_0.8_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.3_layer_13', 't_0.8_layer_11']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.46it/s][2025-07-12 23:33:16] bus...PCK-Transfer@0.10: 70.94% | PCK-Transfer@0.05: 52.45% | PCK-Transfer@0.15: 80.31%
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100%|██████████| 19/19 [00:05<00:00,  3.48it/s][2025-07-12 23:33:22] car...PCK-Transfer@0.10: 86.16% | PCK-Transfer@0.05: 72.10% | PCK-Transfer@0.15: 90.55%
+
100%|██████████| 19/19 [00:05<00:00,  3.42it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.53it/s][2025-07-12 23:33:29] cat...PCK-Transfer@0.10: 73.97% | PCK-Transfer@0.05: 53.24% | PCK-Transfer@0.15: 81.79%
+
100%|██████████| 27/27 [00:07<00:00,  3.53it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.49it/s][2025-07-12 23:33:33] chair...PCK-Transfer@0.10: 44.17% | PCK-Transfer@0.05: 25.41% | PCK-Transfer@0.15: 59.10%
+
100%|██████████| 13/13 [00:03<00:00,  3.49it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.51it/s][2025-07-12 23:33:34] cow...PCK-Transfer@0.10: 81.25% | PCK-Transfer@0.05: 47.92% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 3/3 [00:00<00:00,  3.48it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.56it/s][2025-07-12 23:33:36] diningtable...PCK-Transfer@0.10: 45.31% | PCK-Transfer@0.05: 22.40% | PCK-Transfer@0.15: 55.73%
+
100%|██████████| 8/8 [00:02<00:00,  3.54it/s]
+
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100%|██████████| 24/24 [00:06<00:00,  3.53it/s][2025-07-12 23:33:43] dog...PCK-Transfer@0.10: 65.66% | PCK-Transfer@0.05: 45.40% | PCK-Transfer@0.15: 82.69%
+
100%|██████████| 24/24 [00:06<00:00,  3.54it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.60it/s][2025-07-12 23:33:46] horse...PCK-Transfer@0.10: 71.40% | PCK-Transfer@0.05: 44.97% | PCK-Transfer@0.15: 75.77%
+
100%|██████████| 9/9 [00:02<00:00,  3.57it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.54it/s][2025-07-12 23:33:53] motorbike...PCK-Transfer@0.10: 73.68% | PCK-Transfer@0.05: 48.67% | PCK-Transfer@0.15: 84.48%
+
100%|██████████| 27/27 [00:07<00:00,  3.57it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.63it/s][2025-07-12 23:33:56] person...PCK-Transfer@0.10: 53.12% | PCK-Transfer@0.05: 33.80% | PCK-Transfer@0.15: 62.12%
+
100%|██████████| 12/12 [00:03<00:00,  3.61it/s]
+
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100%|██████████| 7/7 [00:02<00:00,  3.55it/s][2025-07-12 23:33:58] pottedplant...PCK-Transfer@0.10: 44.29% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 75.71%
+
100%|██████████| 7/7 [00:02<00:00,  3.49it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.14it/s][2025-07-12 23:33:59] sheep...PCK-Transfer@0.10: 20.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 20.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.13it/s]
+
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 62%|██████▏   | 8/13 [00:02<00:01,  3.51it/s]
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 92%|█████████▏| 12/13 [00:03<00:00,  3.49it/s]
100%|██████████| 13/13 [00:03<00:00,  3.44it/s][2025-07-12 23:34:03] sofa...PCK-Transfer@0.10: 42.28% | PCK-Transfer@0.05: 25.96% | PCK-Transfer@0.15: 64.70%
+
100%|██████████| 13/13 [00:03<00:00,  3.45it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.72it/s][2025-07-12 23:34:08] train...PCK-Transfer@0.10: 63.75% | PCK-Transfer@0.05: 43.25% | PCK-Transfer@0.15: 79.00%
+
100%|██████████| 20/20 [00:05<00:00,  3.65it/s]
+
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 80%|████████  | 12/15 [00:03<00:00,  3.61it/s]
 87%|████████▋ | 13/15 [00:03<00:00,  3.65it/s]
 93%|█████████▎| 14/15 [00:03<00:00,  3.63it/s]
100%|██████████| 15/15 [00:04<00:00,  3.60it/s][2025-07-12 23:34:12] tvmonitor...PCK-Transfer@0.10: 37.22% | PCK-Transfer@0.05: 19.44% | PCK-Transfer@0.15: 53.33%
+
100%|██████████| 15/15 [00:04<00:00,  3.59it/s]
+[2025-07-12 23:34:12] Weighted Per image PCK0.10: 65.39%, image PCK0.05: 45.91%, image PCK0.01: 77.10%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_13__t_0.8_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_13__t_0.8_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..eadffb54ff18b2fc6cef8d13ffa1406177c8833f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_13__t_0.8_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 23:35:52] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_13__t_0.8_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.3_layer_13', 't_0.8_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.3_layer_13', 't_0.8_layer_18']
+Number of parameters corr net: 120
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100%|██████████| 12/12 [00:03<00:00,  3.61it/s][2025-07-12 23:37:04] person...PCK-Transfer@0.10: 52.32% | PCK-Transfer@0.05: 35.72% | PCK-Transfer@0.15: 62.67%
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100%|██████████| 7/7 [00:02<00:00,  3.55it/s][2025-07-12 23:37:06] pottedplant...PCK-Transfer@0.10: 46.67% | PCK-Transfer@0.05: 19.05% | PCK-Transfer@0.15: 70.95%
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100%|██████████| 20/20 [00:05<00:00,  3.57it/s][2025-07-12 23:37:16] train...PCK-Transfer@0.10: 65.75% | PCK-Transfer@0.05: 39.25% | PCK-Transfer@0.15: 77.00%
+
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100%|██████████| 15/15 [00:04<00:00,  3.63it/s][2025-07-12 23:37:20] tvmonitor...PCK-Transfer@0.10: 38.89% | PCK-Transfer@0.05: 22.22% | PCK-Transfer@0.15: 46.67%
+
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+[2025-07-12 23:37:20] Weighted Per image PCK0.10: 64.43%, image PCK0.05: 45.15%, image PCK0.01: 74.25%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..6fbec6ff49c51959cfcbab96c56e430c9623236f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-11 20:56:14] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.3_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.3_layer_13']
+Number of parameters corr net: 120
+
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100%|██████████| 6/6 [00:01<00:00,  3.15it/s][2025-07-11 20:56:36] boat...PCK-Transfer@0.10: 44.44% | PCK-Transfer@0.05: 23.61% | PCK-Transfer@0.15: 65.28%
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 59%|█████▉    | 19/32 [00:05<00:03,  3.28it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.25it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.23it/s]
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 72%|███████▏  | 23/32 [00:07<00:02,  3.30it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.28it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.24it/s]
 81%|████████▏ | 26/32 [00:08<00:01,  3.27it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.26it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.31it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.29it/s]
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100%|██████████| 32/32 [00:09<00:00,  3.21it/s][2025-07-11 20:56:48] bus...PCK-Transfer@0.10: 63.91% | PCK-Transfer@0.05: 46.20% | PCK-Transfer@0.15: 74.32%
+
100%|██████████| 32/32 [00:09<00:00,  3.23it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
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 42%|████▏     | 8/19 [00:02<00:03,  3.32it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.24it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.25it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.28it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.30it/s]
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 74%|███████▎  | 14/19 [00:04<00:01,  3.22it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.28it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.31it/s]
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 95%|█████████▍| 18/19 [00:05<00:00,  3.31it/s]
100%|██████████| 19/19 [00:05<00:00,  3.26it/s][2025-07-11 20:56:54] car...PCK-Transfer@0.10: 79.02% | PCK-Transfer@0.05: 65.81% | PCK-Transfer@0.15: 83.96%
+
100%|██████████| 19/19 [00:05<00:00,  3.27it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 81%|████████▏ | 22/27 [00:06<00:01,  3.31it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.30it/s]
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 93%|█████████▎| 25/27 [00:07<00:00,  3.32it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.33it/s]
100%|██████████| 27/27 [00:08<00:00,  3.36it/s][2025-07-11 20:57:02] cat...PCK-Transfer@0.10: 67.58% | PCK-Transfer@0.05: 48.57% | PCK-Transfer@0.15: 75.78%
+
100%|██████████| 27/27 [00:08<00:00,  3.30it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.09it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.18it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.23it/s]
 31%|███       | 4/13 [00:01<00:02,  3.17it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.20it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.23it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.24it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.20it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.19it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.23it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.19it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.27it/s]
100%|██████████| 13/13 [00:04<00:00,  3.24it/s][2025-07-11 20:57:06] chair...PCK-Transfer@0.10: 35.71% | PCK-Transfer@0.05: 17.37% | PCK-Transfer@0.15: 51.22%
+
100%|██████████| 13/13 [00:04<00:00,  3.22it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.29it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.33it/s]
100%|██████████| 3/3 [00:00<00:00,  3.32it/s][2025-07-11 20:57:07] cow...PCK-Transfer@0.10: 68.75% | PCK-Transfer@0.05: 39.58% | PCK-Transfer@0.15: 89.58%
+
100%|██████████| 3/3 [00:00<00:00,  3.31it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.15it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.25it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.30it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.26it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.30it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.34it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.36it/s]
100%|██████████| 8/8 [00:02<00:00,  3.35it/s][2025-07-11 20:57:10] diningtable...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 21.35% | PCK-Transfer@0.15: 58.33%
+
100%|██████████| 8/8 [00:02<00:00,  3.32it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
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 96%|█████████▌| 23/24 [00:07<00:00,  3.22it/s]
100%|██████████| 24/24 [00:07<00:00,  3.13it/s][2025-07-11 20:57:17] dog...PCK-Transfer@0.10: 57.05% | PCK-Transfer@0.05: 40.33% | PCK-Transfer@0.15: 76.99%
+
100%|██████████| 24/24 [00:07<00:00,  3.26it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
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 22%|██▏       | 2/9 [00:00<00:02,  2.77it/s]
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100%|██████████| 9/9 [00:02<00:00,  3.24it/s][2025-07-11 20:57:20] horse...PCK-Transfer@0.10: 61.35% | PCK-Transfer@0.05: 40.05% | PCK-Transfer@0.15: 69.02%
+
100%|██████████| 9/9 [00:02<00:00,  3.10it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.58it/s][2025-07-11 20:57:28] motorbike...PCK-Transfer@0.10: 64.40% | PCK-Transfer@0.05: 40.60% | PCK-Transfer@0.15: 79.45%
+
100%|██████████| 27/27 [00:07<00:00,  3.47it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
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 67%|██████▋   | 8/12 [00:02<00:01,  3.65it/s]
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 83%|████████▎ | 10/12 [00:02<00:00,  3.65it/s]
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100%|██████████| 12/12 [00:03<00:00,  3.64it/s][2025-07-11 20:57:31] person...PCK-Transfer@0.10: 46.81% | PCK-Transfer@0.05: 29.79% | PCK-Transfer@0.15: 59.67%
+
100%|██████████| 12/12 [00:03<00:00,  3.63it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
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100%|██████████| 7/7 [00:01<00:00,  3.56it/s][2025-07-11 20:57:33] pottedplant...PCK-Transfer@0.10: 41.90% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 73.33%
+
100%|██████████| 7/7 [00:01<00:00,  3.64it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.71it/s][2025-07-11 20:57:33] sheep...PCK-Transfer@0.10: 20.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.70it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.56it/s][2025-07-11 20:57:37] sofa...PCK-Transfer@0.10: 38.05% | PCK-Transfer@0.05: 20.69% | PCK-Transfer@0.15: 57.50%
+
100%|██████████| 13/13 [00:03<00:00,  3.60it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.83it/s][2025-07-11 20:57:42] train...PCK-Transfer@0.10: 61.50% | PCK-Transfer@0.05: 37.25% | PCK-Transfer@0.15: 74.75%
+
100%|██████████| 20/20 [00:05<00:00,  3.77it/s]
+
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+[2025-07-11 20:57:46] Weighted Per image PCK0.10: 59.15%, image PCK0.05: 40.08%, image PCK0.01: 71.94%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_15__t_0.5_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_15__t_0.5_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..f600d1278043e40bb4b23dbc1d7cd4acd167656c
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_15__t_0.5_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 23:40:35] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_15__t_0.5_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.3_layer_15', 't_0.5_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.3_layer_15', 't_0.5_layer_11']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:01<00:00,  3.63it/s][2025-07-12 23:41:49] pottedplant...PCK-Transfer@0.10: 39.52% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 61.90%
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100%|██████████| 15/15 [00:04<00:00,  3.63it/s][2025-07-12 23:42:02] tvmonitor...PCK-Transfer@0.10: 30.00% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 33.33%
+
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+[2025-07-12 23:42:02] Weighted Per image PCK0.10: 59.37%, image PCK0.05: 41.51%, image PCK0.01: 70.53%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_18__t_0.6_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_18__t_0.6_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..4f639972b1771f78dc0a1ef417e3c8edaef4d813
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_18__t_0.6_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 00:14:57] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_18__t_0.6_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.3_layer_18', 't_0.6_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.3_layer_18', 't_0.6_layer_5']
+Number of parameters corr net: 120
+
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100%|██████████| 6/6 [00:01<00:00,  3.35it/s][2025-07-13 00:15:17] boat...PCK-Transfer@0.10: 26.39% | PCK-Transfer@0.05: 13.89% | PCK-Transfer@0.15: 38.89%
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100%|██████████| 8/8 [00:02<00:00,  3.53it/s][2025-07-13 00:15:20] bottle...PCK-Transfer@0.10: 32.81% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 39.06%
+
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+
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 47%|████▋     | 15/32 [00:04<00:04,  3.43it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.44it/s]
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 56%|█████▋    | 18/32 [00:05<00:04,  3.46it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.45it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.49it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.52it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.49it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.48it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.54it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.59it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.55it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.46it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.45it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.26it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.34it/s]
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100%|██████████| 32/32 [00:09<00:00,  3.49it/s][2025-07-13 00:15:29] bus...PCK-Transfer@0.10: 43.75% | PCK-Transfer@0.05: 29.69% | PCK-Transfer@0.15: 55.99%
+
100%|██████████| 32/32 [00:09<00:00,  3.45it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.55it/s]
 11%|█         | 2/19 [00:00<00:04,  3.54it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.42it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.45it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.43it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.48it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.51it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.55it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.57it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.54it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.56it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.58it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.56it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.57it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.56it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.59it/s]
100%|██████████| 19/19 [00:05<00:00,  3.65it/s][2025-07-13 00:15:34] car...PCK-Transfer@0.10: 68.69% | PCK-Transfer@0.05: 47.38% | PCK-Transfer@0.15: 74.78%
+
100%|██████████| 19/19 [00:05<00:00,  3.54it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.11it/s]
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 11%|█         | 3/27 [00:00<00:07,  3.37it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.49it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.35it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.37it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.41it/s]
 41%|████      | 11/27 [00:03<00:04,  3.45it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.38it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.47it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.48it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.53it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.59it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.61it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.57it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.53it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.45it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.49it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.50it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.53it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.53it/s]
100%|██████████| 27/27 [00:07<00:00,  3.51it/s][2025-07-13 00:15:42] cat...PCK-Transfer@0.10: 58.92% | PCK-Transfer@0.05: 40.43% | PCK-Transfer@0.15: 69.00%
+
100%|██████████| 27/27 [00:07<00:00,  3.47it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.08it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.39it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.52it/s]
 31%|███       | 4/13 [00:01<00:02,  3.52it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.55it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.53it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.56it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.64it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.64it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.66it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.68it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.65it/s]
100%|██████████| 13/13 [00:03<00:00,  3.64it/s][2025-07-13 00:15:46] chair...PCK-Transfer@0.10: 26.94% | PCK-Transfer@0.05: 14.87% | PCK-Transfer@0.15: 37.05%
+
100%|██████████| 13/13 [00:03<00:00,  3.59it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.38it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.53it/s]
100%|██████████| 3/3 [00:00<00:00,  3.55it/s][2025-07-13 00:15:47] cow...PCK-Transfer@0.10: 70.83% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 87.50%
+
100%|██████████| 3/3 [00:00<00:00,  3.52it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.56it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.61it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.62it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.68it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.67it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.57it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.59it/s]
100%|██████████| 8/8 [00:02<00:00,  3.62it/s][2025-07-13 00:15:49] diningtable...PCK-Transfer@0.10: 34.38% | PCK-Transfer@0.05: 12.50% | PCK-Transfer@0.15: 39.06%
+
100%|██████████| 8/8 [00:02<00:00,  3.62it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.53it/s]
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 12%|█▎        | 3/24 [00:00<00:05,  3.59it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.66it/s]
 21%|██        | 5/24 [00:01<00:05,  3.63it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.55it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.57it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.56it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.58it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.63it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.61it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.62it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.62it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.61it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.60it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.62it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.64it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.63it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.59it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.60it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.61it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.62it/s]
100%|██████████| 24/24 [00:06<00:00,  3.61it/s][2025-07-13 00:15:56] dog...PCK-Transfer@0.10: 43.31% | PCK-Transfer@0.05: 30.57% | PCK-Transfer@0.15: 60.90%
+
100%|██████████| 24/24 [00:06<00:00,  3.61it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
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 22%|██▏       | 2/9 [00:00<00:01,  3.50it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.63it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.57it/s]
100%|██████████| 9/9 [00:02<00:00,  3.60it/s][2025-07-13 00:15:58] horse...PCK-Transfer@0.10: 48.81% | PCK-Transfer@0.05: 29.76% | PCK-Transfer@0.15: 55.29%
+
100%|██████████| 9/9 [00:02<00:00,  3.60it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.60it/s]
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 59%|█████▉    | 16/27 [00:04<00:03,  3.63it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.62it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.63it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.65it/s]
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 81%|████████▏ | 22/27 [00:06<00:01,  3.70it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.67it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.71it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.71it/s][2025-07-13 00:16:06] motorbike...PCK-Transfer@0.10: 53.69% | PCK-Transfer@0.05: 32.18% | PCK-Transfer@0.15: 64.65%
+
100%|██████████| 27/27 [00:07<00:00,  3.65it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.58it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.76it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.81it/s]
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 42%|████▏     | 5/12 [00:01<00:01,  3.71it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.71it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.65it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.66it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.62it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.62it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.60it/s]
100%|██████████| 12/12 [00:03<00:00,  3.65it/s][2025-07-13 00:16:09] person...PCK-Transfer@0.10: 35.59% | PCK-Transfer@0.05: 20.24% | PCK-Transfer@0.15: 46.19%
+
100%|██████████| 12/12 [00:03<00:00,  3.67it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.49it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.50it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.57it/s]
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 71%|███████▏  | 5/7 [00:01<00:00,  3.54it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.58it/s]
100%|██████████| 7/7 [00:01<00:00,  3.62it/s][2025-07-13 00:16:11] pottedplant...PCK-Transfer@0.10: 36.67% | PCK-Transfer@0.05: 11.90% | PCK-Transfer@0.15: 48.57%
+
100%|██████████| 7/7 [00:01<00:00,  3.58it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.58it/s][2025-07-13 00:16:11] sheep...PCK-Transfer@0.10: 20.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.57it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:02,  3.69it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.70it/s]
 31%|███       | 4/13 [00:01<00:02,  3.72it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.68it/s]
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 54%|█████▍    | 7/13 [00:01<00:01,  3.66it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.64it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.63it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.68it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.62it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.66it/s]
100%|██████████| 13/13 [00:03<00:00,  3.66it/s][2025-07-13 00:16:15] sofa...PCK-Transfer@0.10: 28.41% | PCK-Transfer@0.05: 13.57% | PCK-Transfer@0.15: 40.60%
+
100%|██████████| 13/13 [00:03<00:00,  3.66it/s]
+
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 55%|█████▌    | 11/20 [00:03<00:02,  3.62it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.65it/s]
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+[2025-07-13 00:16:24] Weighted Per image PCK0.10: 46.35%, image PCK0.05: 29.49%, image PCK0.01: 57.32%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_18__t_0.7_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_18__t_0.7_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..75ededac0a7bbbb38d073b2518874d0af6a9b13d
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_18__t_0.7_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-13 00:25:53] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_18__t_0.7_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.3_layer_18', 't_0.7_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.3_layer_18', 't_0.7_layer_15']
+Number of parameters corr net: 120
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100%|██████████| 32/32 [00:09<00:00,  3.49it/s][2025-07-13 00:26:25] bus...PCK-Transfer@0.10: 72.76% | PCK-Transfer@0.05: 58.18% | PCK-Transfer@0.15: 79.01%
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100%|██████████| 9/9 [00:02<00:00,  3.51it/s][2025-07-13 00:26:55] horse...PCK-Transfer@0.10: 76.40% | PCK-Transfer@0.05: 55.93% | PCK-Transfer@0.15: 81.96%
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100%|██████████| 12/12 [00:03<00:00,  3.54it/s][2025-07-13 00:27:06] person...PCK-Transfer@0.10: 54.72% | PCK-Transfer@0.05: 36.47% | PCK-Transfer@0.15: 63.58%
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100%|██████████| 7/7 [00:02<00:00,  3.49it/s][2025-07-13 00:27:08] pottedplant...PCK-Transfer@0.10: 55.71% | PCK-Transfer@0.05: 28.57% | PCK-Transfer@0.15: 60.95%
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100%|██████████| 13/13 [00:03<00:00,  3.56it/s][2025-07-13 00:27:12] sofa...PCK-Transfer@0.10: 54.87% | PCK-Transfer@0.05: 34.23% | PCK-Transfer@0.15: 63.74%
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100%|██████████| 20/20 [00:05<00:00,  3.45it/s][2025-07-13 00:27:18] train...PCK-Transfer@0.10: 67.75% | PCK-Transfer@0.05: 39.25% | PCK-Transfer@0.15: 76.75%
+
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100%|██████████| 15/15 [00:04<00:00,  3.45it/s][2025-07-13 00:27:22] tvmonitor...PCK-Transfer@0.10: 36.11% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 44.44%
+
100%|██████████| 15/15 [00:04<00:00,  3.47it/s]
+[2025-07-13 00:27:22] Weighted Per image PCK0.10: 68.40%, image PCK0.05: 51.53%, image PCK0.01: 75.28%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_18__t_0.7_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_18__t_0.7_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..aa745042b1a4098939d0b1dd58b572468429e9b5
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_18__t_0.7_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-13 00:27:27] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_18__t_0.7_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.3_layer_18', 't_0.7_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.3_layer_18', 't_0.7_layer_20']
+Number of parameters corr net: 120
+
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 83%|████████▎ | 5/6 [00:01<00:00,  3.54it/s]
100%|██████████| 6/6 [00:01<00:00,  3.50it/s][2025-07-13 00:27:47] boat...PCK-Transfer@0.10: 37.50% | PCK-Transfer@0.05: 22.22% | PCK-Transfer@0.15: 62.50%
+
100%|██████████| 6/6 [00:01<00:00,  3.45it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.61it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.54it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.53it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.55it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.54it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.54it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.47it/s]
100%|██████████| 8/8 [00:02<00:00,  3.48it/s][2025-07-13 00:27:50] bottle...PCK-Transfer@0.10: 35.94% | PCK-Transfer@0.05: 17.19% | PCK-Transfer@0.15: 42.19%
+
100%|██████████| 8/8 [00:02<00:00,  3.51it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.22it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.38it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.42it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.46it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.45it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.49it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.47it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.55it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.54it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.48it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.41it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.43it/s]
 41%|████      | 13/32 [00:03<00:05,  3.49it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.55it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.54it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.54it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.52it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.50it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.48it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.48it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.51it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.39it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.37it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.44it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.50it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.48it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.50it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.46it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.45it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.45it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.51it/s]
100%|██████████| 32/32 [00:09<00:00,  3.51it/s][2025-07-13 00:27:59] bus...PCK-Transfer@0.10: 58.96% | PCK-Transfer@0.05: 41.25% | PCK-Transfer@0.15: 67.03%
+
100%|██████████| 32/32 [00:09<00:00,  3.48it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.60it/s]
 11%|█         | 2/19 [00:00<00:04,  3.54it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.54it/s]
 21%|██        | 4/19 [00:01<00:04,  3.51it/s]
 26%|██▋       | 5/19 [00:01<00:03,  3.53it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.48it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.45it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.50it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.50it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.54it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.52it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.47it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.49it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.49it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.46it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.46it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.44it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.47it/s]
100%|██████████| 19/19 [00:05<00:00,  3.52it/s][2025-07-13 00:28:04] car...PCK-Transfer@0.10: 71.56% | PCK-Transfer@0.05: 61.14% | PCK-Transfer@0.15: 75.08%
+
100%|██████████| 19/19 [00:05<00:00,  3.50it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.52it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.45it/s]
 11%|█         | 3/27 [00:00<00:07,  3.36it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.43it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.43it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.41it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.46it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.47it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.45it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.47it/s]
 41%|████      | 11/27 [00:03<00:04,  3.48it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.51it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.47it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.49it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.46it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.44it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.46it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.51it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.51it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.46it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.45it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.41it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.42it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.40it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.41it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.42it/s]
100%|██████████| 27/27 [00:07<00:00,  3.42it/s][2025-07-13 00:28:12] cat...PCK-Transfer@0.10: 69.46% | PCK-Transfer@0.05: 51.15% | PCK-Transfer@0.15: 78.77%
+
100%|██████████| 27/27 [00:07<00:00,  3.45it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.43it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.55it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.56it/s]
 31%|███       | 4/13 [00:01<00:02,  3.49it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.51it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.47it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.45it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.52it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.56it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.59it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.59it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.55it/s]
100%|██████████| 13/13 [00:03<00:00,  3.48it/s][2025-07-13 00:28:16] chair...PCK-Transfer@0.10: 30.83% | PCK-Transfer@0.05: 18.55% | PCK-Transfer@0.15: 36.75%
+
100%|██████████| 13/13 [00:03<00:00,  3.51it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.57it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.52it/s]
100%|██████████| 3/3 [00:00<00:00,  3.51it/s][2025-07-13 00:28:17] cow...PCK-Transfer@0.10: 81.25% | PCK-Transfer@0.05: 54.17% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.52it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.52it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.46it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.43it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.52it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.19it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.28it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.35it/s]
100%|██████████| 8/8 [00:02<00:00,  3.44it/s][2025-07-13 00:28:19] diningtable...PCK-Transfer@0.10: 36.46% | PCK-Transfer@0.05: 16.15% | PCK-Transfer@0.15: 45.83%
+
100%|██████████| 8/8 [00:02<00:00,  3.39it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.45it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.53it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.32it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.10it/s]
 21%|██        | 5/24 [00:01<00:06,  3.09it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.21it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.28it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.31it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.35it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.43it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.39it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.40it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.41it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.39it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.40it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.43it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.46it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.45it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.46it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.43it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.44it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.45it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.46it/s]
100%|██████████| 24/24 [00:07<00:00,  3.46it/s][2025-07-13 00:28:26] dog...PCK-Transfer@0.10: 59.89% | PCK-Transfer@0.05: 42.35% | PCK-Transfer@0.15: 73.12%
+
100%|██████████| 24/24 [00:07<00:00,  3.39it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.46it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.45it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.51it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.55it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.47it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.44it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.41it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.39it/s]
100%|██████████| 9/9 [00:02<00:00,  3.44it/s][2025-07-13 00:28:29] horse...PCK-Transfer@0.10: 68.86% | PCK-Transfer@0.05: 43.49% | PCK-Transfer@0.15: 73.62%
+
100%|██████████| 9/9 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.46it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.27it/s]
 11%|█         | 3/27 [00:00<00:07,  3.27it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.30it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.30it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.30it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.35it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.37it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.39it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.40it/s]
 41%|████      | 11/27 [00:03<00:04,  3.42it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.45it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.47it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.47it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.49it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.48it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.45it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.47it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.49it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.48it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.50it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.54it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.53it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.56it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.61it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.60it/s]
100%|██████████| 27/27 [00:07<00:00,  3.58it/s][2025-07-13 00:28:37] motorbike...PCK-Transfer@0.10: 65.91% | PCK-Transfer@0.05: 44.75% | PCK-Transfer@0.15: 74.06%
+
100%|██████████| 27/27 [00:07<00:00,  3.46it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.53it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.61it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.65it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.67it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.56it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.57it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.52it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.52it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.48it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.48it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.47it/s]
100%|██████████| 12/12 [00:03<00:00,  3.50it/s][2025-07-13 00:28:40] person...PCK-Transfer@0.10: 42.44% | PCK-Transfer@0.05: 27.17% | PCK-Transfer@0.15: 55.47%
+
100%|██████████| 12/12 [00:03<00:00,  3.53it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.35it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.36it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.42it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.41it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.40it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.41it/s]
100%|██████████| 7/7 [00:02<00:00,  3.46it/s][2025-07-13 00:28:42] pottedplant...PCK-Transfer@0.10: 46.67% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 60.95%
+
100%|██████████| 7/7 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.39it/s][2025-07-13 00:28:42] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.38it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.50it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.52it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.53it/s]
 31%|███       | 4/13 [00:01<00:02,  3.56it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.52it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.53it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.53it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.51it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.48it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.51it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.48it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.53it/s]
100%|██████████| 13/13 [00:03<00:00,  3.55it/s][2025-07-13 00:28:46] sofa...PCK-Transfer@0.10: 39.79% | PCK-Transfer@0.05: 19.07% | PCK-Transfer@0.15: 48.33%
+
100%|██████████| 13/13 [00:03<00:00,  3.52it/s]
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+[2025-07-13 00:28:56] Weighted Per image PCK0.10: 57.43%, image PCK0.05: 39.56%, image PCK0.01: 66.72%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_20__t_0.5_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_20__t_0.5_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..9d57275c97c15e09d9d3e8fbe477016f2dcddc64
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_20__t_0.5_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-13 00:38:30] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_20__t_0.5_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.3_layer_20', 't_0.5_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.3_layer_20', 't_0.5_layer_12']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:01<00:00,  3.49it/s][2025-07-13 00:39:48] pottedplant...PCK-Transfer@0.10: 49.05% | PCK-Transfer@0.05: 21.43% | PCK-Transfer@0.15: 59.05%
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100%|██████████| 15/15 [00:04<00:00,  3.49it/s][2025-07-13 00:40:02] tvmonitor...PCK-Transfer@0.10: 38.89% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 43.89%
+
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+[2025-07-13 00:40:02] Weighted Per image PCK0.10: 64.46%, image PCK0.05: 47.10%, image PCK0.01: 73.18%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_20__t_0.5_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_20__t_0.5_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..b980a8d27ddcbf3f51b2cda7439c6c3d2fe35f16
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_20__t_0.5_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 00:41:39] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_20__t_0.5_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.3_layer_20', 't_0.5_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.3_layer_20', 't_0.5_layer_20']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.36it/s][2025-07-13 00:41:46] aeroplane...PCK-Transfer@0.10: 44.95% | PCK-Transfer@0.05: 28.64% | PCK-Transfer@0.15: 61.39%
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100%|██████████| 30/30 [00:08<00:00,  3.46it/s][2025-07-13 00:41:54] bicycle...PCK-Transfer@0.10: 42.73% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 52.48%
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 30%|███       | 3/10 [00:00<00:01,  3.64it/s]
 40%|████      | 4/10 [00:01<00:01,  3.41it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.41it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.50it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.52it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.55it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.55it/s]
100%|██████████| 10/10 [00:02<00:00,  3.59it/s][2025-07-13 00:41:57] bird...PCK-Transfer@0.10: 49.31% | PCK-Transfer@0.05: 24.28% | PCK-Transfer@0.15: 58.61%
+
100%|██████████| 10/10 [00:02<00:00,  3.51it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.37it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.38it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.53it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.64it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.72it/s]
100%|██████████| 6/6 [00:01<00:00,  3.66it/s][2025-07-13 00:41:59] boat...PCK-Transfer@0.10: 34.72% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 50.00%
+
100%|██████████| 6/6 [00:01<00:00,  3.61it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.70it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.69it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.74it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.77it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.79it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.77it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.66it/s]
100%|██████████| 8/8 [00:02<00:00,  3.66it/s][2025-07-13 00:42:01] bottle...PCK-Transfer@0.10: 21.88% | PCK-Transfer@0.05: 10.94% | PCK-Transfer@0.15: 28.12%
+
100%|██████████| 8/8 [00:02<00:00,  3.70it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.41it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.51it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.49it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.53it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.53it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.61it/s]
 22%|██▏       | 7/32 [00:01<00:06,  3.59it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.65it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.64it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.57it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.53it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.52it/s]
 41%|████      | 13/32 [00:03<00:05,  3.57it/s]
 44%|████▍     | 14/32 [00:03<00:04,  3.61it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.60it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.59it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.56it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.56it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.60it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.53it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.59it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.57it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.58it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.66it/s]
 78%|███████▊  | 25/32 [00:06<00:01,  3.73it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.71it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.67it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.62it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.59it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.61it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.69it/s]
100%|██████████| 32/32 [00:08<00:00,  3.72it/s][2025-07-13 00:42:10] bus...PCK-Transfer@0.10: 37.86% | PCK-Transfer@0.05: 24.06% | PCK-Transfer@0.15: 47.50%
+
100%|██████████| 32/32 [00:08<00:00,  3.61it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:04,  3.81it/s]
 11%|█         | 2/19 [00:00<00:05,  3.13it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.25it/s]
 21%|██        | 4/19 [00:01<00:04,  3.02it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.19it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.23it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.31it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.39it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.45it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.57it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.59it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.58it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.63it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.67it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.64it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.66it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.65it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.70it/s]
100%|██████████| 19/19 [00:05<00:00,  3.78it/s][2025-07-13 00:42:15] car...PCK-Transfer@0.10: 53.47% | PCK-Transfer@0.05: 37.64% | PCK-Transfer@0.15: 59.47%
+
100%|██████████| 19/19 [00:05<00:00,  3.52it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:06,  3.82it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.73it/s]
 11%|█         | 3/27 [00:00<00:06,  3.67it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.74it/s]
 19%|█▊        | 5/27 [00:01<00:05,  3.71it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.68it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.71it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.72it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.70it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.70it/s]
 41%|████      | 11/27 [00:02<00:04,  3.73it/s]
 44%|████▍     | 12/27 [00:03<00:03,  3.76it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.70it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.72it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.69it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.67it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.71it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.77it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.71it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.69it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.64it/s]
 81%|████████▏ | 22/27 [00:05<00:01,  3.60it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.65it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.66it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.68it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.67it/s]
100%|██████████| 27/27 [00:07<00:00,  3.67it/s][2025-07-13 00:42:23] cat...PCK-Transfer@0.10: 60.86% | PCK-Transfer@0.05: 41.53% | PCK-Transfer@0.15: 69.05%
+
100%|██████████| 27/27 [00:07<00:00,  3.69it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.71it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.51it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.51it/s]
 31%|███       | 4/13 [00:01<00:02,  3.49it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.52it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.53it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.53it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.59it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.61it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.67it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.72it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.70it/s]
100%|██████████| 13/13 [00:03<00:00,  3.72it/s][2025-07-13 00:42:26] chair...PCK-Transfer@0.10: 17.26% | PCK-Transfer@0.05: 9.91% | PCK-Transfer@0.15: 27.65%
+
100%|██████████| 13/13 [00:03<00:00,  3.62it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.78it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.66it/s]
100%|██████████| 3/3 [00:00<00:00,  3.68it/s][2025-07-13 00:42:27] cow...PCK-Transfer@0.10: 60.42% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.68it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.70it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.69it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.69it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.78it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.79it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.76it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.72it/s]
100%|██████████| 8/8 [00:02<00:00,  3.76it/s][2025-07-13 00:42:29] diningtable...PCK-Transfer@0.10: 27.60% | PCK-Transfer@0.05: 9.38% | PCK-Transfer@0.15: 40.10%
+
100%|██████████| 8/8 [00:02<00:00,  3.75it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.59it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.66it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.68it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.72it/s]
 21%|██        | 5/24 [00:01<00:05,  3.72it/s]
 25%|██▌       | 6/24 [00:01<00:04,  3.72it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.67it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.64it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.59it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.63it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.67it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.67it/s]
 54%|█████▍    | 13/24 [00:03<00:02,  3.70it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.71it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.73it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.76it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.79it/s]
 75%|███████▌  | 18/24 [00:04<00:01,  3.75it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.78it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.72it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.74it/s]
 92%|█████████▏| 22/24 [00:05<00:00,  3.76it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.76it/s]
100%|██████████| 24/24 [00:06<00:00,  3.74it/s][2025-07-13 00:42:36] dog...PCK-Transfer@0.10: 50.26% | PCK-Transfer@0.05: 32.78% | PCK-Transfer@0.15: 58.50%
+
100%|██████████| 24/24 [00:06<00:00,  3.71it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.54it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.67it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.69it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.72it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.67it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.65it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.60it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.60it/s]
100%|██████████| 9/9 [00:02<00:00,  3.62it/s][2025-07-13 00:42:38] horse...PCK-Transfer@0.10: 44.26% | PCK-Transfer@0.05: 24.05% | PCK-Transfer@0.15: 50.74%
+
100%|██████████| 9/9 [00:02<00:00,  3.64it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.69it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.72it/s]
 11%|█         | 3/27 [00:00<00:06,  3.70it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.69it/s]
 19%|█▊        | 5/27 [00:01<00:05,  3.71it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.65it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.70it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.70it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.71it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.70it/s]
 41%|████      | 11/27 [00:02<00:04,  3.69it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.67it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.70it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.71it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.70it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.68it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.67it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.66it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.69it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.68it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.68it/s]
 81%|████████▏ | 22/27 [00:05<00:01,  3.75it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.72it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.74it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.81it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.80it/s]
100%|██████████| 27/27 [00:07<00:00,  3.80it/s][2025-07-13 00:42:46] motorbike...PCK-Transfer@0.10: 45.02% | PCK-Transfer@0.05: 27.15% | PCK-Transfer@0.15: 57.96%
+
100%|██████████| 27/27 [00:07<00:00,  3.72it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.62it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.77it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.80it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.79it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.69it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.70it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.66it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.66it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.64it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.65it/s]
 92%|█████████▏| 11/12 [00:02<00:00,  3.64it/s]
100%|██████████| 12/12 [00:03<00:00,  3.68it/s][2025-07-13 00:42:49] person...PCK-Transfer@0.10: 38.56% | PCK-Transfer@0.05: 22.31% | PCK-Transfer@0.15: 49.70%
+
100%|██████████| 12/12 [00:03<00:00,  3.68it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.52it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.53it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.59it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.59it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.56it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.60it/s]
100%|██████████| 7/7 [00:01<00:00,  3.63it/s][2025-07-13 00:42:51] pottedplant...PCK-Transfer@0.10: 39.05% | PCK-Transfer@0.05: 19.05% | PCK-Transfer@0.15: 46.19%
+
100%|██████████| 7/7 [00:01<00:00,  3.60it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.53it/s][2025-07-13 00:42:51] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.53it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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+[2025-07-13 00:43:04] Weighted Per image PCK0.10: 41.47%, image PCK0.05: 26.14%, image PCK0.01: 51.45%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_20__t_0.8_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_20__t_0.8_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..67889b771206f2e1108f6576bfee0dfb51e9590b
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_20__t_0.8_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-13 01:01:46] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.3_layer_20__t_0.8_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.3_layer_20', 't_0.8_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.3_layer_20', 't_0.8_layer_15']
+Number of parameters corr net: 120
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+
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+[2025-07-13 01:03:16] Weighted Per image PCK0.10: 63.35%, image PCK0.05: 45.08%, image PCK0.01: 71.36%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_10__t_0.6_layer_9.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_10__t_0.6_layer_9.log
new file mode 100644
index 0000000000000000000000000000000000000000..05ecb944346978793635437197e1ebad0438a1d6
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_10__t_0.6_layer_9.log
@@ -0,0 +1,44 @@
+[2025-07-13 02:03:03] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_10__t_0.6_layer_9', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.5_layer_10', 't_0.6_layer_9'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.5_layer_10', 't_0.6_layer_9']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  3.31it/s][2025-07-13 02:03:10] aeroplane...PCK-Transfer@0.10: 85.96% | PCK-Transfer@0.05: 66.92% | PCK-Transfer@0.15: 91.50%
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 70%|███████   | 21/30 [00:06<00:02,  3.40it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.40it/s]
 77%|███████▋  | 23/30 [00:06<00:01,  3.51it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.49it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.52it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.54it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.53it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.55it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.55it/s]
100%|██████████| 30/30 [00:08<00:00,  3.54it/s][2025-07-13 02:03:19] bicycle...PCK-Transfer@0.10: 83.33% | PCK-Transfer@0.05: 69.70% | PCK-Transfer@0.15: 88.21%
+
100%|██████████| 30/30 [00:08<00:00,  3.45it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.33it/s]
 20%|██        | 2/10 [00:00<00:02,  3.07it/s]
 30%|███       | 3/10 [00:00<00:02,  3.29it/s]
 40%|████      | 4/10 [00:01<00:01,  3.28it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.34it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.46it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.45it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.42it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.44it/s]
100%|██████████| 10/10 [00:02<00:00,  3.50it/s][2025-07-13 02:03:22] bird...PCK-Transfer@0.10: 80.36% | PCK-Transfer@0.05: 53.92% | PCK-Transfer@0.15: 91.81%
+
100%|██████████| 10/10 [00:02<00:00,  3.40it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.39it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.41it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.50it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.41it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.50it/s]
100%|██████████| 6/6 [00:01<00:00,  3.42it/s][2025-07-13 02:03:24] boat...PCK-Transfer@0.10: 63.89% | PCK-Transfer@0.05: 45.83% | PCK-Transfer@0.15: 81.94%
+
100%|██████████| 6/6 [00:01<00:00,  3.43it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.91it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.17it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.29it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.31it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.39it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.42it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.42it/s]
100%|██████████| 8/8 [00:02<00:00,  3.43it/s][2025-07-13 02:03:26] bottle...PCK-Transfer@0.10: 71.88% | PCK-Transfer@0.05: 53.12% | PCK-Transfer@0.15: 79.69%
+
100%|██████████| 8/8 [00:02<00:00,  3.36it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.35it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.42it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.41it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.45it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.44it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.50it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.36it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.44it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.45it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.40it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.39it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.38it/s]
 41%|████      | 13/32 [00:03<00:05,  3.44it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.50it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.51it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.51it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.49it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.51it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.51it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.51it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.50it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.42it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.41it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.48it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.55it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.48it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.51it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.44it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.44it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.43it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.48it/s]
100%|██████████| 32/32 [00:09<00:00,  3.51it/s][2025-07-13 02:03:35] bus...PCK-Transfer@0.10: 79.69% | PCK-Transfer@0.05: 67.71% | PCK-Transfer@0.15: 86.82%
+
100%|██████████| 32/32 [00:09<00:00,  3.46it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.52it/s]
 11%|█         | 2/19 [00:00<00:04,  3.53it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.52it/s]
 21%|██        | 4/19 [00:01<00:04,  3.52it/s]
 26%|██▋       | 5/19 [00:01<00:03,  3.53it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.47it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.43it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.49it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.49it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.55it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.56it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.52it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.54it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.54it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.49it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.49it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.47it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.50it/s]
100%|██████████| 19/19 [00:05<00:00,  3.57it/s][2025-07-13 02:03:41] car...PCK-Transfer@0.10: 92.36% | PCK-Transfer@0.05: 84.26% | PCK-Transfer@0.15: 94.70%
+
100%|██████████| 19/19 [00:05<00:00,  3.52it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.53it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.48it/s]
 11%|█         | 3/27 [00:00<00:06,  3.43it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.48it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.48it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.46it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.49it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.51it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.49it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.51it/s]
 41%|████      | 11/27 [00:03<00:04,  3.53it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.56it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.51it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.53it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.49it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.48it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.52it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.55it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.55it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.52it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.51it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.50it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.52it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.51it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.53it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.52it/s]
100%|██████████| 27/27 [00:07<00:00,  3.51it/s][2025-07-13 02:03:49] cat...PCK-Transfer@0.10: 80.78% | PCK-Transfer@0.05: 64.84% | PCK-Transfer@0.15: 87.49%
+
100%|██████████| 27/27 [00:07<00:00,  3.51it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.49it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.63it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.62it/s]
 31%|███       | 4/13 [00:01<00:02,  3.56it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.54it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.50it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.49it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.55it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.58it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.61it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.64it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.60it/s]
100%|██████████| 13/13 [00:03<00:00,  3.61it/s][2025-07-13 02:03:52] chair...PCK-Transfer@0.10: 54.36% | PCK-Transfer@0.05: 39.29% | PCK-Transfer@0.15: 61.67%
+
100%|██████████| 13/13 [00:03<00:00,  3.58it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.61it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.57it/s]
100%|██████████| 3/3 [00:00<00:00,  3.57it/s][2025-07-13 02:03:53] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 60.42% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.57it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.61it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.54it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.54it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.59it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.55it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.52it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.53it/s]
100%|██████████| 8/8 [00:02<00:00,  3.57it/s][2025-07-13 02:03:55] diningtable...PCK-Transfer@0.10: 47.92% | PCK-Transfer@0.05: 30.21% | PCK-Transfer@0.15: 64.58%
+
100%|██████████| 8/8 [00:02<00:00,  3.55it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.42it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.52it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.51it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.58it/s]
 21%|██        | 5/24 [00:01<00:05,  3.55it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.54it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.51it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.51it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.52it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.57it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.58it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.57it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.56it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.55it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.52it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.54it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.55it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.53it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.53it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.51it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.52it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.54it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.55it/s]
100%|██████████| 24/24 [00:06<00:00,  3.56it/s][2025-07-13 02:04:02] dog...PCK-Transfer@0.10: 72.19% | PCK-Transfer@0.05: 57.07% | PCK-Transfer@0.15: 84.28%
+
100%|██████████| 24/24 [00:06<00:00,  3.54it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.59it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.56it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.60it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.67it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.59it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.54it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.49it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.49it/s]
100%|██████████| 9/9 [00:02<00:00,  3.52it/s][2025-07-13 02:04:05] horse...PCK-Transfer@0.10: 84.07% | PCK-Transfer@0.05: 62.14% | PCK-Transfer@0.15: 87.51%
+
100%|██████████| 9/9 [00:02<00:00,  3.54it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.67it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.60it/s]
 11%|█         | 3/27 [00:00<00:06,  3.55it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.53it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.52it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.47it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.52it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.49it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.48it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.49it/s]
 41%|████      | 11/27 [00:03<00:04,  3.50it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.52it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.55it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.55it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.57it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.55it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.54it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.54it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.56it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.54it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.55it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.61it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.59it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.61it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.67it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.64it/s]
100%|██████████| 27/27 [00:07<00:00,  3.61it/s][2025-07-13 02:04:12] motorbike...PCK-Transfer@0.10: 83.86% | PCK-Transfer@0.05: 59.19% | PCK-Transfer@0.15: 90.95%
+
100%|██████████| 27/27 [00:07<00:00,  3.56it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.50it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.64it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.66it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.66it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.56it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.58it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.54it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.54it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.52it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.52it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.49it/s]
100%|██████████| 12/12 [00:03<00:00,  3.55it/s][2025-07-13 02:04:16] person...PCK-Transfer@0.10: 57.79% | PCK-Transfer@0.05: 43.33% | PCK-Transfer@0.15: 71.38%
+
100%|██████████| 12/12 [00:03<00:00,  3.56it/s]
+
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100%|██████████| 7/7 [00:02<00:00,  3.45it/s][2025-07-13 02:04:18] pottedplant...PCK-Transfer@0.10: 56.67% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 68.57%
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100%|██████████| 20/20 [00:05<00:00,  3.50it/s][2025-07-13 02:04:27] train...PCK-Transfer@0.10: 72.75% | PCK-Transfer@0.05: 53.50% | PCK-Transfer@0.15: 80.75%
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100%|██████████| 15/15 [00:04<00:00,  3.53it/s][2025-07-13 02:04:32] tvmonitor...PCK-Transfer@0.10: 36.11% | PCK-Transfer@0.05: 23.33% | PCK-Transfer@0.15: 55.56%
+
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+[2025-07-13 02:04:32] Weighted Per image PCK0.10: 73.64%, image PCK0.05: 56.92%, image PCK0.01: 82.36%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_12__t_0.7_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_12__t_0.7_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..0c2d460be5da0c00763cbf003756ecc48f19bc01
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_12__t_0.7_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 03:04:07] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_12__t_0.7_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.5_layer_12', 't_0.7_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.5_layer_12', 't_0.7_layer_18']
+Number of parameters corr net: 120
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100%|██████████| 32/32 [00:09<00:00,  3.45it/s][2025-07-13 03:04:40] bus...PCK-Transfer@0.10: 80.57% | PCK-Transfer@0.05: 67.45% | PCK-Transfer@0.15: 83.96%
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+[2025-07-13 03:05:36] Weighted Per image PCK0.10: 71.65%, image PCK0.05: 54.51%, image PCK0.01: 80.51%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_13__t_0.8_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_13__t_0.8_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..78b702bf19fdb706b30af2f94d2383d8551cfe85
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_13__t_0.8_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-13 03:33:42] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_13__t_0.8_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.5_layer_13', 't_0.8_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.5_layer_13', 't_0.8_layer_13']
+Number of parameters corr net: 120
+
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 20%|██        | 6/30 [00:01<00:06,  3.53it/s]
 23%|██▎       | 7/30 [00:02<00:06,  3.53it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.45it/s]
 30%|███       | 9/30 [00:02<00:06,  3.45it/s]
 33%|███▎      | 10/30 [00:02<00:05,  3.45it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.52it/s]
 40%|████      | 12/30 [00:03<00:05,  3.51it/s]
 43%|████▎     | 13/30 [00:03<00:04,  3.54it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.47it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.47it/s]
 53%|█████▎    | 16/30 [00:04<00:03,  3.51it/s]
 57%|█████▋    | 17/30 [00:04<00:03,  3.57it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.53it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.49it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.48it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.45it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.41it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.47it/s]
 80%|████████  | 24/30 [00:06<00:01,  3.42it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.44it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.46it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.46it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.48it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.48it/s]
100%|██████████| 30/30 [00:08<00:00,  3.46it/s][2025-07-13 03:33:58] bicycle...PCK-Transfer@0.10: 87.94% | PCK-Transfer@0.05: 77.03% | PCK-Transfer@0.15: 89.15%
+
100%|██████████| 30/30 [00:08<00:00,  3.46it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.26it/s]
 20%|██        | 2/10 [00:00<00:02,  3.15it/s]
 30%|███       | 3/10 [00:00<00:02,  3.20it/s]
 40%|████      | 4/10 [00:01<00:01,  3.26it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.26it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.34it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.36it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.38it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.37it/s]
100%|██████████| 10/10 [00:03<00:00,  3.38it/s][2025-07-13 03:34:01] bird...PCK-Transfer@0.10: 80.97% | PCK-Transfer@0.05: 52.67% | PCK-Transfer@0.15: 90.56%
+
100%|██████████| 10/10 [00:03<00:00,  3.32it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  2.71it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.08it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.29it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.39it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.46it/s]
100%|██████████| 6/6 [00:01<00:00,  3.45it/s][2025-07-13 03:34:02] boat...PCK-Transfer@0.10: 62.50% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 81.94%
+
100%|██████████| 6/6 [00:01<00:00,  3.34it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.46it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.16it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.32it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.41it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.42it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.44it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.42it/s]
100%|██████████| 8/8 [00:02<00:00,  3.46it/s][2025-07-13 03:34:05] bottle...PCK-Transfer@0.10: 65.62% | PCK-Transfer@0.05: 46.88% | PCK-Transfer@0.15: 79.69%
+
100%|██████████| 8/8 [00:02<00:00,  3.41it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 12%|█▎        | 4/32 [00:01<00:08,  3.43it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.42it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.48it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.53it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.49it/s]
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 34%|███▍      | 11/32 [00:03<00:06,  3.24it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.29it/s]
 41%|████      | 13/32 [00:03<00:05,  3.37it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.44it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.45it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.46it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.43it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.44it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.45it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.48it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.50it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.44it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.45it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.50it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.54it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.48it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.50it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.46it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.43it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.44it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.49it/s]
100%|██████████| 32/32 [00:09<00:00,  3.51it/s][2025-07-13 03:34:14] bus...PCK-Transfer@0.10: 83.96% | PCK-Transfer@0.05: 71.98% | PCK-Transfer@0.15: 86.04%
+
100%|██████████| 32/32 [00:09<00:00,  3.45it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.51it/s]
 11%|█         | 2/19 [00:00<00:04,  3.46it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.47it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.40it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.38it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.43it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.44it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.49it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.50it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.46it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.48it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.50it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.46it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.46it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.44it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.44it/s]
100%|██████████| 19/19 [00:05<00:00,  3.50it/s][2025-07-13 03:34:20] car...PCK-Transfer@0.10: 89.05% | PCK-Transfer@0.05: 80.36% | PCK-Transfer@0.15: 91.86%
+
100%|██████████| 19/19 [00:05<00:00,  3.46it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.45it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.43it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.45it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.47it/s]
 41%|████      | 11/27 [00:03<00:04,  3.46it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.49it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.44it/s]
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 63%|██████▎   | 17/27 [00:04<00:02,  3.46it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.52it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.53it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.46it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.44it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.42it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.43it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.41it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.44it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.45it/s]
100%|██████████| 27/27 [00:07<00:00,  3.44it/s][2025-07-13 03:34:28] cat...PCK-Transfer@0.10: 82.73% | PCK-Transfer@0.05: 66.89% | PCK-Transfer@0.15: 88.36%
+
100%|██████████| 27/27 [00:07<00:00,  3.45it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.39it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.51it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.53it/s]
 31%|███       | 4/13 [00:01<00:02,  3.51it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.50it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.47it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.48it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.53it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.53it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.55it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.56it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.54it/s]
100%|██████████| 13/13 [00:03<00:00,  3.54it/s][2025-07-13 03:34:31] chair...PCK-Transfer@0.10: 50.94% | PCK-Transfer@0.05: 32.59% | PCK-Transfer@0.15: 61.84%
+
100%|██████████| 13/13 [00:03<00:00,  3.52it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.50it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.51it/s]
100%|██████████| 3/3 [00:00<00:00,  3.50it/s][2025-07-13 03:34:32] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 66.67% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.50it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.52it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.51it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.50it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.54it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.51it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.45it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.46it/s]
100%|██████████| 8/8 [00:02<00:00,  3.50it/s][2025-07-13 03:34:34] diningtable...PCK-Transfer@0.10: 47.92% | PCK-Transfer@0.05: 31.25% | PCK-Transfer@0.15: 60.94%
+
100%|██████████| 8/8 [00:02<00:00,  3.50it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.45it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.50it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.49it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.56it/s]
 21%|██        | 5/24 [00:01<00:05,  3.53it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.51it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.51it/s]
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 38%|███▊      | 9/24 [00:02<00:04,  3.50it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.55it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.52it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.52it/s]
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 58%|█████▊    | 14/24 [00:03<00:02,  3.50it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.49it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.51it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.52it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.50it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.49it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.50it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.47it/s]
100%|██████████| 24/24 [00:06<00:00,  3.38it/s][2025-07-13 03:34:41] dog...PCK-Transfer@0.10: 78.72% | PCK-Transfer@0.05: 59.18% | PCK-Transfer@0.15: 88.66%
+
100%|██████████| 24/24 [00:06<00:00,  3.49it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.44it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.49it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.55it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.61it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.54it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.51it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.48it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.48it/s]
100%|██████████| 9/9 [00:02<00:00,  3.52it/s][2025-07-13 03:34:44] horse...PCK-Transfer@0.10: 79.71% | PCK-Transfer@0.05: 51.30% | PCK-Transfer@0.15: 83.81%
+
100%|██████████| 9/9 [00:02<00:00,  3.52it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.39it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.46it/s]
 41%|████      | 11/27 [00:03<00:04,  3.47it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.48it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.51it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.51it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.52it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.51it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.49it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.50it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.52it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.51it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.51it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.56it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.53it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.56it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.61it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.59it/s]
100%|██████████| 27/27 [00:07<00:00,  3.58it/s][2025-07-13 03:34:52] motorbike...PCK-Transfer@0.10: 82.60% | PCK-Transfer@0.05: 58.41% | PCK-Transfer@0.15: 88.96%
+
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+
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100%|██████████| 20/20 [00:05<00:00,  3.47it/s][2025-07-13 03:35:07] train...PCK-Transfer@0.10: 75.00% | PCK-Transfer@0.05: 50.25% | PCK-Transfer@0.15: 84.00%
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+
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+[2025-07-13 03:35:11] Weighted Per image PCK0.10: 74.87%, image PCK0.05: 57.23%, image PCK0.01: 82.81%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_15__t_0.7_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_15__t_0.7_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..df85dddd1b72f7a417147f43aed3872cba8c7bc8
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_15__t_0.7_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-13 03:47:45] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_15__t_0.7_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.5_layer_15', 't_0.7_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.5_layer_15', 't_0.7_layer_11']
+Number of parameters corr net: 120
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100%|██████████| 20/20 [00:05<00:00,  3.61it/s][2025-07-13 03:49:10] train...PCK-Transfer@0.10: 75.00% | PCK-Transfer@0.05: 54.50% | PCK-Transfer@0.15: 83.00%
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100%|██████████| 15/15 [00:04<00:00,  3.54it/s][2025-07-13 03:49:14] tvmonitor...PCK-Transfer@0.10: 45.56% | PCK-Transfer@0.05: 31.11% | PCK-Transfer@0.15: 61.67%
+
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+[2025-07-13 03:49:14] Weighted Per image PCK0.10: 77.95%, image PCK0.05: 62.80%, image PCK0.01: 85.51%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_18__t_0.6_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_18__t_0.6_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..699832ce5141efe76b461befd4bc1f6cd3d6a3b6
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_18__t_0.6_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-13 04:03:20] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_18__t_0.6_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.5_layer_18', 't_0.6_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.5_layer_18', 't_0.6_layer_12']
+Number of parameters corr net: 120
+
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 33%|███▎      | 5/15 [00:02<00:04,  2.24it/s]
 40%|████      | 6/15 [00:03<00:03,  2.49it/s]
 47%|████▋     | 7/15 [00:03<00:02,  2.76it/s]
 53%|█████▎    | 8/15 [00:03<00:02,  2.89it/s]
 60%|██████    | 9/15 [00:04<00:01,  3.02it/s]
 67%|██████▋   | 10/15 [00:04<00:01,  3.13it/s]
 73%|███████▎  | 11/15 [00:04<00:01,  3.21it/s]
 80%|████████  | 12/15 [00:05<00:00,  3.30it/s]
 87%|████████▋ | 13/15 [00:05<00:00,  3.39it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.40it/s]
100%|██████████| 15/15 [00:05<00:00,  3.40it/s][2025-07-13 04:03:27] aeroplane...PCK-Transfer@0.10: 81.84% | PCK-Transfer@0.05: 65.50% | PCK-Transfer@0.15: 88.17%
+
100%|██████████| 15/15 [00:05<00:00,  2.55it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:08,  3.28it/s]
  7%|▋         | 2/30 [00:00<00:08,  3.36it/s]
 10%|█         | 3/30 [00:00<00:08,  3.32it/s]
 13%|█▎        | 4/30 [00:01<00:07,  3.36it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.44it/s]
 20%|██        | 6/30 [00:01<00:06,  3.48it/s]
 23%|██▎       | 7/30 [00:02<00:07,  3.03it/s]
 27%|██▋       | 8/30 [00:02<00:07,  3.04it/s]
 30%|███       | 9/30 [00:02<00:06,  3.14it/s]
 33%|███▎      | 10/30 [00:03<00:06,  3.21it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.30it/s]
 40%|████      | 12/30 [00:03<00:05,  3.37it/s]
 43%|████▎     | 13/30 [00:03<00:04,  3.46it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.45it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.47it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.50it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.55it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.50it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.43it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.41it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.36it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.32it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.39it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.33it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.37it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.40it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.41it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.46it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.48it/s]
100%|██████████| 30/30 [00:08<00:00,  3.45it/s][2025-07-13 04:03:36] bicycle...PCK-Transfer@0.10: 86.12% | PCK-Transfer@0.05: 77.94% | PCK-Transfer@0.15: 89.76%
+
100%|██████████| 30/30 [00:08<00:00,  3.37it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.41it/s]
 20%|██        | 2/10 [00:00<00:02,  3.39it/s]
 30%|███       | 3/10 [00:00<00:01,  3.52it/s]
 40%|████      | 4/10 [00:01<00:01,  3.38it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.16it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.23it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.30it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.35it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.38it/s]
100%|██████████| 10/10 [00:02<00:00,  3.41it/s][2025-07-13 04:03:39] bird...PCK-Transfer@0.10: 79.25% | PCK-Transfer@0.05: 53.03% | PCK-Transfer@0.15: 90.56%
+
100%|██████████| 10/10 [00:02<00:00,  3.36it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.35it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.40it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.48it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.56it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.62it/s]
100%|██████████| 6/6 [00:01<00:00,  3.53it/s][2025-07-13 04:03:41] boat...PCK-Transfer@0.10: 51.39% | PCK-Transfer@0.05: 34.72% | PCK-Transfer@0.15: 68.06%
+
100%|██████████| 6/6 [00:01<00:00,  3.52it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.58it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.51it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.49it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.52it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.50it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.53it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.52it/s]
100%|██████████| 8/8 [00:02<00:00,  3.52it/s][2025-07-13 04:03:43] bottle...PCK-Transfer@0.10: 59.38% | PCK-Transfer@0.05: 46.88% | PCK-Transfer@0.15: 70.31%
+
100%|██████████| 8/8 [00:02<00:00,  3.52it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.37it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.44it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.40it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.44it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.41it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.51it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.49it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.56it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.54it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.48it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.46it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.43it/s]
 41%|████      | 13/32 [00:03<00:05,  3.46it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.50it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.50it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.48it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.46it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.46it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.44it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.43it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.47it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.44it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.46it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.48it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.53it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.48it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.48it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.43it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.42it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.43it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.50it/s]
100%|██████████| 32/32 [00:09<00:00,  3.52it/s][2025-07-13 04:03:52] bus...PCK-Transfer@0.10: 81.35% | PCK-Transfer@0.05: 68.85% | PCK-Transfer@0.15: 83.96%
+
100%|██████████| 32/32 [00:09<00:00,  3.47it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.48it/s]
 11%|█         | 2/19 [00:00<00:04,  3.41it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.42it/s]
 21%|██        | 4/19 [00:01<00:04,  3.41it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.25it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.19it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.20it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.29it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.35it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.41it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.47it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.45it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.51it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.56it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.53it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.53it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.50it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.50it/s]
100%|██████████| 19/19 [00:05<00:00,  3.54it/s][2025-07-13 04:03:58] car...PCK-Transfer@0.10: 90.02% | PCK-Transfer@0.05: 81.02% | PCK-Transfer@0.15: 92.36%
+
100%|██████████| 19/19 [00:05<00:00,  3.43it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.56it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.50it/s]
 11%|█         | 3/27 [00:00<00:06,  3.46it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.50it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.47it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.45it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.48it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.47it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.46it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.48it/s]
 41%|████      | 11/27 [00:03<00:04,  3.51it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.55it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.51it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.52it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.48it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.47it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.50it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.52it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.51it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.46it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.39it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.38it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.43it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.43it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.41it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.43it/s]
100%|██████████| 27/27 [00:07<00:00,  3.43it/s][2025-07-13 04:04:06] cat...PCK-Transfer@0.10: 85.58% | PCK-Transfer@0.05: 68.97% | PCK-Transfer@0.15: 91.46%
+
100%|██████████| 27/27 [00:07<00:00,  3.46it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.45it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.58it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.59it/s]
 31%|███       | 4/13 [00:01<00:02,  3.55it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.54it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.49it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.50it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.53it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.56it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.58it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.59it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.55it/s]
100%|██████████| 13/13 [00:03<00:00,  3.56it/s][2025-07-13 04:04:09] chair...PCK-Transfer@0.10: 48.40% | PCK-Transfer@0.05: 28.82% | PCK-Transfer@0.15: 53.70%
+
100%|██████████| 13/13 [00:03<00:00,  3.55it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.45it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.48it/s]
100%|██████████| 3/3 [00:00<00:00,  3.50it/s][2025-07-13 04:04:10] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.49it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.53it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.48it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.49it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.50it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.48it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.46it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.48it/s]
100%|██████████| 8/8 [00:02<00:00,  3.37it/s][2025-07-13 04:04:13] diningtable...PCK-Transfer@0.10: 45.83% | PCK-Transfer@0.05: 26.04% | PCK-Transfer@0.15: 68.75%
+
100%|██████████| 8/8 [00:02<00:00,  3.43it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.25it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.42it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.45it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.55it/s]
 21%|██        | 5/24 [00:01<00:05,  3.54it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.53it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.53it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.48it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.47it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.53it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.55it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.56it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.55it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.54it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.51it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.50it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.50it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.49it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.48it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.44it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.47it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.50it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.52it/s]
100%|██████████| 24/24 [00:06<00:00,  3.52it/s][2025-07-13 04:04:19] dog...PCK-Transfer@0.10: 81.87% | PCK-Transfer@0.05: 63.17% | PCK-Transfer@0.15: 89.22%
+
100%|██████████| 24/24 [00:06<00:00,  3.50it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.54it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.54it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.59it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.52it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.48it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.48it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.45it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.47it/s]
100%|██████████| 9/9 [00:02<00:00,  3.51it/s][2025-07-13 04:04:22] horse...PCK-Transfer@0.10: 82.35% | PCK-Transfer@0.05: 63.07% | PCK-Transfer@0.15: 88.04%
+
100%|██████████| 9/9 [00:02<00:00,  3.50it/s]
+
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 22%|██▏       | 6/27 [00:01<00:05,  3.51it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.53it/s]
 41%|████      | 11/27 [00:03<00:04,  3.54it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.55it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.57it/s][2025-07-13 04:04:30] motorbike...PCK-Transfer@0.10: 83.78% | PCK-Transfer@0.05: 62.43% | PCK-Transfer@0.15: 90.49%
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100%|██████████| 12/12 [00:03<00:00,  3.54it/s][2025-07-13 04:04:33] person...PCK-Transfer@0.10: 62.76% | PCK-Transfer@0.05: 44.47% | PCK-Transfer@0.15: 76.19%
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100%|██████████| 7/7 [00:02<00:00,  3.48it/s][2025-07-13 04:04:35] pottedplant...PCK-Transfer@0.10: 58.10% | PCK-Transfer@0.05: 34.29% | PCK-Transfer@0.15: 74.76%
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100%|██████████| 20/20 [00:05<00:00,  3.48it/s][2025-07-13 04:04:45] train...PCK-Transfer@0.10: 77.50% | PCK-Transfer@0.05: 50.25% | PCK-Transfer@0.15: 82.75%
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100%|██████████| 15/15 [00:04<00:00,  3.52it/s][2025-07-13 04:04:49] tvmonitor...PCK-Transfer@0.10: 45.56% | PCK-Transfer@0.05: 34.44% | PCK-Transfer@0.15: 53.89%
+
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+[2025-07-13 04:04:49] Weighted Per image PCK0.10: 75.11%, image PCK0.05: 58.25%, image PCK0.01: 82.54%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_18__t_0.7_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_18__t_0.7_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..ec2ace59a3923823ad3fdd3043f32157c3cfc21b
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_18__t_0.7_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 04:11:11] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_18__t_0.7_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.5_layer_18', 't_0.7_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.5_layer_18', 't_0.7_layer_13']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.48it/s][2025-07-13 04:11:43] bus...PCK-Transfer@0.10: 64.58% | PCK-Transfer@0.05: 51.30% | PCK-Transfer@0.15: 75.36%
+
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100%|██████████| 19/19 [00:05<00:00,  3.65it/s][2025-07-13 04:11:48] car...PCK-Transfer@0.10: 81.28% | PCK-Transfer@0.05: 67.71% | PCK-Transfer@0.15: 86.91%
+
100%|██████████| 19/19 [00:05<00:00,  3.51it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.52it/s][2025-07-13 04:11:56] cat...PCK-Transfer@0.10: 77.74% | PCK-Transfer@0.05: 57.35% | PCK-Transfer@0.15: 83.64%
+
100%|██████████| 27/27 [00:07<00:00,  3.48it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.61it/s][2025-07-13 04:12:00] chair...PCK-Transfer@0.10: 32.80% | PCK-Transfer@0.05: 17.71% | PCK-Transfer@0.15: 38.40%
+
100%|██████████| 13/13 [00:03<00:00,  3.38it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.60it/s][2025-07-13 04:12:01] cow...PCK-Transfer@0.10: 77.08% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 89.58%
+
100%|██████████| 3/3 [00:00<00:00,  3.60it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.63it/s][2025-07-13 04:12:03] diningtable...PCK-Transfer@0.10: 38.54% | PCK-Transfer@0.05: 19.27% | PCK-Transfer@0.15: 53.65%
+
100%|██████████| 8/8 [00:02<00:00,  3.53it/s]
+
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100%|██████████| 24/24 [00:06<00:00,  3.54it/s][2025-07-13 04:12:10] dog...PCK-Transfer@0.10: 63.96% | PCK-Transfer@0.05: 46.27% | PCK-Transfer@0.15: 80.05%
+
100%|██████████| 24/24 [00:06<00:00,  3.57it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.60it/s][2025-07-13 04:12:12] horse...PCK-Transfer@0.10: 71.90% | PCK-Transfer@0.05: 47.20% | PCK-Transfer@0.15: 76.80%
+
100%|██████████| 9/9 [00:02<00:00,  3.59it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.73it/s][2025-07-13 04:12:20] motorbike...PCK-Transfer@0.10: 73.09% | PCK-Transfer@0.05: 53.92% | PCK-Transfer@0.15: 81.21%
+
100%|██████████| 27/27 [00:07<00:00,  3.66it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.71it/s][2025-07-13 04:12:23] person...PCK-Transfer@0.10: 51.72% | PCK-Transfer@0.05: 37.29% | PCK-Transfer@0.15: 63.80%
+
100%|██████████| 12/12 [00:03<00:00,  3.72it/s]
+
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100%|██████████| 7/7 [00:01<00:00,  3.61it/s][2025-07-13 04:12:25] pottedplant...PCK-Transfer@0.10: 49.52% | PCK-Transfer@0.05: 27.14% | PCK-Transfer@0.15: 70.95%
+
100%|██████████| 7/7 [00:01<00:00,  3.51it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.54it/s][2025-07-13 04:12:25] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.53it/s]
+
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 62%|██████▏   | 8/13 [00:02<00:01,  3.59it/s]
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100%|██████████| 13/13 [00:03<00:00,  3.60it/s][2025-07-13 04:12:29] sofa...PCK-Transfer@0.10: 39.37% | PCK-Transfer@0.05: 22.47% | PCK-Transfer@0.15: 52.95%
+
100%|██████████| 13/13 [00:03<00:00,  3.58it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.60it/s][2025-07-13 04:12:35] train...PCK-Transfer@0.10: 65.50% | PCK-Transfer@0.05: 37.25% | PCK-Transfer@0.15: 76.75%
+
100%|██████████| 20/20 [00:05<00:00,  3.63it/s]
+
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 80%|████████  | 12/15 [00:03<00:00,  3.63it/s]
 87%|████████▋ | 13/15 [00:03<00:00,  3.61it/s]
 93%|█████████▎| 14/15 [00:03<00:00,  3.59it/s]
100%|██████████| 15/15 [00:04<00:00,  3.63it/s][2025-07-13 04:12:39] tvmonitor...PCK-Transfer@0.10: 37.78% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 46.11%
+
100%|██████████| 15/15 [00:04<00:00,  3.61it/s]
+[2025-07-13 04:12:39] Weighted Per image PCK0.10: 63.10%, image PCK0.05: 46.26%, image PCK0.01: 73.54%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_20__t_0.8_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_20__t_0.8_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..05bde589981954b90854a4f90eafc756b2f38200
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_20__t_0.8_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 04:39:24] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_20__t_0.8_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.5_layer_20', 't_0.8_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.5_layer_20', 't_0.8_layer_13']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:01<00:00,  3.55it/s][2025-07-13 04:40:39] pottedplant...PCK-Transfer@0.10: 39.05% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 60.48%
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+
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100%|██████████| 15/15 [00:04<00:00,  3.62it/s][2025-07-13 04:40:53] tvmonitor...PCK-Transfer@0.10: 31.67% | PCK-Transfer@0.05: 21.67% | PCK-Transfer@0.15: 38.33%
+
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+[2025-07-13 04:40:53] Weighted Per image PCK0.10: 55.17%, image PCK0.05: 37.67%, image PCK0.01: 65.27%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_20__t_0.8_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_20__t_0.8_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..810eb071f5736ef83b77569e1cc7e2a0356882ae
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_20__t_0.8_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-13 04:34:46] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_20__t_0.8_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.5_layer_20', 't_0.8_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.5_layer_20', 't_0.8_layer_5']
+Number of parameters corr net: 120
+
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 56%|█████▋    | 18/32 [00:05<00:04,  3.37it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.37it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.40it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.41it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.36it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.35it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.38it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.40it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.38it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.38it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.34it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.34it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.35it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.41it/s]
100%|██████████| 32/32 [00:09<00:00,  3.44it/s][2025-07-13 04:35:19] bus...PCK-Transfer@0.10: 69.64% | PCK-Transfer@0.05: 47.92% | PCK-Transfer@0.15: 77.71%
+
100%|██████████| 32/32 [00:09<00:00,  3.38it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.18it/s]
 11%|█         | 2/19 [00:00<00:05,  3.26it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.29it/s]
 21%|██        | 4/19 [00:01<00:04,  3.23it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.28it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.29it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.35it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.36it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.42it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.42it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.40it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.42it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.43it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.41it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.41it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.39it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.42it/s]
100%|██████████| 19/19 [00:05<00:00,  3.48it/s][2025-07-13 04:35:24] car...PCK-Transfer@0.10: 80.13% | PCK-Transfer@0.05: 64.01% | PCK-Transfer@0.15: 85.93%
+
100%|██████████| 19/19 [00:05<00:00,  3.38it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.22it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.34it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.32it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.34it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.36it/s]
 41%|████      | 11/27 [00:03<00:04,  3.38it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.41it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.36it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.37it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.35it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.34it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.37it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.43it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.42it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.39it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.37it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.36it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.36it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.36it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.37it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.37it/s]
100%|██████████| 27/27 [00:08<00:00,  3.36it/s][2025-07-13 04:35:32] cat...PCK-Transfer@0.10: 74.76% | PCK-Transfer@0.05: 55.75% | PCK-Transfer@0.15: 80.92%
+
100%|██████████| 27/27 [00:08<00:00,  3.36it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.37it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.60it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.64it/s]
 31%|███       | 4/13 [00:01<00:02,  3.56it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.50it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.46it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.47it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.49it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.53it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.52it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.52it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.53it/s]
100%|██████████| 13/13 [00:03<00:00,  3.56it/s][2025-07-13 04:35:36] chair...PCK-Transfer@0.10: 39.55% | PCK-Transfer@0.05: 21.30% | PCK-Transfer@0.15: 45.32%
+
100%|██████████| 13/13 [00:03<00:00,  3.53it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.25it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.33it/s]
100%|██████████| 3/3 [00:00<00:00,  3.39it/s][2025-07-13 04:35:37] cow...PCK-Transfer@0.10: 79.17% | PCK-Transfer@0.05: 47.92% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.36it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.51it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.48it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.46it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.53it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.47it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.47it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.46it/s]
100%|██████████| 8/8 [00:02<00:00,  3.48it/s][2025-07-13 04:35:39] diningtable...PCK-Transfer@0.10: 36.98% | PCK-Transfer@0.05: 6.25% | PCK-Transfer@0.15: 47.40%
+
100%|██████████| 8/8 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.55it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.52it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.48it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.51it/s]
 21%|██        | 5/24 [00:01<00:05,  3.50it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.43it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.45it/s]
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 42%|████▏     | 10/24 [00:02<00:04,  3.50it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.51it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.50it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.49it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.48it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.49it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.52it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.52it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.50it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.53it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.55it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.53it/s]
100%|██████████| 24/24 [00:06<00:00,  3.49it/s][2025-07-13 04:35:46] dog...PCK-Transfer@0.10: 69.09% | PCK-Transfer@0.05: 48.00% | PCK-Transfer@0.15: 78.58%
+
100%|██████████| 24/24 [00:06<00:00,  3.49it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.50it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.55it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.63it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.51it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.46it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.45it/s]
100%|██████████| 9/9 [00:02<00:00,  3.48it/s][2025-07-13 04:35:49] horse...PCK-Transfer@0.10: 79.05% | PCK-Transfer@0.05: 54.60% | PCK-Transfer@0.15: 84.07%
+
100%|██████████| 9/9 [00:02<00:00,  3.51it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.44it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.49it/s]
 41%|████      | 11/27 [00:03<00:04,  3.47it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.51it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.56it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.59it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.57it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.52it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.51it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.53it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.50it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.51it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.59it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.55it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.58it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.58it/s][2025-07-13 04:35:56] motorbike...PCK-Transfer@0.10: 76.87% | PCK-Transfer@0.05: 51.26% | PCK-Transfer@0.15: 86.66%
+
100%|██████████| 27/27 [00:07<00:00,  3.53it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.49it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.63it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.68it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.68it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.56it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.57it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.54it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.52it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.48it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.46it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.44it/s]
100%|██████████| 12/12 [00:03<00:00,  3.48it/s][2025-07-13 04:36:00] person...PCK-Transfer@0.10: 47.80% | PCK-Transfer@0.05: 30.40% | PCK-Transfer@0.15: 62.06%
+
100%|██████████| 12/12 [00:03<00:00,  3.52it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.34it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.34it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.39it/s]
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 71%|███████▏  | 5/7 [00:01<00:00,  3.35it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.37it/s]
100%|██████████| 7/7 [00:02<00:00,  3.41it/s][2025-07-13 04:36:02] pottedplant...PCK-Transfer@0.10: 48.57% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 62.86%
+
100%|██████████| 7/7 [00:02<00:00,  3.38it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.40it/s][2025-07-13 04:36:02] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.40it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.47it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.48it/s]
 31%|███       | 4/13 [00:01<00:02,  3.50it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.46it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.45it/s]
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 77%|███████▋  | 10/13 [00:02<00:00,  3.53it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.46it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.54it/s]
100%|██████████| 13/13 [00:03<00:00,  3.53it/s][2025-07-13 04:36:06] sofa...PCK-Transfer@0.10: 47.09% | PCK-Transfer@0.05: 20.99% | PCK-Transfer@0.15: 62.67%
+
100%|██████████| 13/13 [00:03<00:00,  3.49it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
  5%|▌         | 1/20 [00:00<00:05,  3.38it/s]
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 15%|█▌        | 3/20 [00:00<00:04,  3.46it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.46it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.43it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.45it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.44it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.47it/s]
 65%|██████▌   | 13/20 [00:03<00:02,  3.45it/s]
 70%|███████   | 14/20 [00:04<00:01,  3.46it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.50it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.49it/s]
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 90%|█████████ | 18/20 [00:05<00:00,  3.53it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.54it/s]
100%|██████████| 20/20 [00:05<00:00,  3.50it/s][2025-07-13 04:36:12] train...PCK-Transfer@0.10: 67.50% | PCK-Transfer@0.05: 39.25% | PCK-Transfer@0.15: 74.50%
+
100%|██████████| 20/20 [00:05<00:00,  3.48it/s]
+
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 60%|██████    | 9/15 [00:02<00:01,  3.52it/s]
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+[2025-07-13 04:36:16] Weighted Per image PCK0.10: 65.45%, image PCK0.05: 45.05%, image PCK0.01: 74.85%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_5__t_0.5_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_5__t_0.5_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..0c55109a537f5ed6d6c404a8abc1c40b7045ba45
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_5__t_0.5_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 01:08:08] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_5__t_0.5_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.5_layer_5', 't_0.5_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.5_layer_5', 't_0.5_layer_18']
+Number of parameters corr net: 120
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+
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+[2025-07-13 01:09:36] Weighted Per image PCK0.10: 56.15%, image PCK0.05: 38.22%, image PCK0.01: 68.43%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_5__t_0.5_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_5__t_0.5_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..2b6f16de5f3072af0ca32f4f94c00696af69c909
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_5__t_0.5_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 01:09:41] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_5__t_0.5_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.5_layer_5', 't_0.5_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.5_layer_5', 't_0.5_layer_20']
+Number of parameters corr net: 120
+
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100%|██████████| 8/8 [00:02<00:00,  3.42it/s][2025-07-13 01:10:04] bottle...PCK-Transfer@0.10: 37.50% | PCK-Transfer@0.05: 29.69% | PCK-Transfer@0.15: 45.31%
+
100%|██████████| 8/8 [00:02<00:00,  3.38it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 47%|████▋     | 15/32 [00:04<00:04,  3.43it/s]
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 72%|███████▏  | 23/32 [00:06<00:02,  3.49it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.48it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.44it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.51it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.49it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.53it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.55it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.55it/s]
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100%|██████████| 32/32 [00:09<00:00,  3.49it/s][2025-07-13 01:10:13] bus...PCK-Transfer@0.10: 51.04% | PCK-Transfer@0.05: 32.81% | PCK-Transfer@0.15: 63.91%
+
100%|██████████| 32/32 [00:09<00:00,  3.42it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.39it/s]
 11%|█         | 2/19 [00:00<00:04,  3.57it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.56it/s]
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 37%|███▋      | 7/19 [00:01<00:03,  3.64it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.58it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.56it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.50it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.50it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.54it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.53it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.51it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.57it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.59it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.61it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.57it/s]
100%|██████████| 19/19 [00:05<00:00,  3.51it/s][2025-07-13 01:10:19] car...PCK-Transfer@0.10: 69.56% | PCK-Transfer@0.05: 53.85% | PCK-Transfer@0.15: 74.71%
+
100%|██████████| 19/19 [00:05<00:00,  3.54it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.50it/s]
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 11%|█         | 3/27 [00:00<00:06,  3.62it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.61it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.60it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.59it/s]
 41%|████      | 11/27 [00:03<00:04,  3.56it/s]
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 63%|██████▎   | 17/27 [00:04<00:02,  3.58it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.54it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.52it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.59it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.60it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.61it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.60it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.60it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.60it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.56it/s]
100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-13 01:10:26] cat...PCK-Transfer@0.10: 66.49% | PCK-Transfer@0.05: 47.88% | PCK-Transfer@0.15: 74.59%
+
100%|██████████| 27/27 [00:07<00:00,  3.58it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.47it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.48it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.48it/s]
 31%|███       | 4/13 [00:01<00:02,  3.52it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.56it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.58it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.58it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.54it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.54it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.52it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.50it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.55it/s]
100%|██████████| 13/13 [00:03<00:00,  3.50it/s][2025-07-13 01:10:30] chair...PCK-Transfer@0.10: 33.35% | PCK-Transfer@0.05: 19.42% | PCK-Transfer@0.15: 39.40%
+
100%|██████████| 13/13 [00:03<00:00,  3.52it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.27it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.45it/s]
100%|██████████| 3/3 [00:00<00:00,  3.48it/s][2025-07-13 01:10:31] cow...PCK-Transfer@0.10: 66.67% | PCK-Transfer@0.05: 39.58% | PCK-Transfer@0.15: 83.33%
+
100%|██████████| 3/3 [00:00<00:00,  3.45it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.46it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.50it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.54it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.51it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.54it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.57it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.58it/s]
100%|██████████| 8/8 [00:02<00:00,  3.57it/s][2025-07-13 01:10:33] diningtable...PCK-Transfer@0.10: 30.73% | PCK-Transfer@0.05: 4.69% | PCK-Transfer@0.15: 46.88%
+
100%|██████████| 8/8 [00:02<00:00,  3.55it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
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 29%|██▉       | 7/24 [00:01<00:04,  3.55it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.51it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.53it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.56it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.54it/s]
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 88%|████████▊ | 21/24 [00:05<00:00,  3.47it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.49it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.49it/s]
100%|██████████| 24/24 [00:06<00:00,  3.49it/s][2025-07-13 01:10:40] dog...PCK-Transfer@0.10: 53.39% | PCK-Transfer@0.05: 35.84% | PCK-Transfer@0.15: 69.93%
+
100%|██████████| 24/24 [00:06<00:00,  3.53it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
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 22%|██▏       | 2/9 [00:00<00:01,  3.63it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.68it/s]
100%|██████████| 9/9 [00:02<00:00,  3.64it/s][2025-07-13 01:10:42] horse...PCK-Transfer@0.10: 56.56% | PCK-Transfer@0.05: 32.12% | PCK-Transfer@0.15: 59.87%
+
100%|██████████| 9/9 [00:02<00:00,  3.62it/s]
+
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 67%|██████▋   | 18/27 [00:04<00:02,  3.62it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.60it/s]
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 81%|████████▏ | 22/27 [00:06<00:01,  3.57it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.58it/s]
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 93%|█████████▎| 25/27 [00:06<00:00,  3.54it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.56it/s][2025-07-13 01:10:50] motorbike...PCK-Transfer@0.10: 59.00% | PCK-Transfer@0.05: 37.94% | PCK-Transfer@0.15: 73.24%
+
100%|██████████| 27/27 [00:07<00:00,  3.60it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.58it/s]
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 42%|████▏     | 5/12 [00:01<00:01,  3.54it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.57it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.61it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.60it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.63it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.60it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.62it/s]
100%|██████████| 12/12 [00:03<00:00,  3.58it/s][2025-07-13 01:10:53] person...PCK-Transfer@0.10: 46.13% | PCK-Transfer@0.05: 27.61% | PCK-Transfer@0.15: 57.00%
+
100%|██████████| 12/12 [00:03<00:00,  3.57it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.67it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.70it/s]
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 86%|████████▌ | 6/7 [00:01<00:00,  3.59it/s]
100%|██████████| 7/7 [00:01<00:00,  3.58it/s][2025-07-13 01:10:55] pottedplant...PCK-Transfer@0.10: 34.29% | PCK-Transfer@0.05: 17.14% | PCK-Transfer@0.15: 43.81%
+
100%|██████████| 7/7 [00:01<00:00,  3.62it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.22it/s][2025-07-13 01:10:56] sheep...PCK-Transfer@0.10: 20.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.21it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.56it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.58it/s]
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 77%|███████▋  | 10/13 [00:02<00:00,  3.57it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.62it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.56it/s]
100%|██████████| 13/13 [00:03<00:00,  3.54it/s][2025-07-13 01:10:59] sofa...PCK-Transfer@0.10: 30.67% | PCK-Transfer@0.05: 17.20% | PCK-Transfer@0.15: 43.96%
+
100%|██████████| 13/13 [00:03<00:00,  3.56it/s]
+
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+[2025-07-13 01:11:09] Weighted Per image PCK0.10: 53.21%, image PCK0.05: 35.41%, image PCK0.01: 64.28%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_5__t_0.8_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_5__t_0.8_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..9420d8264858c4cb24cddb8fd3a17b5ed01d158b
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_5__t_0.8_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 01:26:56] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_5__t_0.8_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.5_layer_5', 't_0.8_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.5_layer_5', 't_0.8_layer_12']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.62it/s][2025-07-13 01:28:23] tvmonitor...PCK-Transfer@0.10: 33.89% | PCK-Transfer@0.05: 15.56% | PCK-Transfer@0.15: 55.00%
+
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+[2025-07-13 01:28:23] Weighted Per image PCK0.10: 63.56%, image PCK0.05: 43.32%, image PCK0.01: 77.06%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_5__t_0.8_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_5__t_0.8_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..03da027885cbaf06bb4b1fadc15c76e5c053f412
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_5__t_0.8_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-13 01:23:46] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_5__t_0.8_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.5_layer_5', 't_0.8_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.5_layer_5', 't_0.8_layer_5']
+Number of parameters corr net: 120
+
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 33%|███▎      | 2/6 [00:00<00:01,  3.52it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.44it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.32it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.29it/s]
100%|██████████| 6/6 [00:01<00:00,  3.29it/s][2025-07-13 01:24:07] boat...PCK-Transfer@0.10: 44.44% | PCK-Transfer@0.05: 31.94% | PCK-Transfer@0.15: 73.61%
+
100%|██████████| 6/6 [00:01<00:00,  3.34it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.21it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.33it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.27it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.24it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.25it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.24it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.34it/s]
100%|██████████| 8/8 [00:02<00:00,  3.35it/s][2025-07-13 01:24:09] bottle...PCK-Transfer@0.10: 64.06% | PCK-Transfer@0.05: 42.19% | PCK-Transfer@0.15: 76.56%
+
100%|██████████| 8/8 [00:02<00:00,  3.30it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.55it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.45it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.40it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.40it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.43it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.35it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.34it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.27it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.26it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.36it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.41it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.42it/s]
 41%|████      | 13/32 [00:03<00:05,  3.40it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.38it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.41it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.41it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.47it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.46it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.46it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.43it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.41it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.47it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.47it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.44it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.39it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.43it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.41it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.43it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.45it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.45it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.35it/s]
100%|██████████| 32/32 [00:09<00:00,  3.35it/s][2025-07-13 01:24:19] bus...PCK-Transfer@0.10: 65.21% | PCK-Transfer@0.05: 50.36% | PCK-Transfer@0.15: 77.45%
+
100%|██████████| 32/32 [00:09<00:00,  3.40it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.29it/s]
 11%|█         | 2/19 [00:00<00:05,  3.31it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.29it/s]
 21%|██        | 4/19 [00:01<00:04,  3.29it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.30it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.39it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.46it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.41it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.40it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.36it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.37it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.38it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.33it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.34it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.40it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.42it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.41it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.34it/s]
100%|██████████| 19/19 [00:05<00:00,  3.30it/s][2025-07-13 01:24:24] car...PCK-Transfer@0.10: 83.72% | PCK-Transfer@0.05: 69.62% | PCK-Transfer@0.15: 88.99%
+
100%|██████████| 19/19 [00:05<00:00,  3.35it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.26it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.34it/s]
 11%|█         | 3/27 [00:00<00:07,  3.19it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.19it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.21it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.24it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.27it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.30it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.34it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.36it/s]
 41%|████      | 11/27 [00:03<00:04,  3.35it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.34it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.40it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.40it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.45it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.49it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.39it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.37it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.36it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.41it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.40it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.42it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.40it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.40it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.39it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.40it/s]
100%|██████████| 27/27 [00:08<00:00,  3.41it/s][2025-07-13 01:24:32] cat...PCK-Transfer@0.10: 72.68% | PCK-Transfer@0.05: 54.76% | PCK-Transfer@0.15: 78.59%
+
100%|██████████| 27/27 [00:08<00:00,  3.36it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.39it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.37it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.36it/s]
 31%|███       | 4/13 [00:01<00:02,  3.38it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.39it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.42it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.42it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.38it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.37it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.35it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.34it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.39it/s]
100%|██████████| 13/13 [00:03<00:00,  3.39it/s][2025-07-13 01:24:36] chair...PCK-Transfer@0.10: 46.22% | PCK-Transfer@0.05: 28.01% | PCK-Transfer@0.15: 62.31%
+
100%|██████████| 13/13 [00:03<00:00,  3.38it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.37it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.39it/s]
100%|██████████| 3/3 [00:00<00:00,  3.40it/s][2025-07-13 01:24:37] cow...PCK-Transfer@0.10: 70.83% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 3/3 [00:00<00:00,  3.39it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.37it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.35it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.37it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.32it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.35it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.38it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.40it/s]
100%|██████████| 8/8 [00:02<00:00,  3.38it/s][2025-07-13 01:24:39] diningtable...PCK-Transfer@0.10: 49.48% | PCK-Transfer@0.05: 25.52% | PCK-Transfer@0.15: 67.71%
+
100%|██████████| 8/8 [00:02<00:00,  3.37it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.34it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.34it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.38it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.33it/s]
 21%|██        | 5/24 [00:01<00:05,  3.31it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.29it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.28it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.30it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.32it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.32it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.34it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.35it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.37it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.37it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.39it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.39it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.36it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.38it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.39it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.44it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.42it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.43it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.25it/s]
100%|██████████| 24/24 [00:07<00:00,  3.23it/s][2025-07-13 01:24:47] dog...PCK-Transfer@0.10: 69.32% | PCK-Transfer@0.05: 46.24% | PCK-Transfer@0.15: 80.43%
+
100%|██████████| 24/24 [00:07<00:00,  3.33it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.43it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.43it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.37it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.33it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.40it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.43it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.49it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.44it/s]
100%|██████████| 9/9 [00:02<00:00,  3.37it/s][2025-07-13 01:24:49] horse...PCK-Transfer@0.10: 71.01% | PCK-Transfer@0.05: 40.34% | PCK-Transfer@0.15: 85.00%
+
100%|██████████| 9/9 [00:02<00:00,  3.40it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.21it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.27it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.31it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.35it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.34it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.38it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.43it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.42it/s]
 41%|████      | 11/27 [00:03<00:04,  3.42it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.41it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.41it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.43it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.43it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.44it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.46it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.46it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.44it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.45it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.44it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.39it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.40it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.39it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.35it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.37it/s]
100%|██████████| 27/27 [00:07<00:00,  3.39it/s][2025-07-13 01:24:57] motorbike...PCK-Transfer@0.10: 74.06% | PCK-Transfer@0.05: 42.38% | PCK-Transfer@0.15: 86.75%
+
100%|██████████| 27/27 [00:07<00:00,  3.39it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.44it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.37it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.34it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.32it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.42it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.43it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.49it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.40it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.40it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.39it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.43it/s]
100%|██████████| 12/12 [00:03<00:00,  3.40it/s][2025-07-13 01:25:01] person...PCK-Transfer@0.10: 42.63% | PCK-Transfer@0.05: 24.43% | PCK-Transfer@0.15: 58.47%
+
100%|██████████| 12/12 [00:03<00:00,  3.40it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.33it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.46it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.45it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.48it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.53it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.44it/s]
100%|██████████| 7/7 [00:02<00:00,  3.38it/s][2025-07-13 01:25:03] pottedplant...PCK-Transfer@0.10: 41.90% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 56.19%
+
100%|██████████| 7/7 [00:02<00:00,  3.43it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.32it/s][2025-07-13 01:25:03] sheep...PCK-Transfer@0.10: 20.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.31it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.26it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.30it/s]
 31%|███       | 4/13 [00:01<00:02,  3.31it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.35it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.41it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.37it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.35it/s]
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+[2025-07-13 01:25:17] Weighted Per image PCK0.10: 64.14%, image PCK0.05: 43.27%, image PCK0.01: 76.19%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_9__t_0.5_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_9__t_0.5_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..7e89b27286de96e7daa0f0ebaabaa2d5dd942a2c
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_9__t_0.5_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 01:31:37] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_9__t_0.5_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.5_layer_9', 't_0.5_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.5_layer_9', 't_0.5_layer_11']
+Number of parameters corr net: 120
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+[2025-07-13 01:33:05] Weighted Per image PCK0.10: 65.74%, image PCK0.05: 47.04%, image PCK0.01: 77.58%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_9__t_0.6_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_9__t_0.6_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..c27e052572d40cac1d76c5f2805e793d206b950f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_9__t_0.6_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 01:36:21] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_9__t_0.6_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.5_layer_9', 't_0.6_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.5_layer_9', 't_0.6_layer_5']
+Number of parameters corr net: 120
+
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 97%|█████████▋| 29/30 [00:08<00:00,  3.44it/s]
100%|██████████| 30/30 [00:08<00:00,  3.48it/s][2025-07-13 01:36:36] bicycle...PCK-Transfer@0.10: 71.21% | PCK-Transfer@0.05: 53.64% | PCK-Transfer@0.15: 80.33%
+
100%|██████████| 30/30 [00:08<00:00,  3.41it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.59it/s]
 20%|██        | 2/10 [00:00<00:02,  3.59it/s]
 30%|███       | 3/10 [00:00<00:01,  3.52it/s]
 40%|████      | 4/10 [00:01<00:01,  3.53it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.54it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.50it/s]
 70%|███████   | 7/10 [00:01<00:00,  3.51it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.52it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.55it/s]
100%|██████████| 10/10 [00:02<00:00,  3.52it/s][2025-07-13 01:36:39] bird...PCK-Transfer@0.10: 61.69% | PCK-Transfer@0.05: 37.97% | PCK-Transfer@0.15: 83.33%
+
100%|██████████| 10/10 [00:02<00:00,  3.53it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.70it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.68it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.62it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.53it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.49it/s]
100%|██████████| 6/6 [00:01<00:00,  3.55it/s][2025-07-13 01:36:41] boat...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 26.39% | PCK-Transfer@0.15: 70.83%
+
100%|██████████| 6/6 [00:01<00:00,  3.57it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.38it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.52it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.49it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.41it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.42it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.41it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.52it/s]
100%|██████████| 8/8 [00:02<00:00,  3.56it/s][2025-07-13 01:36:43] bottle...PCK-Transfer@0.10: 64.06% | PCK-Transfer@0.05: 48.44% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 8/8 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:07,  3.90it/s]
  6%|▋         | 2/32 [00:00<00:07,  3.79it/s]
  9%|▉         | 3/32 [00:00<00:07,  3.72it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.71it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.73it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.61it/s]
 22%|██▏       | 7/32 [00:01<00:07,  3.54it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.46it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.48it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.57it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.63it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.63it/s]
 41%|████      | 13/32 [00:03<00:05,  3.60it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.56it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.56it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.55it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.62it/s]
 56%|█████▋    | 18/32 [00:04<00:03,  3.66it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.65it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.63it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.60it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.68it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.66it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.61it/s]
 78%|███████▊  | 25/32 [00:06<00:01,  3.54it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.59it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.55it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.54it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.55it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.55it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.49it/s]
100%|██████████| 32/32 [00:08<00:00,  3.38it/s][2025-07-13 01:36:52] bus...PCK-Transfer@0.10: 68.23% | PCK-Transfer@0.05: 49.22% | PCK-Transfer@0.15: 75.10%
+
100%|██████████| 32/32 [00:08<00:00,  3.57it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.23it/s]
 11%|█         | 2/19 [00:00<00:04,  3.41it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.46it/s]
 21%|██        | 4/19 [00:01<00:04,  3.50it/s]
 26%|██▋       | 5/19 [00:01<00:03,  3.54it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.66it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.73it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.63it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.65it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.63it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.65it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.70it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.65it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.64it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.70it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.73it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.75it/s]
 95%|█████████▍| 18/19 [00:04<00:00,  3.70it/s]
100%|██████████| 19/19 [00:05<00:00,  3.61it/s][2025-07-13 01:36:58] car...PCK-Transfer@0.10: 88.00% | PCK-Transfer@0.05: 73.84% | PCK-Transfer@0.15: 91.79%
+
100%|██████████| 19/19 [00:05<00:00,  3.63it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.46it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.60it/s]
 11%|█         | 3/27 [00:00<00:06,  3.76it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.71it/s]
 19%|█▊        | 5/27 [00:01<00:05,  3.75it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.79it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.50it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.52it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.64it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.65it/s]
 41%|████      | 11/27 [00:03<00:04,  3.57it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.56it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.63it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.64it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.71it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.75it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.67it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.64it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.63it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.68it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.68it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.72it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.68it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.67it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.66it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.64it/s]
100%|██████████| 27/27 [00:07<00:00,  3.64it/s][2025-07-13 01:37:05] cat...PCK-Transfer@0.10: 69.70% | PCK-Transfer@0.05: 49.49% | PCK-Transfer@0.15: 78.70%
+
100%|██████████| 27/27 [00:07<00:00,  3.65it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.63it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.59it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.61it/s]
 31%|███       | 4/13 [00:01<00:02,  3.64it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.68it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.71it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.62it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.40it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.43it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.39it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.44it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.53it/s]
100%|██████████| 13/13 [00:03<00:00,  3.55it/s][2025-07-13 01:37:09] chair...PCK-Transfer@0.10: 47.67% | PCK-Transfer@0.05: 26.97% | PCK-Transfer@0.15: 58.68%
+
100%|██████████| 13/13 [00:03<00:00,  3.54it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.62it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.66it/s]
100%|██████████| 3/3 [00:00<00:00,  3.67it/s][2025-07-13 01:37:09] cow...PCK-Transfer@0.10: 62.50% | PCK-Transfer@0.05: 31.25% | PCK-Transfer@0.15: 85.42%
+
100%|██████████| 3/3 [00:00<00:00,  3.66it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.59it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.58it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.63it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.58it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.63it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.64it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.67it/s]
100%|██████████| 8/8 [00:02<00:00,  3.66it/s][2025-07-13 01:37:12] diningtable...PCK-Transfer@0.10: 52.60% | PCK-Transfer@0.05: 28.65% | PCK-Transfer@0.15: 69.27%
+
100%|██████████| 8/8 [00:02<00:00,  3.64it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.60it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.63it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.68it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.60it/s]
 21%|██        | 5/24 [00:01<00:05,  3.64it/s]
 25%|██▌       | 6/24 [00:01<00:04,  3.65it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.63it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.63it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.58it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.48it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.47it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.47it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.51it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.51it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.56it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.50it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.51it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.54it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.55it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.57it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.57it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.56it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.53it/s]
100%|██████████| 24/24 [00:06<00:00,  3.53it/s][2025-07-13 01:37:18] dog...PCK-Transfer@0.10: 58.91% | PCK-Transfer@0.05: 41.88% | PCK-Transfer@0.15: 76.15%
+
100%|██████████| 24/24 [00:06<00:00,  3.55it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.55it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.54it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.52it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.49it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.53it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.59it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.69it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.69it/s]
100%|██████████| 9/9 [00:02<00:00,  3.65it/s][2025-07-13 01:37:21] horse...PCK-Transfer@0.10: 67.04% | PCK-Transfer@0.05: 42.46% | PCK-Transfer@0.15: 79.58%
+
100%|██████████| 9/9 [00:02<00:00,  3.61it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.33it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.49it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.60it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.61it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.72it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.66it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.66it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.68it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.69it/s]
 41%|████      | 11/27 [00:03<00:04,  3.65it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.63it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.62it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.62it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.64it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.66it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.68it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.69it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.66it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.70it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.69it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.64it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.65it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.65it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.60it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.63it/s]
100%|██████████| 27/27 [00:07<00:00,  3.64it/s][2025-07-13 01:37:28] motorbike...PCK-Transfer@0.10: 66.72% | PCK-Transfer@0.05: 40.93% | PCK-Transfer@0.15: 80.32%
+
100%|██████████| 27/27 [00:07<00:00,  3.64it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.64it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.56it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.55it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.52it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.61it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.61it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.62it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.58it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.59it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.57it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.58it/s]
100%|██████████| 12/12 [00:03<00:00,  3.54it/s][2025-07-13 01:37:32] person...PCK-Transfer@0.10: 47.36% | PCK-Transfer@0.05: 30.56% | PCK-Transfer@0.15: 62.05%
+
100%|██████████| 12/12 [00:03<00:00,  3.57it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.49it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.57it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.53it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.54it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.58it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.52it/s]
100%|██████████| 7/7 [00:01<00:00,  3.56it/s][2025-07-13 01:37:34] pottedplant...PCK-Transfer@0.10: 39.52% | PCK-Transfer@0.05: 19.52% | PCK-Transfer@0.15: 61.43%
+
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+[2025-07-13 01:37:47] Weighted Per image PCK0.10: 62.21%, image PCK0.05: 42.49%, image PCK0.01: 75.28%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_9__t_0.7_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_9__t_0.7_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..bb12525bf77a8a79ad3a71219618e6bb2adcc85b
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_9__t_0.7_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 01:44:12] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_9__t_0.7_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.5_layer_9', 't_0.7_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.5_layer_9', 't_0.7_layer_9']
+Number of parameters corr net: 120
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+[2025-07-13 01:45:40] Weighted Per image PCK0.10: 65.30%, image PCK0.05: 46.28%, image PCK0.01: 77.51%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_9__t_0.8_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_9__t_0.8_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..c1ab5552a84d58fc55ff7cea1d59334c39156c57
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_9__t_0.8_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 01:53:35] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.5_layer_9__t_0.8_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.5_layer_9', 't_0.8_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.5_layer_9', 't_0.8_layer_11']
+Number of parameters corr net: 120
+
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 30%|███       | 9/30 [00:02<00:06,  3.39it/s]
 33%|███▎      | 10/30 [00:03<00:05,  3.35it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.28it/s]
 40%|████      | 12/30 [00:03<00:05,  3.32it/s]
 43%|████▎     | 13/30 [00:03<00:05,  3.33it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.30it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.26it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.28it/s]
 57%|█████▋    | 17/30 [00:05<00:04,  3.24it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.30it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.37it/s]
 67%|██████▋   | 20/30 [00:06<00:02,  3.38it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.41it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.40it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.34it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.30it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.33it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.31it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.32it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.35it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.38it/s]
100%|██████████| 30/30 [00:09<00:00,  3.41it/s][2025-07-13 01:53:51] bicycle...PCK-Transfer@0.10: 75.48% | PCK-Transfer@0.05: 60.30% | PCK-Transfer@0.15: 82.76%
+
100%|██████████| 30/30 [00:09<00:00,  3.31it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.45it/s]
 20%|██        | 2/10 [00:00<00:02,  3.45it/s]
 30%|███       | 3/10 [00:00<00:02,  3.39it/s]
 40%|████      | 4/10 [00:01<00:01,  3.25it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.33it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.34it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.40it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.43it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.46it/s]
100%|██████████| 10/10 [00:02<00:00,  3.44it/s][2025-07-13 01:53:54] bird...PCK-Transfer@0.10: 72.78% | PCK-Transfer@0.05: 42.47% | PCK-Transfer@0.15: 88.19%
+
100%|██████████| 10/10 [00:02<00:00,  3.40it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.65it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.66it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.59it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.49it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.50it/s]
100%|██████████| 6/6 [00:01<00:00,  3.51it/s][2025-07-13 01:53:55] boat...PCK-Transfer@0.10: 47.22% | PCK-Transfer@0.05: 26.39% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 6/6 [00:01<00:00,  3.53it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.30it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.49it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.49it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.50it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.53it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.52it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.60it/s]
100%|██████████| 8/8 [00:02<00:00,  3.57it/s][2025-07-13 01:53:58] bottle...PCK-Transfer@0.10: 65.62% | PCK-Transfer@0.05: 46.88% | PCK-Transfer@0.15: 76.56%
+
100%|██████████| 8/8 [00:02<00:00,  3.53it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.29it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.37it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.42it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.40it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.47it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.35it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.42it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.39it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.43it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.51it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.53it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.48it/s]
 41%|████      | 13/32 [00:03<00:05,  3.47it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.37it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.40it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.40it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.48it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.49it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.53it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.47it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.48it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.54it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.57it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.55it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.52it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.56it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.54it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.49it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.51it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.56it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.44it/s]
100%|██████████| 32/32 [00:09<00:00,  3.43it/s][2025-07-13 01:54:07] bus...PCK-Transfer@0.10: 70.83% | PCK-Transfer@0.05: 53.65% | PCK-Transfer@0.15: 79.27%
+
100%|██████████| 32/32 [00:09<00:00,  3.47it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:07,  2.51it/s]
 11%|█         | 2/19 [00:00<00:05,  2.90it/s]
 16%|█▌        | 3/19 [00:01<00:05,  3.05it/s]
 21%|██        | 4/19 [00:01<00:04,  3.12it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.23it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.15it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.19it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.27it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.37it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.36it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.39it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.46it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.48it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.48it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.55it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.57it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.60it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.55it/s]
100%|██████████| 19/19 [00:05<00:00,  3.50it/s][2025-07-13 01:54:13] car...PCK-Transfer@0.10: 90.73% | PCK-Transfer@0.05: 78.99% | PCK-Transfer@0.15: 92.55%
+
100%|██████████| 19/19 [00:05<00:00,  3.36it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.18it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.37it/s]
 11%|█         | 3/27 [00:00<00:06,  3.44it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.39it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.29it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.37it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.42it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.46it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.52it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.47it/s]
 41%|████      | 11/27 [00:03<00:04,  3.38it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.37it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.43it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.44it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.49it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.45it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.28it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.30it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.27it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.39it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.40it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.38it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.42it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.43it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.46it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.48it/s]
100%|██████████| 27/27 [00:07<00:00,  3.49it/s][2025-07-13 01:54:21] cat...PCK-Transfer@0.10: 74.03% | PCK-Transfer@0.05: 57.64% | PCK-Transfer@0.15: 84.70%
+
100%|██████████| 27/27 [00:07<00:00,  3.41it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.85it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.16it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.22it/s]
 31%|███       | 4/13 [00:01<00:02,  3.30it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.40it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.48it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.51it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.50it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.50it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.49it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.48it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.54it/s]
100%|██████████| 13/13 [00:03<00:00,  3.53it/s][2025-07-13 01:54:24] chair...PCK-Transfer@0.10: 48.35% | PCK-Transfer@0.05: 31.92% | PCK-Transfer@0.15: 63.57%
+
100%|██████████| 13/13 [00:03<00:00,  3.44it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.27it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.33it/s]
100%|██████████| 3/3 [00:00<00:00,  3.43it/s][2025-07-13 01:54:25] cow...PCK-Transfer@0.10: 72.92% | PCK-Transfer@0.05: 47.92% | PCK-Transfer@0.15: 85.42%
+
100%|██████████| 3/3 [00:00<00:00,  3.40it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.07it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.31it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.44it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.45it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.43it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.51it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.54it/s]
100%|██████████| 8/8 [00:02<00:00,  3.55it/s][2025-07-13 01:54:28] diningtable...PCK-Transfer@0.10: 49.48% | PCK-Transfer@0.05: 28.65% | PCK-Transfer@0.15: 67.71%
+
100%|██████████| 8/8 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.36it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.40it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.45it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.43it/s]
 21%|██        | 5/24 [00:01<00:05,  3.46it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.49it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.51it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.44it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.47it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.46it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.47it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.48it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.45it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.46it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.51it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.52it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.52it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.53it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.52it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.55it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.52it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.52it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.49it/s]
100%|██████████| 24/24 [00:06<00:00,  3.50it/s][2025-07-13 01:54:34] dog...PCK-Transfer@0.10: 68.72% | PCK-Transfer@0.05: 49.23% | PCK-Transfer@0.15: 83.48%
+
100%|██████████| 24/24 [00:06<00:00,  3.49it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  2.74it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.11it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.24it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.29it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.40it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.42it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.55it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.57it/s]
100%|██████████| 9/9 [00:02<00:00,  3.56it/s][2025-07-13 01:54:37] horse...PCK-Transfer@0.10: 73.78% | PCK-Transfer@0.05: 46.83% | PCK-Transfer@0.15: 77.35%
+
100%|██████████| 9/9 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.51it/s]
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 11%|█         | 3/27 [00:00<00:06,  3.63it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.69it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.52it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.49it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.50it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.57it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.60it/s]
 41%|████      | 11/27 [00:03<00:04,  3.67it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.70it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.70it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.68it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.68it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.58it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.65it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.70it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.70it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.72it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.69it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.66it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.70it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.68it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.60it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.61it/s]
100%|██████████| 27/27 [00:07<00:00,  3.62it/s][2025-07-13 01:54:45] motorbike...PCK-Transfer@0.10: 76.19% | PCK-Transfer@0.05: 49.43% | PCK-Transfer@0.15: 84.44%
+
100%|██████████| 27/27 [00:07<00:00,  3.64it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  2.99it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.25it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.37it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.76it/s][2025-07-13 01:54:59] train...PCK-Transfer@0.10: 68.00% | PCK-Transfer@0.05: 45.25% | PCK-Transfer@0.15: 81.00%
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+
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+[2025-07-13 01:55:03] Weighted Per image PCK0.10: 66.93%, image PCK0.05: 47.87%, image PCK0.01: 78.39%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_10__t_0.7_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_10__t_0.7_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..c8da082d06286b65b92ac858e73631e10c0ecd7d
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_10__t_0.7_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 05:29:29] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_10__t_0.7_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.6_layer_10', 't_0.7_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.6_layer_10', 't_0.7_layer_12']
+Number of parameters corr net: 120
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100%|██████████| 32/32 [00:08<00:00,  3.70it/s][2025-07-13 05:30:00] bus...PCK-Transfer@0.10: 77.86% | PCK-Transfer@0.05: 66.93% | PCK-Transfer@0.15: 84.48%
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100%|██████████| 20/20 [00:05<00:00,  3.66it/s][2025-07-13 05:30:50] train...PCK-Transfer@0.10: 66.75% | PCK-Transfer@0.05: 46.25% | PCK-Transfer@0.15: 83.00%
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+
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+[2025-07-13 05:30:54] Weighted Per image PCK0.10: 72.83%, image PCK0.05: 55.90%, image PCK0.01: 82.12%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_10__t_0.7_layer_9.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_10__t_0.7_layer_9.log
new file mode 100644
index 0000000000000000000000000000000000000000..dd20063fa841b271ee5f9b9d14735e08ee374bb2
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_10__t_0.7_layer_9.log
@@ -0,0 +1,44 @@
+[2025-07-13 05:27:50] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_10__t_0.7_layer_9', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.6_layer_10', 't_0.7_layer_9'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.6_layer_10', 't_0.7_layer_9']
+Number of parameters corr net: 120
+
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 73%|███████▎  | 11/15 [00:04<00:01,  3.12it/s]
 80%|████████  | 12/15 [00:05<00:00,  3.23it/s]
 87%|████████▋ | 13/15 [00:05<00:00,  3.23it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.24it/s]
100%|██████████| 15/15 [00:06<00:00,  3.27it/s][2025-07-13 05:27:57] aeroplane...PCK-Transfer@0.10: 85.09% | PCK-Transfer@0.05: 66.79% | PCK-Transfer@0.15: 92.90%
+
100%|██████████| 15/15 [00:06<00:00,  2.44it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:11,  2.50it/s]
  7%|▋         | 2/30 [00:00<00:09,  2.86it/s]
 10%|█         | 3/30 [00:01<00:09,  2.95it/s]
 13%|█▎        | 4/30 [00:01<00:08,  3.00it/s]
 17%|█▋        | 5/30 [00:01<00:08,  3.12it/s]
 20%|██        | 6/30 [00:01<00:07,  3.19it/s]
 23%|██▎       | 7/30 [00:02<00:07,  3.26it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.24it/s]
 30%|███       | 9/30 [00:02<00:06,  3.33it/s]
 33%|███▎      | 10/30 [00:03<00:05,  3.36it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.45it/s]
 40%|████      | 12/30 [00:03<00:05,  3.40it/s]
 43%|████▎     | 13/30 [00:04<00:04,  3.40it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.33it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.35it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.41it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.47it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.49it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.48it/s]
 67%|██████▋   | 20/30 [00:06<00:02,  3.43it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.37it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.32it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.40it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.37it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.39it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.41it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.40it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.42it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.42it/s]
100%|██████████| 30/30 [00:09<00:00,  3.41it/s][2025-07-13 05:28:06] bicycle...PCK-Transfer@0.10: 85.48% | PCK-Transfer@0.05: 70.33% | PCK-Transfer@0.15: 88.82%
+
100%|██████████| 30/30 [00:09<00:00,  3.33it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.33it/s]
 20%|██        | 2/10 [00:00<00:02,  3.29it/s]
 30%|███       | 3/10 [00:00<00:02,  3.39it/s]
 40%|████      | 4/10 [00:01<00:01,  3.38it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.37it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.42it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.42it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.40it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.37it/s]
100%|██████████| 10/10 [00:02<00:00,  3.41it/s][2025-07-13 05:28:09] bird...PCK-Transfer@0.10: 80.36% | PCK-Transfer@0.05: 53.92% | PCK-Transfer@0.15: 89.31%
+
100%|██████████| 10/10 [00:02<00:00,  3.39it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.28it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.30it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.35it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.39it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.47it/s]
100%|██████████| 6/6 [00:01<00:00,  3.37it/s][2025-07-13 05:28:11] boat...PCK-Transfer@0.10: 62.50% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 83.33%
+
100%|██████████| 6/6 [00:01<00:00,  3.37it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.43it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.38it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.40it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.42it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.42it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.45it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.40it/s]
100%|██████████| 8/8 [00:02<00:00,  3.42it/s][2025-07-13 05:28:13] bottle...PCK-Transfer@0.10: 75.00% | PCK-Transfer@0.05: 54.69% | PCK-Transfer@0.15: 81.25%
+
100%|██████████| 8/8 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.28it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.36it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.35it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.37it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.37it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.43it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.39it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.44it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.44it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.38it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.36it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.36it/s]
 41%|████      | 13/32 [00:03<00:05,  3.39it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.45it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.44it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.44it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.42it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.44it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.45it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.46it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.50it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.43it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.44it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.51it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.54it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.49it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.49it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.44it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.39it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.38it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.43it/s]
100%|██████████| 32/32 [00:09<00:00,  3.45it/s][2025-07-13 05:28:23] bus...PCK-Transfer@0.10: 79.69% | PCK-Transfer@0.05: 67.71% | PCK-Transfer@0.15: 85.78%
+
100%|██████████| 32/32 [00:09<00:00,  3.43it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.48it/s]
 11%|█         | 2/19 [00:00<00:04,  3.44it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.45it/s]
 21%|██        | 4/19 [00:01<00:04,  3.45it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.44it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.39it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.37it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.41it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.42it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.47it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.48it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.45it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.44it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.46it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.44it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.43it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.42it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.46it/s]
100%|██████████| 19/19 [00:05<00:00,  3.51it/s][2025-07-13 05:28:28] car...PCK-Transfer@0.10: 93.69% | PCK-Transfer@0.05: 85.02% | PCK-Transfer@0.15: 95.98%
+
100%|██████████| 19/19 [00:05<00:00,  3.45it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.43it/s]
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 11%|█         | 3/27 [00:00<00:07,  3.28it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.38it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.39it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.39it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.42it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.44it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.42it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.43it/s]
 41%|████      | 11/27 [00:03<00:04,  3.45it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.47it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.43it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.43it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.42it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.44it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.50it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.52it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.48it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.45it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.43it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.26it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.29it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.31it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.29it/s]
100%|██████████| 27/27 [00:07<00:00,  3.30it/s][2025-07-13 05:28:36] cat...PCK-Transfer@0.10: 78.42% | PCK-Transfer@0.05: 64.66% | PCK-Transfer@0.15: 85.35%
+
100%|██████████| 27/27 [00:07<00:00,  3.39it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.13it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.32it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.32it/s]
 31%|███       | 4/13 [00:01<00:02,  3.28it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.35it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.35it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.39it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.45it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.48it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.49it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.49it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.46it/s]
100%|██████████| 13/13 [00:03<00:00,  3.47it/s][2025-07-13 05:28:40] chair...PCK-Transfer@0.10: 55.21% | PCK-Transfer@0.05: 37.99% | PCK-Transfer@0.15: 65.02%
+
100%|██████████| 13/13 [00:03<00:00,  3.41it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.51it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.49it/s]
100%|██████████| 3/3 [00:00<00:00,  3.48it/s][2025-07-13 05:28:41] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.48it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.42it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.46it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.46it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.50it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.48it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.46it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.46it/s]
100%|██████████| 8/8 [00:02<00:00,  3.49it/s][2025-07-13 05:28:43] diningtable...PCK-Transfer@0.10: 51.04% | PCK-Transfer@0.05: 36.46% | PCK-Transfer@0.15: 64.58%
+
100%|██████████| 8/8 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.27it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.32it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.36it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.44it/s]
 21%|██        | 5/24 [00:01<00:05,  3.33it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.34it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.37it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.37it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.40it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.44it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.44it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.44it/s]
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 58%|█████▊    | 14/24 [00:04<00:02,  3.35it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.28it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.22it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.22it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.25it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.30it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.31it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.35it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.37it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.40it/s]
100%|██████████| 24/24 [00:07<00:00,  3.41it/s][2025-07-13 05:28:50] dog...PCK-Transfer@0.10: 76.87% | PCK-Transfer@0.05: 58.91% | PCK-Transfer@0.15: 86.64%
+
100%|██████████| 24/24 [00:07<00:00,  3.36it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.45it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.47it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.48it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.54it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.47it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.36it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.26it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.28it/s]
100%|██████████| 9/9 [00:02<00:00,  3.31it/s][2025-07-13 05:28:53] horse...PCK-Transfer@0.10: 85.93% | PCK-Transfer@0.05: 59.26% | PCK-Transfer@0.15: 87.51%
+
100%|██████████| 9/9 [00:02<00:00,  3.36it/s]
+
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 41%|████      | 11/27 [00:03<00:04,  3.41it/s]
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100%|██████████| 7/7 [00:02<00:00,  3.39it/s][2025-07-13 05:29:07] pottedplant...PCK-Transfer@0.10: 53.81% | PCK-Transfer@0.05: 34.76% | PCK-Transfer@0.15: 70.95%
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100%|██████████| 20/20 [00:05<00:00,  3.35it/s][2025-07-13 05:29:17] train...PCK-Transfer@0.10: 73.00% | PCK-Transfer@0.05: 49.50% | PCK-Transfer@0.15: 84.00%
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+
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+[2025-07-13 05:29:21] Weighted Per image PCK0.10: 74.29%, image PCK0.05: 57.35%, image PCK0.01: 82.75%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_10__t_0.8_layer_10_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_10__t_0.8_layer_10_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..f3baca15a789038eb1d012a03571f202e71c0caf
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_10__t_0.8_layer_10_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 05:35:41] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_10__t_0.8_layer_10_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.6_layer_10', 't_0.8_layer_10'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.6_layer_10', 't_0.8_layer_10']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:08<00:00,  3.66it/s][2025-07-13 05:36:12] bus...PCK-Transfer@0.10: 73.18% | PCK-Transfer@0.05: 59.90% | PCK-Transfer@0.15: 81.35%
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100%|██████████| 19/19 [00:05<00:00,  3.71it/s][2025-07-13 05:36:18] car...PCK-Transfer@0.10: 93.69% | PCK-Transfer@0.05: 85.24% | PCK-Transfer@0.15: 95.45%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.57it/s][2025-07-13 05:36:25] cat...PCK-Transfer@0.10: 76.25% | PCK-Transfer@0.05: 60.23% | PCK-Transfer@0.15: 85.63%
+
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+
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100%|██████████| 13/13 [00:03<00:00,  3.53it/s][2025-07-13 05:36:29] chair...PCK-Transfer@0.10: 50.49% | PCK-Transfer@0.05: 31.84% | PCK-Transfer@0.15: 60.15%
+
100%|██████████| 13/13 [00:03<00:00,  3.55it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.62it/s][2025-07-13 05:36:30] cow...PCK-Transfer@0.10: 77.08% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.63it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.56it/s][2025-07-13 05:36:32] diningtable...PCK-Transfer@0.10: 49.48% | PCK-Transfer@0.05: 28.65% | PCK-Transfer@0.15: 70.31%
+
100%|██████████| 8/8 [00:02<00:00,  3.59it/s]
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100%|██████████| 24/24 [00:06<00:00,  3.68it/s][2025-07-13 05:36:38] dog...PCK-Transfer@0.10: 69.83% | PCK-Transfer@0.05: 49.19% | PCK-Transfer@0.15: 84.14%
+
100%|██████████| 24/24 [00:06<00:00,  3.66it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.65it/s][2025-07-13 05:36:41] horse...PCK-Transfer@0.10: 79.07% | PCK-Transfer@0.05: 50.40% | PCK-Transfer@0.15: 84.10%
+
100%|██████████| 9/9 [00:02<00:00,  3.66it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.75it/s][2025-07-13 05:36:48] motorbike...PCK-Transfer@0.10: 78.83% | PCK-Transfer@0.05: 53.63% | PCK-Transfer@0.15: 88.23%
+
100%|██████████| 27/27 [00:07<00:00,  3.66it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.70it/s][2025-07-13 05:36:52] person...PCK-Transfer@0.10: 57.03% | PCK-Transfer@0.05: 41.91% | PCK-Transfer@0.15: 68.50%
+
100%|██████████| 12/12 [00:03<00:00,  3.69it/s]
+
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100%|██████████| 7/7 [00:01<00:00,  3.63it/s][2025-07-13 05:36:54] pottedplant...PCK-Transfer@0.10: 46.67% | PCK-Transfer@0.05: 24.76% | PCK-Transfer@0.15: 65.71%
+
100%|██████████| 7/7 [00:01<00:00,  3.57it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.54it/s][2025-07-13 05:36:54] sheep...PCK-Transfer@0.10: 20.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 20.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.53it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.67it/s][2025-07-13 05:36:57] sofa...PCK-Transfer@0.10: 54.57% | PCK-Transfer@0.05: 37.34% | PCK-Transfer@0.15: 67.86%
+
100%|██████████| 13/13 [00:03<00:00,  3.65it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.67it/s][2025-07-13 05:37:03] train...PCK-Transfer@0.10: 69.00% | PCK-Transfer@0.05: 47.25% | PCK-Transfer@0.15: 82.00%
+
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+
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100%|██████████| 15/15 [00:04<00:00,  3.70it/s][2025-07-13 05:37:07] tvmonitor...PCK-Transfer@0.10: 37.78% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 49.44%
+
100%|██████████| 15/15 [00:04<00:00,  3.68it/s]
+[2025-07-13 05:37:07] Weighted Per image PCK0.10: 69.74%, image PCK0.05: 51.86%, image PCK0.01: 80.08%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_10__t_0.8_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_10__t_0.8_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..5ae3a1dace2174d6f9225a0d729e55cc4bd3062b
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_10__t_0.8_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-13 05:34:07] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_10__t_0.8_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.6_layer_10', 't_0.8_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.6_layer_10', 't_0.8_layer_5']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.52it/s][2025-07-13 05:35:36] tvmonitor...PCK-Transfer@0.10: 25.56% | PCK-Transfer@0.05: 17.22% | PCK-Transfer@0.15: 46.67%
+
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+[2025-07-13 05:35:36] Weighted Per image PCK0.10: 71.08%, image PCK0.05: 53.24%, image PCK0.01: 80.52%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_11__t_0.7_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_11__t_0.7_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..6e66b3772b73468d78a0f9cb1b0745ac547f48b0
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_11__t_0.7_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-13 05:49:47] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_11__t_0.7_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.6_layer_11', 't_0.7_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.6_layer_11', 't_0.7_layer_18']
+Number of parameters corr net: 120
+
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 53%|█████▎    | 17/32 [00:04<00:04,  3.61it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.62it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.59it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.54it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.50it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.56it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.55it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.51it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.46it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.51it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.46it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.47it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.41it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.37it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.34it/s]
100%|██████████| 32/32 [00:09<00:00,  3.35it/s][2025-07-13 05:50:19] bus...PCK-Transfer@0.10: 80.73% | PCK-Transfer@0.05: 69.79% | PCK-Transfer@0.15: 85.52%
+
100%|██████████| 32/32 [00:09<00:00,  3.47it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.28it/s]
 11%|█         | 2/19 [00:00<00:05,  3.26it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.32it/s]
 21%|██        | 4/19 [00:01<00:04,  3.29it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.35it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.39it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.34it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.32it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.26it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.25it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.30it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.32it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.27it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.35it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.26it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.26it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.26it/s]
100%|██████████| 19/19 [00:05<00:00,  3.25it/s][2025-07-13 05:50:25] car...PCK-Transfer@0.10: 91.71% | PCK-Transfer@0.05: 82.43% | PCK-Transfer@0.15: 94.22%
+
100%|██████████| 19/19 [00:05<00:00,  3.29it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.33it/s]
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 15%|█▍        | 4/27 [00:01<00:07,  3.26it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.42it/s]
 41%|████      | 11/27 [00:03<00:04,  3.43it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.55it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.61it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.54it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.51it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.48it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.54it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.56it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.59it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.56it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.57it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.55it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.55it/s]
100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-13 05:50:32] cat...PCK-Transfer@0.10: 82.88% | PCK-Transfer@0.05: 63.03% | PCK-Transfer@0.15: 88.61%
+
100%|██████████| 27/27 [00:07<00:00,  3.48it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.50it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.46it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.44it/s]
 31%|███       | 4/13 [00:01<00:02,  3.48it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.47it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.47it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.48it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.45it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.45it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.42it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.42it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.48it/s]
100%|██████████| 13/13 [00:03<00:00,  3.47it/s][2025-07-13 05:50:36] chair...PCK-Transfer@0.10: 51.71% | PCK-Transfer@0.05: 31.30% | PCK-Transfer@0.15: 60.30%
+
100%|██████████| 13/13 [00:03<00:00,  3.46it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.45it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.42it/s]
100%|██████████| 3/3 [00:00<00:00,  3.43it/s][2025-07-13 05:50:37] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.43it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.46it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.43it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.49it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.42it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.43it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.45it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.46it/s]
100%|██████████| 8/8 [00:02<00:00,  3.45it/s][2025-07-13 05:50:39] diningtable...PCK-Transfer@0.10: 46.87% | PCK-Transfer@0.05: 20.83% | PCK-Transfer@0.15: 60.42%
+
100%|██████████| 8/8 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.35it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.36it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.33it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.29it/s]
 21%|██        | 5/24 [00:01<00:05,  3.29it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.30it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.32it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.28it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.28it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.31it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.29it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.33it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.33it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.34it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.30it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.34it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.38it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.37it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.40it/s]
100%|██████████| 24/24 [00:07<00:00,  3.43it/s][2025-07-13 05:50:47] dog...PCK-Transfer@0.10: 74.93% | PCK-Transfer@0.05: 55.44% | PCK-Transfer@0.15: 85.74%
+
100%|██████████| 24/24 [00:07<00:00,  3.34it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.41it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.44it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.37it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.42it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.46it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.53it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.51it/s]
100%|██████████| 9/9 [00:02<00:00,  3.45it/s][2025-07-13 05:50:49] horse...PCK-Transfer@0.10: 83.28% | PCK-Transfer@0.05: 59.63% | PCK-Transfer@0.15: 87.51%
+
100%|██████████| 9/9 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.42it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.41it/s]
 41%|████      | 11/27 [00:03<00:04,  3.42it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.44it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.46it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.47it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.47it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.41it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.39it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.36it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.31it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.29it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.33it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.32it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.36it/s]
100%|██████████| 27/27 [00:07<00:00,  3.39it/s][2025-07-13 05:50:57] motorbike...PCK-Transfer@0.10: 80.06% | PCK-Transfer@0.05: 59.64% | PCK-Transfer@0.15: 88.31%
+
100%|██████████| 27/27 [00:07<00:00,  3.39it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.41it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.35it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.34it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.35it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.40it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.46it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.45it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.50it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.38it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.38it/s]
100%|██████████| 12/12 [00:03<00:00,  3.36it/s][2025-07-13 05:51:01] person...PCK-Transfer@0.10: 58.13% | PCK-Transfer@0.05: 40.12% | PCK-Transfer@0.15: 71.86%
+
100%|██████████| 12/12 [00:03<00:00,  3.38it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.48it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.51it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.49it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.51it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.54it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.48it/s]
100%|██████████| 7/7 [00:02<00:00,  3.33it/s][2025-07-13 05:51:03] pottedplant...PCK-Transfer@0.10: 48.57% | PCK-Transfer@0.05: 29.05% | PCK-Transfer@0.15: 63.33%
+
100%|██████████| 7/7 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.07it/s][2025-07-13 05:51:03] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.07it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.45it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.42it/s]
 31%|███       | 4/13 [00:01<00:02,  3.39it/s]
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 46%|████▌     | 6/13 [00:01<00:02,  3.36it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.38it/s]
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 77%|███████▋  | 10/13 [00:02<00:00,  3.38it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.42it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.39it/s]
100%|██████████| 13/13 [00:03<00:00,  3.38it/s][2025-07-13 05:51:07] sofa...PCK-Transfer@0.10: 49.89% | PCK-Transfer@0.05: 35.05% | PCK-Transfer@0.15: 65.14%
+
100%|██████████| 13/13 [00:03<00:00,  3.39it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 15%|█▌        | 3/20 [00:00<00:04,  3.46it/s]
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 30%|███       | 6/20 [00:01<00:03,  3.51it/s]
 35%|███▌      | 7/20 [00:02<00:03,  3.48it/s]
 40%|████      | 8/20 [00:02<00:03,  3.55it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.58it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.53it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.58it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.53it/s]
 65%|██████▌   | 13/20 [00:03<00:01,  3.57it/s]
 70%|███████   | 14/20 [00:03<00:01,  3.58it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.54it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.57it/s]
 85%|████████▌ | 17/20 [00:04<00:00,  3.51it/s]
 90%|█████████ | 18/20 [00:05<00:00,  3.53it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.48it/s]
100%|██████████| 20/20 [00:05<00:00,  3.54it/s][2025-07-13 05:51:13] train...PCK-Transfer@0.10: 70.50% | PCK-Transfer@0.05: 47.25% | PCK-Transfer@0.15: 80.75%
+
100%|██████████| 20/20 [00:05<00:00,  3.53it/s]
+
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+[2025-07-13 05:51:17] Weighted Per image PCK0.10: 72.37%, image PCK0.05: 54.72%, image PCK0.01: 80.82%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_11__t_0.8_layer_10_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_11__t_0.8_layer_10_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..1f87b1392a73d9f9aa1d03b2a835b63af5c613c9
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_11__t_0.8_layer_10_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 05:52:57] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_11__t_0.8_layer_10_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.6_layer_11', 't_0.8_layer_10'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.6_layer_11', 't_0.8_layer_10']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:01<00:00,  3.59it/s][2025-07-13 05:54:09] pottedplant...PCK-Transfer@0.10: 43.81% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 65.71%
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+
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100%|██████████| 15/15 [00:04<00:00,  3.55it/s][2025-07-13 05:54:22] tvmonitor...PCK-Transfer@0.10: 41.11% | PCK-Transfer@0.05: 21.11% | PCK-Transfer@0.15: 52.78%
+
100%|██████████| 15/15 [00:04<00:00,  3.61it/s]
+[2025-07-13 05:54:22] Weighted Per image PCK0.10: 70.69%, image PCK0.05: 52.77%, image PCK0.01: 80.91%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_12__t_0.8_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_12__t_0.8_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..3d9885488f0fe892f25214d8f7823b0dd80c48b4
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_12__t_0.8_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-13 06:14:43] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_12__t_0.8_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.6_layer_12', 't_0.8_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.6_layer_12', 't_0.8_layer_18']
+Number of parameters corr net: 120
+
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100%|██████████| 6/6 [00:01<00:00,  3.01it/s][2025-07-13 06:15:04] boat...PCK-Transfer@0.10: 58.33% | PCK-Transfer@0.05: 38.89% | PCK-Transfer@0.15: 75.00%
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100%|██████████| 8/8 [00:02<00:00,  3.44it/s][2025-07-13 06:15:06] bottle...PCK-Transfer@0.10: 64.06% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 71.88%
+
100%|██████████| 8/8 [00:02<00:00,  3.41it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 38%|███▊      | 12/32 [00:03<00:05,  3.47it/s]
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 44%|████▍     | 14/32 [00:04<00:05,  3.41it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.41it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.42it/s]
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 56%|█████▋    | 18/32 [00:05<00:04,  3.47it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.46it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.43it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.39it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.42it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.44it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.44it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.40it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.45it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.44it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.47it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.50it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.48it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.43it/s]
100%|██████████| 32/32 [00:09<00:00,  3.43it/s][2025-07-13 06:15:16] bus...PCK-Transfer@0.10: 83.96% | PCK-Transfer@0.05: 70.94% | PCK-Transfer@0.15: 87.86%
+
100%|██████████| 32/32 [00:09<00:00,  3.41it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.35it/s]
 11%|█         | 2/19 [00:00<00:04,  3.44it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.42it/s]
 21%|██        | 4/19 [00:01<00:04,  3.40it/s]
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 32%|███▏      | 6/19 [00:01<00:04,  3.15it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.24it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.26it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.26it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.27it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.32it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.39it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.38it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.38it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.44it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.46it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.49it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.46it/s]
100%|██████████| 19/19 [00:05<00:00,  3.40it/s][2025-07-13 06:15:21] car...PCK-Transfer@0.10: 89.35% | PCK-Transfer@0.05: 80.09% | PCK-Transfer@0.15: 93.27%
+
100%|██████████| 19/19 [00:05<00:00,  3.36it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.34it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.36it/s]
 11%|█         | 3/27 [00:00<00:07,  3.02it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.07it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.20it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.30it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.34it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.39it/s]
 37%|███▋      | 10/27 [00:03<00:04,  3.40it/s]
 41%|████      | 11/27 [00:03<00:04,  3.36it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.34it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.41it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.46it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.49it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.44it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.42it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.41it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.46it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.47it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.50it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.48it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.47it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.46it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.44it/s]
100%|██████████| 27/27 [00:07<00:00,  3.44it/s][2025-07-13 06:15:29] cat...PCK-Transfer@0.10: 82.95% | PCK-Transfer@0.05: 67.21% | PCK-Transfer@0.15: 90.04%
+
100%|██████████| 27/27 [00:07<00:00,  3.39it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.35it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.34it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.36it/s]
 31%|███       | 4/13 [00:01<00:02,  3.36it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.38it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.42it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.40it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.37it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.38it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.34it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.33it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.38it/s]
100%|██████████| 13/13 [00:03<00:00,  3.38it/s][2025-07-13 06:15:33] chair...PCK-Transfer@0.10: 49.17% | PCK-Transfer@0.05: 30.45% | PCK-Transfer@0.15: 59.36%
+
100%|██████████| 13/13 [00:03<00:00,  3.37it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.41it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.44it/s]
100%|██████████| 3/3 [00:00<00:00,  3.44it/s][2025-07-13 06:15:34] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.43it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.41it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.37it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.38it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.34it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.39it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.42it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.44it/s]
100%|██████████| 8/8 [00:02<00:00,  3.43it/s][2025-07-13 06:15:37] diningtable...PCK-Transfer@0.10: 56.25% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 69.79%
+
100%|██████████| 8/8 [00:02<00:00,  3.41it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.33it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.37it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.42it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.34it/s]
 21%|██        | 5/24 [00:01<00:05,  3.36it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.37it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.39it/s]
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 38%|███▊      | 9/24 [00:02<00:04,  3.41it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.38it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.39it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.38it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.39it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.38it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.41it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.42it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.42it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.43it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.46it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.44it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.43it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.40it/s]
100%|██████████| 24/24 [00:07<00:00,  3.39it/s][2025-07-13 06:15:44] dog...PCK-Transfer@0.10: 80.21% | PCK-Transfer@0.05: 56.23% | PCK-Transfer@0.15: 85.57%
+
100%|██████████| 24/24 [00:07<00:00,  3.40it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.33it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.37it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.49it/s]
100%|██████████| 9/9 [00:02<00:00,  3.46it/s][2025-07-13 06:15:46] horse...PCK-Transfer@0.10: 80.00% | PCK-Transfer@0.05: 57.65% | PCK-Transfer@0.15: 89.47%
+
100%|██████████| 9/9 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.46it/s]
 41%|████      | 11/27 [00:03<00:04,  3.44it/s]
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 52%|█████▏    | 14/27 [00:04<00:03,  3.43it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.43it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.42it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.43it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.43it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.40it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.41it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.37it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.32it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.34it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.35it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.34it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.35it/s]
100%|██████████| 27/27 [00:07<00:00,  3.36it/s][2025-07-13 06:15:54] motorbike...PCK-Transfer@0.10: 84.78% | PCK-Transfer@0.05: 62.27% | PCK-Transfer@0.15: 91.60%
+
100%|██████████| 27/27 [00:07<00:00,  3.40it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.40it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.35it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.33it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.40it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.43it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.47it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.46it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.46it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.44it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.47it/s]
100%|██████████| 12/12 [00:03<00:00,  3.43it/s][2025-07-13 06:15:58] person...PCK-Transfer@0.10: 65.41% | PCK-Transfer@0.05: 43.83% | PCK-Transfer@0.15: 76.79%
+
100%|██████████| 12/12 [00:03<00:00,  3.42it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.55it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.58it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.53it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.54it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.57it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.51it/s]
100%|██████████| 7/7 [00:01<00:00,  3.50it/s][2025-07-13 06:16:00] pottedplant...PCK-Transfer@0.10: 60.95% | PCK-Transfer@0.05: 37.14% | PCK-Transfer@0.15: 77.62%
+
100%|██████████| 7/7 [00:01<00:00,  3.52it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.41it/s][2025-07-13 06:16:00] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.41it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.41it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.37it/s]
 31%|███       | 4/13 [00:01<00:02,  3.37it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.41it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.41it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.42it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.44it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.46it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.43it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.47it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.41it/s]
100%|██████████| 13/13 [00:03<00:00,  3.39it/s][2025-07-13 06:16:04] sofa...PCK-Transfer@0.10: 65.42% | PCK-Transfer@0.05: 45.12% | PCK-Transfer@0.15: 73.42%
+
100%|██████████| 13/13 [00:03<00:00,  3.41it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.52it/s]
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 60%|██████    | 12/20 [00:03<00:02,  3.51it/s]
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+[2025-07-13 06:16:14] Weighted Per image PCK0.10: 75.51%, image PCK0.05: 57.77%, image PCK0.01: 83.18%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_13__t_0.6_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_13__t_0.6_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..4a478f2b4d1b5f2813ce6b6a59875919a3372f99
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_13__t_0.6_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-13 06:17:51] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_13__t_0.6_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.6_layer_13', 't_0.6_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.6_layer_13', 't_0.6_layer_20']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.52it/s][2025-07-13 06:19:21] tvmonitor...PCK-Transfer@0.10: 34.44% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 46.11%
+
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+[2025-07-13 06:19:21] Weighted Per image PCK0.10: 65.98%, image PCK0.05: 48.89%, image PCK0.01: 74.54%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_15__t_0.7_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_15__t_0.7_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..5c5a1cdd6187de51ff5f0e976b56b4ca413d68b3
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_15__t_0.7_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 06:38:13] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_15__t_0.7_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.6_layer_15', 't_0.7_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.6_layer_15', 't_0.7_layer_15']
+Number of parameters corr net: 120
+
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+
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 17%|█▋        | 1/6 [00:00<00:01,  3.65it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.67it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.62it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.54it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.54it/s]
100%|██████████| 6/6 [00:01<00:00,  3.61it/s][2025-07-13 06:38:33] boat...PCK-Transfer@0.10: 55.56% | PCK-Transfer@0.05: 34.72% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 6/6 [00:01<00:00,  3.60it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.45it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.64it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.57it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.56it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.58it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.56it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.67it/s]
100%|██████████| 8/8 [00:02<00:00,  3.67it/s][2025-07-13 06:38:35] bottle...PCK-Transfer@0.10: 54.69% | PCK-Transfer@0.05: 43.75% | PCK-Transfer@0.15: 65.62%
+
100%|██████████| 8/8 [00:02<00:00,  3.62it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.65it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.59it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.58it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.55it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.50it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.41it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.40it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.37it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.41it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.50it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.58it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.59it/s]
 41%|████      | 13/32 [00:03<00:05,  3.56it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.53it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.56it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.55it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.60it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.63it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.64it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.63it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.61it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.66it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.68it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.64it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.60it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.66it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.62it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.66it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.69it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.69it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.61it/s]
100%|██████████| 32/32 [00:08<00:00,  3.59it/s][2025-07-13 06:38:44] bus...PCK-Transfer@0.10: 76.56% | PCK-Transfer@0.05: 63.28% | PCK-Transfer@0.15: 82.14%
+
100%|██████████| 32/32 [00:08<00:00,  3.58it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.22it/s]
 11%|█         | 2/19 [00:00<00:04,  3.49it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.55it/s]
 21%|██        | 4/19 [00:01<00:04,  3.56it/s]
 26%|██▋       | 5/19 [00:01<00:03,  3.54it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.65it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.72it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.66it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.67it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.61it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.61it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.65it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.64it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.60it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.65it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.65it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.67it/s]
 95%|█████████▍| 18/19 [00:04<00:00,  3.65it/s]
100%|██████████| 19/19 [00:05<00:00,  3.60it/s][2025-07-13 06:38:50] car...PCK-Transfer@0.10: 90.43% | PCK-Transfer@0.05: 80.74% | PCK-Transfer@0.15: 92.42%
+
100%|██████████| 19/19 [00:05<00:00,  3.61it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.47it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.59it/s]
 11%|█         | 3/27 [00:00<00:06,  3.68it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.62it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.65it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.67it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.64it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.64it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.65it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.60it/s]
 41%|████      | 11/27 [00:03<00:04,  3.56it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.51it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.57it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.58it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.65it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.71it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.64it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.58it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.55it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.54it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.55it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.60it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.62it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.63it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.61it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.60it/s]
100%|██████████| 27/27 [00:07<00:00,  3.60it/s][2025-07-13 06:38:57] cat...PCK-Transfer@0.10: 80.26% | PCK-Transfer@0.05: 65.56% | PCK-Transfer@0.15: 85.55%
+
100%|██████████| 27/27 [00:07<00:00,  3.60it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.16it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.30it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.29it/s]
 31%|███       | 4/13 [00:01<00:02,  3.35it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.41it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.43it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.45it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.42it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.39it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.36it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.32it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.36it/s]
100%|██████████| 13/13 [00:03<00:00,  3.35it/s][2025-07-13 06:39:01] chair...PCK-Transfer@0.10: 41.77% | PCK-Transfer@0.05: 27.03% | PCK-Transfer@0.15: 48.12%
+
100%|██████████| 13/13 [00:03<00:00,  3.36it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.20it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.40it/s]
100%|██████████| 3/3 [00:00<00:00,  3.48it/s][2025-07-13 06:39:02] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 66.67% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.43it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.41it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.47it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.58it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.56it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.58it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.60it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.61it/s]
100%|██████████| 8/8 [00:02<00:00,  3.60it/s][2025-07-13 06:39:04] diningtable...PCK-Transfer@0.10: 42.19% | PCK-Transfer@0.05: 22.40% | PCK-Transfer@0.15: 61.98%
+
100%|██████████| 8/8 [00:02<00:00,  3.58it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.56it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.58it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.59it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.52it/s]
 21%|██        | 5/24 [00:01<00:05,  3.54it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.55it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.56it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.56it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.56it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.54it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.53it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.52it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.52it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.50it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.53it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.54it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.55it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.57it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.58it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.62it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.64it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.64it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.59it/s]
100%|██████████| 24/24 [00:06<00:00,  3.58it/s][2025-07-13 06:39:11] dog...PCK-Transfer@0.10: 69.69% | PCK-Transfer@0.05: 52.52% | PCK-Transfer@0.15: 79.60%
+
100%|██████████| 24/24 [00:06<00:00,  3.56it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.49it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.60it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.60it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.56it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.57it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.59it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.65it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.66it/s]
100%|██████████| 9/9 [00:02<00:00,  3.63it/s][2025-07-13 06:39:13] horse...PCK-Transfer@0.10: 74.55% | PCK-Transfer@0.05: 50.90% | PCK-Transfer@0.15: 79.58%
+
100%|██████████| 9/9 [00:02<00:00,  3.61it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.43it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.55it/s]
 11%|█         | 3/27 [00:00<00:06,  3.58it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.61it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.58it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.65it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.60it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.60it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.64it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.64it/s]
 41%|████      | 11/27 [00:03<00:04,  3.64it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.63it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.61it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.62it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.60it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.61it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.63it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.62it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.59it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.66it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.66it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.60it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.60it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.56it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.51it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.49it/s]
100%|██████████| 27/27 [00:07<00:00,  3.48it/s][2025-07-13 06:39:21] motorbike...PCK-Transfer@0.10: 78.87% | PCK-Transfer@0.05: 60.50% | PCK-Transfer@0.15: 86.67%
+
100%|██████████| 27/27 [00:07<00:00,  3.58it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.41it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.35it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.36it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.35it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.43it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.50it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.57it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.58it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.63it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.61it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.64it/s]
100%|██████████| 12/12 [00:03<00:00,  3.58it/s][2025-07-13 06:39:24] person...PCK-Transfer@0.10: 56.49% | PCK-Transfer@0.05: 38.94% | PCK-Transfer@0.15: 70.04%
+
100%|██████████| 12/12 [00:03<00:00,  3.53it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.65it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.71it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.66it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.69it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.71it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.64it/s]
100%|██████████| 7/7 [00:01<00:00,  3.64it/s][2025-07-13 06:39:26] pottedplant...PCK-Transfer@0.10: 56.19% | PCK-Transfer@0.05: 34.29% | PCK-Transfer@0.15: 73.33%
+
100%|██████████| 7/7 [00:01<00:00,  3.66it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.46it/s][2025-07-13 06:39:27] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.46it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.55it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.57it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.57it/s]
 31%|███       | 4/13 [00:01<00:02,  3.53it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.53it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.52it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.52it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.52it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.58it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.57it/s]
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+[2025-07-13 06:39:40] Weighted Per image PCK0.10: 69.38%, image PCK0.05: 53.60%, image PCK0.01: 78.47%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_15__t_0.7_layer_9.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_15__t_0.7_layer_9.log
new file mode 100644
index 0000000000000000000000000000000000000000..72e7a9dffd8aea4a62d444f8b20662482e0024e8
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_15__t_0.7_layer_9.log
@@ -0,0 +1,44 @@
+[2025-07-13 06:35:01] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_15__t_0.7_layer_9', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.6_layer_15', 't_0.7_layer_9'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.6_layer_15', 't_0.7_layer_9']
+Number of parameters corr net: 120
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100%|██████████| 13/13 [00:03<00:00,  3.55it/s][2025-07-13 06:36:22] sofa...PCK-Transfer@0.10: 60.74% | PCK-Transfer@0.05: 45.14% | PCK-Transfer@0.15: 76.41%
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+
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+[2025-07-13 06:36:32] Weighted Per image PCK0.10: 76.25%, image PCK0.05: 60.19%, image PCK0.01: 83.41%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_15__t_0.8_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_15__t_0.8_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..1f16814d51aeeba4aa0e44be542c95196a0a0284
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_15__t_0.8_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-13 06:46:03] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_15__t_0.8_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.6_layer_15', 't_0.8_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.6_layer_15', 't_0.8_layer_18']
+Number of parameters corr net: 120
+
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 97%|█████████▋| 29/30 [00:08<00:00,  3.42it/s]
100%|██████████| 30/30 [00:08<00:00,  3.40it/s][2025-07-13 06:46:19] bicycle...PCK-Transfer@0.10: 82.79% | PCK-Transfer@0.05: 72.48% | PCK-Transfer@0.15: 87.03%
+
100%|██████████| 30/30 [00:08<00:00,  3.38it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.45it/s]
 20%|██        | 2/10 [00:00<00:02,  3.41it/s]
 30%|███       | 3/10 [00:00<00:02,  3.49it/s]
 40%|████      | 4/10 [00:01<00:01,  3.45it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.42it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.46it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.46it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.49it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.48it/s]
100%|██████████| 10/10 [00:02<00:00,  3.49it/s][2025-07-13 06:46:22] bird...PCK-Transfer@0.10: 75.78% | PCK-Transfer@0.05: 50.58% | PCK-Transfer@0.15: 89.44%
+
100%|██████████| 10/10 [00:02<00:00,  3.47it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.26it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.31it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.39it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.48it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.52it/s]
100%|██████████| 6/6 [00:01<00:00,  3.43it/s][2025-07-13 06:46:23] boat...PCK-Transfer@0.10: 58.33% | PCK-Transfer@0.05: 38.89% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 6/6 [00:01<00:00,  3.42it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.46it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.41it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.44it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.45it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.46it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.48it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.44it/s]
100%|██████████| 8/8 [00:02<00:00,  3.45it/s][2025-07-13 06:46:26] bottle...PCK-Transfer@0.10: 59.38% | PCK-Transfer@0.05: 45.31% | PCK-Transfer@0.15: 73.44%
+
100%|██████████| 8/8 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.26it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.28it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.29it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.34it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.34it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.42it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.31it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.39it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.40it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.35it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.34it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.31it/s]
 41%|████      | 13/32 [00:03<00:05,  3.34it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.40it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.40it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.39it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.37it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.38it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.37it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.39it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.42it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.37it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.34it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.39it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.43it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.40it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.41it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.37it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.35it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.35it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.41it/s]
100%|██████████| 32/32 [00:09<00:00,  3.43it/s][2025-07-13 06:46:35] bus...PCK-Transfer@0.10: 82.81% | PCK-Transfer@0.05: 68.49% | PCK-Transfer@0.15: 85.78%
+
100%|██████████| 32/32 [00:09<00:00,  3.38it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.25it/s]
 11%|█         | 2/19 [00:00<00:05,  3.14it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.24it/s]
 21%|██        | 4/19 [00:01<00:04,  3.28it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.34it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.30it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.28it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.33it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.34it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.39it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.39it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.36it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.39it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.41it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.38it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.38it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.37it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.40it/s]
100%|██████████| 19/19 [00:05<00:00,  3.46it/s][2025-07-13 06:46:41] car...PCK-Transfer@0.10: 87.05% | PCK-Transfer@0.05: 76.97% | PCK-Transfer@0.15: 92.02%
+
100%|██████████| 19/19 [00:05<00:00,  3.36it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.48it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.38it/s]
 11%|█         | 3/27 [00:00<00:07,  3.36it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.43it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.41it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.39it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.42it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.43it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.40it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.39it/s]
 41%|████      | 11/27 [00:03<00:04,  3.41it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.44it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.39it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.41it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.37it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.37it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.40it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.45it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.46it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.42it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.39it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.37it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.38it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.38it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.39it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.38it/s]
100%|██████████| 27/27 [00:07<00:00,  3.39it/s][2025-07-13 06:46:49] cat...PCK-Transfer@0.10: 78.46% | PCK-Transfer@0.05: 61.71% | PCK-Transfer@0.15: 87.28%
+
100%|██████████| 27/27 [00:07<00:00,  3.40it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.38it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.51it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.52it/s]
 31%|███       | 4/13 [00:01<00:02,  3.46it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.45it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.42it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.42it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.46it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.49it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.51it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.51it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.48it/s]
100%|██████████| 13/13 [00:03<00:00,  3.48it/s][2025-07-13 06:46:52] chair...PCK-Transfer@0.10: 42.07% | PCK-Transfer@0.05: 26.26% | PCK-Transfer@0.15: 50.04%
+
100%|██████████| 13/13 [00:03<00:00,  3.47it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.51it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.48it/s]
100%|██████████| 3/3 [00:00<00:00,  3.48it/s][2025-07-13 06:46:53] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.48it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.44it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.45it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.45it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.51it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.49it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.46it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.45it/s]
100%|██████████| 8/8 [00:02<00:00,  3.47it/s][2025-07-13 06:46:56] diningtable...PCK-Transfer@0.10: 56.25% | PCK-Transfer@0.05: 25.52% | PCK-Transfer@0.15: 69.79%
+
100%|██████████| 8/8 [00:02<00:00,  3.47it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.39it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.48it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.45it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.51it/s]
 21%|██        | 5/24 [00:01<00:05,  3.49it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.48it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.47it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.45it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.47it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.50it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.50it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.48it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.47it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.45it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.46it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.48it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.49it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.47it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.48it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.45it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.46it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.46it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.47it/s]
100%|██████████| 24/24 [00:06<00:00,  3.47it/s][2025-07-13 06:47:03] dog...PCK-Transfer@0.10: 72.71% | PCK-Transfer@0.05: 53.63% | PCK-Transfer@0.15: 83.45%
+
100%|██████████| 24/24 [00:06<00:00,  3.47it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.46it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.45it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.49it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.55it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.49it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.45it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.40it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.42it/s]
100%|██████████| 9/9 [00:02<00:00,  3.46it/s][2025-07-13 06:47:05] horse...PCK-Transfer@0.10: 77.72% | PCK-Transfer@0.05: 52.88% | PCK-Transfer@0.15: 82.75%
+
100%|██████████| 9/9 [00:02<00:00,  3.46it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.55it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.54it/s]
 11%|█         | 3/27 [00:00<00:06,  3.51it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.46it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.47it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.42it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.47it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.46it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.46it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.46it/s]
 41%|████      | 11/27 [00:03<00:04,  3.43it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.45it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.48it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.48it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.50it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.47it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.46it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.48it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.49it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.47it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.48it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.53it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.52it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.54it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.55it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.53it/s]
100%|██████████| 27/27 [00:07<00:00,  3.53it/s][2025-07-13 06:47:13] motorbike...PCK-Transfer@0.10: 82.38% | PCK-Transfer@0.05: 61.58% | PCK-Transfer@0.15: 89.01%
+
100%|██████████| 27/27 [00:07<00:00,  3.49it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.45it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.60it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.65it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.68it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.56it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.57it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.53it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.53it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.49it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.49it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.45it/s]
100%|██████████| 12/12 [00:03<00:00,  3.48it/s][2025-07-13 06:47:16] person...PCK-Transfer@0.10: 59.32% | PCK-Transfer@0.05: 40.57% | PCK-Transfer@0.15: 71.23%
+
100%|██████████| 12/12 [00:03<00:00,  3.52it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.39it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.40it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.44it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.43it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.40it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.43it/s]
100%|██████████| 7/7 [00:02<00:00,  3.46it/s][2025-07-13 06:47:18] pottedplant...PCK-Transfer@0.10: 63.33% | PCK-Transfer@0.05: 32.38% | PCK-Transfer@0.15: 70.48%
+
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100%|██████████| 20/20 [00:05<00:00,  3.39it/s][2025-07-13 06:47:28] train...PCK-Transfer@0.10: 69.50% | PCK-Transfer@0.05: 48.25% | PCK-Transfer@0.15: 77.50%
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100%|██████████| 15/15 [00:04<00:00,  3.49it/s][2025-07-13 06:47:33] tvmonitor...PCK-Transfer@0.10: 32.22% | PCK-Transfer@0.05: 22.78% | PCK-Transfer@0.15: 38.89%
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+[2025-07-13 06:47:33] Weighted Per image PCK0.10: 71.77%, image PCK0.05: 54.25%, image PCK0.01: 79.62%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_18__t_0.6_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_18__t_0.6_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..2f955c4833f352d141a6b235b24f0e6e905e86ee
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_18__t_0.6_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-13 06:47:36] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_18__t_0.6_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.6_layer_18', 't_0.6_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.6_layer_18', 't_0.6_layer_20']
+Number of parameters corr net: 120
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+
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+[2025-07-13 06:49:06] Weighted Per image PCK0.10: 57.51%, image PCK0.05: 40.60%, image PCK0.01: 66.52%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_20__t_0.7_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_20__t_0.7_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..d01a00493bab76a710c0d5798dc6d2e47ab06c3c
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_20__t_0.7_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 07:04:48] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_20__t_0.7_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.6_layer_20', 't_0.7_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.6_layer_20', 't_0.7_layer_11']
+Number of parameters corr net: 120
+
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 33%|███▎      | 10/30 [00:03<00:05,  3.45it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.40it/s]
 40%|████      | 12/30 [00:03<00:05,  3.41it/s]
 43%|████▎     | 13/30 [00:03<00:04,  3.40it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.50it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.50it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.49it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.46it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.47it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.46it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.47it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.50it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.55it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.50it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.51it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.42it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.44it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.45it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.41it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.43it/s]
100%|██████████| 30/30 [00:08<00:00,  3.47it/s][2025-07-13 07:05:03] bicycle...PCK-Transfer@0.10: 68.24% | PCK-Transfer@0.05: 57.33% | PCK-Transfer@0.15: 74.00%
+
100%|██████████| 30/30 [00:08<00:00,  3.42it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.46it/s]
 20%|██        | 2/10 [00:00<00:02,  3.50it/s]
 30%|███       | 3/10 [00:00<00:02,  3.48it/s]
 40%|████      | 4/10 [00:01<00:01,  3.49it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.52it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.45it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.49it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.49it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.51it/s]
100%|██████████| 10/10 [00:02<00:00,  3.48it/s][2025-07-13 07:05:06] bird...PCK-Transfer@0.10: 65.67% | PCK-Transfer@0.05: 41.94% | PCK-Transfer@0.15: 78.36%
+
100%|██████████| 10/10 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.30it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.53it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.48it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.32it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.23it/s]
100%|██████████| 6/6 [00:01<00:00,  3.37it/s][2025-07-13 07:05:08] boat...PCK-Transfer@0.10: 41.67% | PCK-Transfer@0.05: 27.78% | PCK-Transfer@0.15: 61.11%
+
100%|██████████| 6/6 [00:01<00:00,  3.36it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.38it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.61it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.57it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.53it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.54it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.49it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.48it/s]
100%|██████████| 8/8 [00:02<00:00,  3.47it/s][2025-07-13 07:05:10] bottle...PCK-Transfer@0.10: 35.94% | PCK-Transfer@0.05: 20.31% | PCK-Transfer@0.15: 45.31%
+
100%|██████████| 8/8 [00:02<00:00,  3.50it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  3.05it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.16it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.23it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.34it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.26it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.29it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.37it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.38it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.41it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.50it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.53it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.53it/s]
 41%|████      | 13/32 [00:03<00:05,  3.51it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.47it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.51it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.39it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.47it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.50it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.50it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.40it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.41it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.41it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.46it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.34it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.33it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.35it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.37it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.42it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.39it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.45it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.43it/s]
100%|██████████| 32/32 [00:09<00:00,  3.44it/s][2025-07-13 07:05:20] bus...PCK-Transfer@0.10: 54.43% | PCK-Transfer@0.05: 38.02% | PCK-Transfer@0.15: 62.50%
+
100%|██████████| 32/32 [00:09<00:00,  3.41it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.06it/s]
 11%|█         | 2/19 [00:00<00:05,  3.35it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.41it/s]
 21%|██        | 4/19 [00:01<00:04,  3.29it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.34it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.47it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.53it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.52it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.55it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.51it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.52it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.58it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.57it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.53it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.60it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.61it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.62it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.57it/s]
100%|██████████| 19/19 [00:05<00:00,  3.54it/s][2025-07-13 07:05:25] car...PCK-Transfer@0.10: 72.20% | PCK-Transfer@0.05: 55.99% | PCK-Transfer@0.15: 79.96%
+
100%|██████████| 19/19 [00:05<00:00,  3.51it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  2.98it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.24it/s]
 11%|█         | 3/27 [00:00<00:07,  3.42it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.43it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.49it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.44it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.46it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.49it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.54it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.54it/s]
 41%|████      | 11/27 [00:03<00:04,  3.54it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.50it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.55it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.54it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.58it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.62it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.56it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.53it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.54it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.58it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.60it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.62it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.61it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.61it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.58it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.57it/s]
100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-13 07:05:33] cat...PCK-Transfer@0.10: 70.52% | PCK-Transfer@0.05: 52.13% | PCK-Transfer@0.15: 76.66%
+
100%|██████████| 27/27 [00:07<00:00,  3.53it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.47it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.48it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.49it/s]
 31%|███       | 4/13 [00:01<00:02,  3.53it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.56it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.60it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.60it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.57it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.55it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.50it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.49it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.55it/s]
100%|██████████| 13/13 [00:03<00:00,  3.54it/s][2025-07-13 07:05:37] chair...PCK-Transfer@0.10: 30.19% | PCK-Transfer@0.05: 17.80% | PCK-Transfer@0.15: 36.13%
+
100%|██████████| 13/13 [00:03<00:00,  3.54it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.49it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.56it/s]
100%|██████████| 3/3 [00:00<00:00,  3.56it/s][2025-07-13 07:05:37] cow...PCK-Transfer@0.10: 83.33% | PCK-Transfer@0.05: 54.17% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 3/3 [00:00<00:00,  3.55it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.57it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.53it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.58it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.53it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.54it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.56it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.59it/s]
100%|██████████| 8/8 [00:02<00:00,  3.57it/s][2025-07-13 07:05:40] diningtable...PCK-Transfer@0.10: 31.25% | PCK-Transfer@0.05: 8.85% | PCK-Transfer@0.15: 46.35%
+
100%|██████████| 8/8 [00:02<00:00,  3.56it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.45it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.51it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.52it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.47it/s]
 21%|██        | 5/24 [00:01<00:05,  3.49it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.51it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.52it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.55it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.55it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.51it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.51it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.51it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.44it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.40it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.46it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.48it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.29it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.29it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.35it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.41it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.42it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.34it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.32it/s]
100%|██████████| 24/24 [00:07<00:00,  3.33it/s][2025-07-13 07:05:47] dog...PCK-Transfer@0.10: 60.44% | PCK-Transfer@0.05: 42.34% | PCK-Transfer@0.15: 75.21%
+
100%|██████████| 24/24 [00:07<00:00,  3.43it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.49it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.54it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.51it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.46it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.51it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.55it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.63it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.61it/s]
100%|██████████| 9/9 [00:02<00:00,  3.59it/s][2025-07-13 07:05:49] horse...PCK-Transfer@0.10: 70.71% | PCK-Transfer@0.05: 48.78% | PCK-Transfer@0.15: 81.83%
+
100%|██████████| 9/9 [00:02<00:00,  3.56it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.45it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.54it/s]
 11%|█         | 3/27 [00:00<00:06,  3.56it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.58it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.56it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.63it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.57it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.57it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.59it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.60it/s]
 41%|████      | 11/27 [00:03<00:04,  3.60it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.58it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.56it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.56it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.57it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.57it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.60it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.62it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.59it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.60it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.60it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.54it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.55it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.54it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.52it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.53it/s]
100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-13 07:05:57] motorbike...PCK-Transfer@0.10: 70.27% | PCK-Transfer@0.05: 47.14% | PCK-Transfer@0.15: 78.61%
+
100%|██████████| 27/27 [00:07<00:00,  3.57it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.59it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.56it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.54it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.51it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.73it/s][2025-07-13 07:06:11] train...PCK-Transfer@0.10: 61.50% | PCK-Transfer@0.05: 33.50% | PCK-Transfer@0.15: 72.50%
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+[2025-07-13 07:06:15] Weighted Per image PCK0.10: 57.16%, image PCK0.05: 39.15%, image PCK0.01: 67.06%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_20__t_0.7_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_20__t_0.7_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..64b6ce12f5fdecd865a85b7d5101286481de60b9
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_20__t_0.7_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 07:07:53] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_20__t_0.7_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.6_layer_20', 't_0.7_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.6_layer_20', 't_0.7_layer_15']
+Number of parameters corr net: 120
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+[2025-07-13 07:09:19] Weighted Per image PCK0.10: 55.76%, image PCK0.05: 38.52%, image PCK0.01: 65.70%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_20__t_0.7_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_20__t_0.7_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..0817f2c113eb68d59f8d0df1b39300b568ceaa1f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_20__t_0.7_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 07:03:11] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_20__t_0.7_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.6_layer_20', 't_0.7_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.6_layer_20', 't_0.7_layer_5']
+Number of parameters corr net: 120
+
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 73%|███████▎  | 11/15 [00:04<00:01,  3.22it/s]
 80%|████████  | 12/15 [00:05<00:00,  3.29it/s]
 87%|████████▋ | 13/15 [00:05<00:00,  3.32it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.35it/s]
100%|██████████| 15/15 [00:05<00:00,  3.39it/s][2025-07-13 07:03:18] aeroplane...PCK-Transfer@0.10: 60.74% | PCK-Transfer@0.05: 38.32% | PCK-Transfer@0.15: 71.55%
+
100%|██████████| 15/15 [00:05<00:00,  2.52it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:08,  3.25it/s]
  7%|▋         | 2/30 [00:00<00:08,  3.34it/s]
 10%|█         | 3/30 [00:00<00:07,  3.46it/s]
 13%|█▎        | 4/30 [00:01<00:07,  3.44it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.42it/s]
 20%|██        | 6/30 [00:01<00:07,  3.41it/s]
 23%|██▎       | 7/30 [00:02<00:06,  3.41it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.49it/s]
 30%|███       | 9/30 [00:02<00:06,  3.44it/s]
 33%|███▎      | 10/30 [00:02<00:05,  3.48it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.44it/s]
 40%|████      | 12/30 [00:03<00:05,  3.45it/s]
 43%|████▎     | 13/30 [00:03<00:05,  3.38it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.44it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.42it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.37it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.28it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.28it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.32it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.36it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.39it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.42it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.36it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.40it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.41it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.38it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.41it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.38it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.39it/s]
100%|██████████| 30/30 [00:08<00:00,  3.36it/s][2025-07-13 07:03:27] bicycle...PCK-Transfer@0.10: 62.48% | PCK-Transfer@0.05: 51.24% | PCK-Transfer@0.15: 67.94%
+
100%|██████████| 30/30 [00:08<00:00,  3.39it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.42it/s]
 20%|██        | 2/10 [00:00<00:02,  3.41it/s]
 30%|███       | 3/10 [00:00<00:02,  3.40it/s]
 40%|████      | 4/10 [00:01<00:01,  3.41it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.43it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.38it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.40it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.42it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.39it/s]
100%|██████████| 10/10 [00:02<00:00,  3.38it/s][2025-07-13 07:03:30] bird...PCK-Transfer@0.10: 63.31% | PCK-Transfer@0.05: 39.44% | PCK-Transfer@0.15: 77.25%
+
100%|██████████| 10/10 [00:02<00:00,  3.40it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.59it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.57it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.52it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.46it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.47it/s]
100%|██████████| 6/6 [00:01<00:00,  3.51it/s][2025-07-13 07:03:31] boat...PCK-Transfer@0.10: 41.67% | PCK-Transfer@0.05: 27.78% | PCK-Transfer@0.15: 63.89%
+
100%|██████████| 6/6 [00:01<00:00,  3.50it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.44it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.58it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.52it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.49it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.44it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.37it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.41it/s]
100%|██████████| 8/8 [00:02<00:00,  3.39it/s][2025-07-13 07:03:34] bottle...PCK-Transfer@0.10: 31.25% | PCK-Transfer@0.05: 15.62% | PCK-Transfer@0.15: 40.62%
+
100%|██████████| 8/8 [00:02<00:00,  3.43it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.42it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.40it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.35it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.36it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.37it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.31it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.32it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.29it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.29it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.36it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.39it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.39it/s]
 41%|████      | 13/32 [00:03<00:05,  3.36it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.37it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.42it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.44it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.48it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.46it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.47it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.45it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.44it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.51it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.52it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.46it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.39it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.43it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.42it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.45it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.45it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.43it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.41it/s]
100%|██████████| 32/32 [00:09<00:00,  3.42it/s][2025-07-13 07:03:43] bus...PCK-Transfer@0.10: 49.22% | PCK-Transfer@0.05: 34.11% | PCK-Transfer@0.15: 59.37%
+
100%|██████████| 32/32 [00:09<00:00,  3.41it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.34it/s]
 11%|█         | 2/19 [00:00<00:04,  3.41it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.42it/s]
 21%|██        | 4/19 [00:01<00:04,  3.39it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.36it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.46it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.52it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.48it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.47it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.43it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.45it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.47it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.42it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.43it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.50it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.52it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.56it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.54it/s]
100%|██████████| 19/19 [00:05<00:00,  3.50it/s][2025-07-13 07:03:49] car...PCK-Transfer@0.10: 70.38% | PCK-Transfer@0.05: 55.51% | PCK-Transfer@0.15: 78.46%
+
100%|██████████| 19/19 [00:05<00:00,  3.47it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  2.96it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.22it/s]
 11%|█         | 3/27 [00:00<00:07,  3.01it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.13it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.23it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.29it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.32it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.38it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.44it/s]
 37%|███▋      | 10/27 [00:03<00:04,  3.46it/s]
 41%|████      | 11/27 [00:03<00:04,  3.46it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.44it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.51it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.51it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.55it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.58it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.52it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.48it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.54it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.53it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.55it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.53it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.53it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.53it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.51it/s]
100%|██████████| 27/27 [00:07<00:00,  3.51it/s][2025-07-13 07:03:56] cat...PCK-Transfer@0.10: 64.43% | PCK-Transfer@0.05: 45.25% | PCK-Transfer@0.15: 73.53%
+
100%|██████████| 27/27 [00:07<00:00,  3.44it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.28it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.37it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.36it/s]
 31%|███       | 4/13 [00:01<00:02,  3.43it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.48it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.49it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.50it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.49it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.49it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.48it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.48it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.51it/s]
100%|██████████| 13/13 [00:03<00:00,  3.48it/s][2025-07-13 07:04:00] chair...PCK-Transfer@0.10: 30.19% | PCK-Transfer@0.05: 16.09% | PCK-Transfer@0.15: 36.13%
+
100%|██████████| 13/13 [00:03<00:00,  3.47it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.48it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.50it/s]
100%|██████████| 3/3 [00:00<00:00,  3.52it/s][2025-07-13 07:04:01] cow...PCK-Transfer@0.10: 79.17% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 87.50%
+
100%|██████████| 3/3 [00:00<00:00,  3.51it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.46it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.46it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.52it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.48it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.51it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.53it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.55it/s]
100%|██████████| 8/8 [00:02<00:00,  3.54it/s][2025-07-13 07:04:03] diningtable...PCK-Transfer@0.10: 29.17% | PCK-Transfer@0.05: 6.77% | PCK-Transfer@0.15: 44.27%
+
100%|██████████| 8/8 [00:02<00:00,  3.52it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.49it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.50it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.52it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.48it/s]
 21%|██        | 5/24 [00:01<00:05,  3.50it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.49it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.51it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.52it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.51it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.47it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.48it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.49it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.51it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.50it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.52it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.54it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.53it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.54it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.52it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.56it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.53it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.53it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.51it/s]
100%|██████████| 24/24 [00:06<00:00,  3.52it/s][2025-07-13 07:04:10] dog...PCK-Transfer@0.10: 54.19% | PCK-Transfer@0.05: 37.20% | PCK-Transfer@0.15: 68.50%
+
100%|██████████| 24/24 [00:06<00:00,  3.51it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.47it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.52it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.50it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.48it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.52it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.55it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.61it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.59it/s]
100%|██████████| 9/9 [00:02<00:00,  3.55it/s][2025-07-13 07:04:13] horse...PCK-Transfer@0.10: 67.65% | PCK-Transfer@0.05: 42.96% | PCK-Transfer@0.15: 78.76%
+
100%|██████████| 9/9 [00:02<00:00,  3.54it/s]
+
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 15%|█▍        | 4/27 [00:01<00:06,  3.56it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.59it/s]
 41%|████      | 11/27 [00:03<00:04,  3.57it/s]
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 67%|██████▋   | 18/27 [00:05<00:02,  3.59it/s]
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100%|██████████| 7/7 [00:01<00:00,  3.64it/s][2025-07-13 07:04:26] pottedplant...PCK-Transfer@0.10: 44.76% | PCK-Transfer@0.05: 27.14% | PCK-Transfer@0.15: 56.67%
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100%|██████████| 20/20 [00:05<00:00,  3.69it/s][2025-07-13 07:04:35] train...PCK-Transfer@0.10: 54.50% | PCK-Transfer@0.05: 29.50% | PCK-Transfer@0.15: 66.50%
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+
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+[2025-07-13 07:04:39] Weighted Per image PCK0.10: 52.96%, image PCK0.05: 35.32%, image PCK0.01: 63.56%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_5__t_0.8_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_5__t_0.8_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..ebde90faf0d6c6f7b40cb56450cb661d32217e7a
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_5__t_0.8_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 05:01:24] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_5__t_0.8_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.6_layer_5', 't_0.8_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.6_layer_5', 't_0.8_layer_20']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:08<00:00,  3.59it/s][2025-07-13 05:01:55] bus...PCK-Transfer@0.10: 64.32% | PCK-Transfer@0.05: 45.83% | PCK-Transfer@0.15: 75.78%
+
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100%|██████████| 19/19 [00:05<00:00,  3.68it/s][2025-07-13 05:02:01] car...PCK-Transfer@0.10: 80.90% | PCK-Transfer@0.05: 65.66% | PCK-Transfer@0.15: 83.29%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-13 05:02:08] cat...PCK-Transfer@0.10: 64.40% | PCK-Transfer@0.05: 44.51% | PCK-Transfer@0.15: 76.39%
+
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+
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100%|██████████| 13/13 [00:03<00:00,  3.69it/s][2025-07-13 05:02:12] chair...PCK-Transfer@0.10: 34.91% | PCK-Transfer@0.05: 21.58% | PCK-Transfer@0.15: 43.16%
+
100%|██████████| 13/13 [00:03<00:00,  3.67it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.67it/s][2025-07-13 05:02:13] cow...PCK-Transfer@0.10: 72.92% | PCK-Transfer@0.05: 54.17% | PCK-Transfer@0.15: 87.50%
+
100%|██████████| 3/3 [00:00<00:00,  3.67it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.66it/s][2025-07-13 05:02:15] diningtable...PCK-Transfer@0.10: 49.48% | PCK-Transfer@0.05: 23.44% | PCK-Transfer@0.15: 58.85%
+
100%|██████████| 8/8 [00:02<00:00,  3.65it/s]
+
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100%|██████████| 24/24 [00:06<00:00,  3.63it/s][2025-07-13 05:02:21] dog...PCK-Transfer@0.10: 56.38% | PCK-Transfer@0.05: 35.83% | PCK-Transfer@0.15: 70.49%
+
100%|██████████| 24/24 [00:06<00:00,  3.64it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.61it/s][2025-07-13 05:02:24] horse...PCK-Transfer@0.10: 64.13% | PCK-Transfer@0.05: 39.13% | PCK-Transfer@0.15: 76.80%
+
100%|██████████| 9/9 [00:02<00:00,  3.64it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.76it/s][2025-07-13 05:02:31] motorbike...PCK-Transfer@0.10: 67.74% | PCK-Transfer@0.05: 41.95% | PCK-Transfer@0.15: 77.25%
+
100%|██████████| 27/27 [00:07<00:00,  3.68it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.70it/s][2025-07-13 05:02:35] person...PCK-Transfer@0.10: 48.61% | PCK-Transfer@0.05: 29.84% | PCK-Transfer@0.15: 63.20%
+
100%|██████████| 12/12 [00:03<00:00,  3.72it/s]
+
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100%|██████████| 7/7 [00:01<00:00,  3.61it/s][2025-07-13 05:02:36] pottedplant...PCK-Transfer@0.10: 44.29% | PCK-Transfer@0.05: 11.90% | PCK-Transfer@0.15: 63.33%
+
100%|██████████| 7/7 [00:01<00:00,  3.57it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.56it/s][2025-07-13 05:02:37] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.55it/s]
+
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 62%|██████▏   | 8/13 [00:02<00:01,  3.59it/s]
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100%|██████████| 13/13 [00:03<00:00,  3.68it/s][2025-07-13 05:02:40] sofa...PCK-Transfer@0.10: 41.95% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 55.45%
+
100%|██████████| 13/13 [00:03<00:00,  3.65it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.64it/s][2025-07-13 05:02:46] train...PCK-Transfer@0.10: 67.50% | PCK-Transfer@0.05: 39.25% | PCK-Transfer@0.15: 77.75%
+
100%|██████████| 20/20 [00:05<00:00,  3.64it/s]
+
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100%|██████████| 15/15 [00:04<00:00,  3.65it/s][2025-07-13 05:02:50] tvmonitor...PCK-Transfer@0.10: 31.67% | PCK-Transfer@0.05: 21.67% | PCK-Transfer@0.15: 47.78%
+
100%|██████████| 15/15 [00:04<00:00,  3.57it/s]
+[2025-07-13 05:02:50] Weighted Per image PCK0.10: 60.21%, image PCK0.05: 39.86%, image PCK0.01: 71.63%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_9__t_0.6_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_9__t_0.6_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..ba50b0379a45e93168dfe66772ffb0753de38903
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_9__t_0.6_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-13 05:02:55] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_9__t_0.6_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.6_layer_9', 't_0.6_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.6_layer_9', 't_0.6_layer_11']
+Number of parameters corr net: 120
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+
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+[2025-07-13 05:04:24] Weighted Per image PCK0.10: 75.38%, image PCK0.05: 58.97%, image PCK0.01: 83.57%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_9__t_0.7_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_9__t_0.7_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..e48d4dde891a7d7fe4add0a67a80be791734cf80
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_9__t_0.7_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 05:10:39] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.6_layer_9__t_0.7_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.6_layer_9', 't_0.7_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.6_layer_9', 't_0.7_layer_11']
+Number of parameters corr net: 120
+
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 53%|█████▎    | 17/32 [00:05<00:04,  3.33it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.39it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.44it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.49it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.52it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.48it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.49it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.56it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.60it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.56it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.52it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.46it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.47it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.36it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.40it/s]
100%|██████████| 32/32 [00:09<00:00,  3.36it/s][2025-07-13 05:11:10] bus...PCK-Transfer@0.10: 74.74% | PCK-Transfer@0.05: 58.59% | PCK-Transfer@0.15: 83.18%
+
100%|██████████| 32/32 [00:09<00:00,  3.41it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:08,  2.11it/s]
 11%|█         | 2/19 [00:00<00:06,  2.44it/s]
 16%|█▌        | 3/19 [00:01<00:05,  2.77it/s]
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 32%|███▏      | 6/19 [00:02<00:04,  3.17it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.23it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.37it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.46it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.45it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.47it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.46it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.50it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.52it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.50it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.50it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.50it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.52it/s]
100%|██████████| 19/19 [00:05<00:00,  3.59it/s][2025-07-13 05:11:16] car...PCK-Transfer@0.10: 90.85% | PCK-Transfer@0.05: 79.42% | PCK-Transfer@0.15: 93.30%
+
100%|██████████| 19/19 [00:05<00:00,  3.32it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.36it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.46it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.53it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.55it/s]
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 63%|██████▎   | 17/27 [00:04<00:02,  3.60it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.65it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.65it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.63it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.60it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.59it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.60it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.59it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.60it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.59it/s]
100%|██████████| 27/27 [00:07<00:00,  3.57it/s][2025-07-13 05:11:24] cat...PCK-Transfer@0.10: 75.70% | PCK-Transfer@0.05: 60.53% | PCK-Transfer@0.15: 83.55%
+
100%|██████████| 27/27 [00:07<00:00,  3.51it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.45it/s]
 15%|█▌        | 2/13 [00:00<00:04,  2.70it/s]
 23%|██▎       | 3/13 [00:01<00:03,  2.80it/s]
 31%|███       | 4/13 [00:01<00:02,  3.03it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.07it/s]
 46%|████▌     | 6/13 [00:02<00:02,  3.11it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.23it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.31it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.40it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.44it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.49it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.44it/s]
100%|██████████| 13/13 [00:04<00:00,  3.45it/s][2025-07-13 05:11:28] chair...PCK-Transfer@0.10: 53.50% | PCK-Transfer@0.05: 34.40% | PCK-Transfer@0.15: 59.38%
+
100%|██████████| 13/13 [00:04<00:00,  3.24it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.42it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.49it/s]
100%|██████████| 3/3 [00:00<00:00,  3.54it/s][2025-07-13 05:11:29] cow...PCK-Transfer@0.10: 72.92% | PCK-Transfer@0.05: 43.75% | PCK-Transfer@0.15: 89.58%
+
100%|██████████| 3/3 [00:00<00:00,  3.51it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.21it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.40it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.52it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.63it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.62it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.61it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.62it/s]
100%|██████████| 8/8 [00:02<00:00,  3.65it/s][2025-07-13 05:11:31] diningtable...PCK-Transfer@0.10: 52.60% | PCK-Transfer@0.05: 31.77% | PCK-Transfer@0.15: 72.40%
+
100%|██████████| 8/8 [00:02<00:00,  3.59it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.03it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.19it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.35it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.50it/s]
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 25%|██▌       | 6/24 [00:01<00:05,  3.50it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.53it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.51it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.52it/s]
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 58%|█████▊    | 14/24 [00:04<00:02,  3.48it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.53it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.59it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.58it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.60it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.62it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.65it/s]
100%|██████████| 24/24 [00:06<00:00,  3.65it/s][2025-07-13 05:11:38] dog...PCK-Transfer@0.10: 69.14% | PCK-Transfer@0.05: 49.70% | PCK-Transfer@0.15: 84.08%
+
100%|██████████| 24/24 [00:06<00:00,  3.53it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  2.84it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.18it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.49it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.53it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.54it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.56it/s]
100%|██████████| 9/9 [00:02<00:00,  3.61it/s][2025-07-13 05:11:40] horse...PCK-Transfer@0.10: 78.92% | PCK-Transfer@0.05: 52.12% | PCK-Transfer@0.15: 83.94%
+
100%|██████████| 9/9 [00:02<00:00,  3.50it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.63it/s]
 41%|████      | 11/27 [00:03<00:04,  3.64it/s]
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 59%|█████▉    | 16/27 [00:04<00:02,  3.69it/s]
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 70%|███████   | 19/27 [00:05<00:02,  3.69it/s]
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 78%|███████▊  | 21/27 [00:05<00:01,  3.70it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.75it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.72it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.74it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.71it/s][2025-07-13 05:11:48] motorbike...PCK-Transfer@0.10: 77.67% | PCK-Transfer@0.05: 53.54% | PCK-Transfer@0.15: 85.93%
+
100%|██████████| 27/27 [00:07<00:00,  3.65it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  2.81it/s]
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 25%|██▌       | 3/12 [00:00<00:02,  3.46it/s]
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 42%|████▏     | 5/12 [00:01<00:01,  3.59it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.64it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.61it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.64it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.65it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.66it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.66it/s]
100%|██████████| 12/12 [00:03<00:00,  3.71it/s][2025-07-13 05:11:51] person...PCK-Transfer@0.10: 55.21% | PCK-Transfer@0.05: 40.89% | PCK-Transfer@0.15: 67.07%
+
100%|██████████| 12/12 [00:03<00:00,  3.61it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.60it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.60it/s]
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 71%|███████▏  | 5/7 [00:01<00:00,  3.61it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.65it/s]
100%|██████████| 7/7 [00:01<00:00,  3.69it/s][2025-07-13 05:11:53] pottedplant...PCK-Transfer@0.10: 46.67% | PCK-Transfer@0.05: 19.52% | PCK-Transfer@0.15: 66.19%
+
100%|██████████| 7/7 [00:01<00:00,  3.65it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.60it/s][2025-07-13 05:11:53] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.59it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.67it/s]
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 77%|███████▋  | 10/13 [00:02<00:00,  3.70it/s]
 85%|████████▍ | 11/13 [00:02<00:00,  3.65it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.73it/s]
100%|██████████| 13/13 [00:03<00:00,  3.74it/s][2025-07-13 05:11:57] sofa...PCK-Transfer@0.10: 51.40% | PCK-Transfer@0.05: 34.56% | PCK-Transfer@0.15: 64.70%
+
100%|██████████| 13/13 [00:03<00:00,  3.71it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 15%|█▌        | 3/20 [00:00<00:04,  3.74it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.67it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.64it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.65it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.64it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.66it/s]
 65%|██████▌   | 13/20 [00:03<00:01,  3.63it/s]
 70%|███████   | 14/20 [00:03<00:01,  3.64it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.67it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.62it/s]
 85%|████████▌ | 17/20 [00:04<00:00,  3.71it/s]
 90%|█████████ | 18/20 [00:04<00:00,  3.67it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.70it/s]
100%|██████████| 20/20 [00:05<00:00,  3.65it/s][2025-07-13 05:12:02] train...PCK-Transfer@0.10: 67.75% | PCK-Transfer@0.05: 39.25% | PCK-Transfer@0.15: 82.00%
+
100%|██████████| 20/20 [00:05<00:00,  3.66it/s]
+
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+[2025-07-13 05:12:06] Weighted Per image PCK0.10: 69.34%, image PCK0.05: 50.64%, image PCK0.01: 79.49%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.7_layer_12__t_0.7_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.7_layer_12__t_0.7_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..6ca7eb2a699a0ff6030d0d67a829dfbf6f57001a
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.7_layer_12__t_0.7_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 08:07:20] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.7_layer_12__t_0.7_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.7_layer_12', 't_0.7_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.7_layer_12', 't_0.7_layer_18']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:01<00:00,  3.66it/s][2025-07-13 08:08:33] pottedplant...PCK-Transfer@0.10: 60.95% | PCK-Transfer@0.05: 33.81% | PCK-Transfer@0.15: 73.33%
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100%|██████████| 15/15 [00:04<00:00,  3.66it/s][2025-07-13 08:08:46] tvmonitor...PCK-Transfer@0.10: 49.44% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 54.44%
+
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+[2025-07-13 08:08:46] Weighted Per image PCK0.10: 74.46%, image PCK0.05: 56.63%, image PCK0.01: 82.21%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.7_layer_12__t_0.8_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.7_layer_12__t_0.8_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..1c9365243905763c7ae979aded67ee64364c840e
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.7_layer_12__t_0.8_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 08:08:56] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.7_layer_12__t_0.8_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.7_layer_12', 't_0.8_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.7_layer_12', 't_0.8_layer_9']
+Number of parameters corr net: 120
+
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100%|██████████| 8/8 [00:02<00:00,  3.59it/s][2025-07-13 08:09:18] bottle...PCK-Transfer@0.10: 65.62% | PCK-Transfer@0.05: 51.56% | PCK-Transfer@0.15: 76.56%
+
100%|██████████| 8/8 [00:02<00:00,  3.58it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.68it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.62it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.56it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.54it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.61it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.53it/s]
 22%|██▏       | 7/32 [00:01<00:07,  3.47it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.45it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.48it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.45it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.54it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.61it/s]
 41%|████      | 13/32 [00:03<00:05,  3.60it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.57it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.58it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.61it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.70it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.72it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.72it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.70it/s]
 66%|██████▌   | 21/32 [00:05<00:02,  3.67it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.74it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.75it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.68it/s]
 78%|███████▊  | 25/32 [00:06<00:01,  3.63it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.69it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.65it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.70it/s]
 91%|█████████ | 29/32 [00:07<00:00,  3.72it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.72it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.66it/s]
100%|██████████| 32/32 [00:08<00:00,  3.59it/s][2025-07-13 08:09:27] bus...PCK-Transfer@0.10: 81.77% | PCK-Transfer@0.05: 65.62% | PCK-Transfer@0.15: 87.34%
+
100%|██████████| 32/32 [00:08<00:00,  3.62it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.53it/s]
 11%|█         | 2/19 [00:00<00:05,  3.32it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.39it/s]
 21%|██        | 4/19 [00:01<00:04,  3.44it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.11it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.14it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.35it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.42it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.50it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.47it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.45it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.53it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.53it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.53it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.60it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.61it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.60it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.45it/s]
100%|██████████| 19/19 [00:05<00:00,  3.45it/s][2025-07-13 08:09:33] car...PCK-Transfer@0.10: 90.21% | PCK-Transfer@0.05: 80.34% | PCK-Transfer@0.15: 91.97%
+
100%|██████████| 19/19 [00:05<00:00,  3.44it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.19it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.37it/s]
 11%|█         | 3/27 [00:00<00:07,  3.40it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.43it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.52it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.60it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.59it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.62it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.70it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.67it/s]
 41%|████      | 11/27 [00:03<00:04,  3.68it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.63it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.72it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.72it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.80it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.87it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.70it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.55it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.59it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.70it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.67it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.74it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.74it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.76it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.69it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.69it/s]
100%|██████████| 27/27 [00:07<00:00,  3.67it/s][2025-07-13 08:09:40] cat...PCK-Transfer@0.10: 81.10% | PCK-Transfer@0.05: 62.59% | PCK-Transfer@0.15: 88.73%
+
100%|██████████| 27/27 [00:07<00:00,  3.65it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.00it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.26it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.40it/s]
 31%|███       | 4/13 [00:01<00:02,  3.49it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.56it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.61it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.57it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.55it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.52it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.50it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.50it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.57it/s]
100%|██████████| 13/13 [00:03<00:00,  3.56it/s][2025-07-13 08:09:44] chair...PCK-Transfer@0.10: 52.65% | PCK-Transfer@0.05: 33.01% | PCK-Transfer@0.15: 63.06%
+
100%|██████████| 13/13 [00:03<00:00,  3.51it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.51it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.54it/s]
100%|██████████| 3/3 [00:00<00:00,  3.58it/s][2025-07-13 08:09:45] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.56it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.49it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.52it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.55it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.50it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.51it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.54it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.60it/s]
100%|██████████| 8/8 [00:02<00:00,  3.60it/s][2025-07-13 08:09:47] diningtable...PCK-Transfer@0.10: 53.12% | PCK-Transfer@0.05: 31.77% | PCK-Transfer@0.15: 74.48%
+
100%|██████████| 8/8 [00:02<00:00,  3.56it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.56it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.62it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.65it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.59it/s]
 21%|██        | 5/24 [00:01<00:05,  3.61it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.59it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.64it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.68it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.64it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.59it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.60it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.58it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.59it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.50it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.49it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.52it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.54it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.57it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.59it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.64it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.60it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.56it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.55it/s]
100%|██████████| 24/24 [00:06<00:00,  3.56it/s][2025-07-13 08:09:54] dog...PCK-Transfer@0.10: 73.96% | PCK-Transfer@0.05: 57.52% | PCK-Transfer@0.15: 85.29%
+
100%|██████████| 24/24 [00:06<00:00,  3.58it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.42it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.55it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.53it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.49it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.58it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.62it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.67it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.69it/s]
100%|██████████| 9/9 [00:02<00:00,  3.64it/s][2025-07-13 08:09:56] horse...PCK-Transfer@0.10: 82.35% | PCK-Transfer@0.05: 56.19% | PCK-Transfer@0.15: 87.51%
+
100%|██████████| 9/9 [00:02<00:00,  3.60it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.24it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.42it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.52it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.65it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.62it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.63it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.63it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.64it/s]
 41%|████      | 11/27 [00:03<00:04,  3.64it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.63it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.61it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.61it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.60it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.58it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.59it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.61it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.57it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.59it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.62it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.56it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.56it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.55it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.51it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.54it/s]
100%|██████████| 27/27 [00:07<00:00,  3.58it/s][2025-07-13 08:10:04] motorbike...PCK-Transfer@0.10: 81.22% | PCK-Transfer@0.05: 59.74% | PCK-Transfer@0.15: 88.14%
+
100%|██████████| 27/27 [00:07<00:00,  3.58it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.59it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.49it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.46it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.48it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.58it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.60it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.62it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.59it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.61it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.57it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.61it/s]
100%|██████████| 12/12 [00:03<00:00,  3.58it/s][2025-07-13 08:10:07] person...PCK-Transfer@0.10: 58.48% | PCK-Transfer@0.05: 41.73% | PCK-Transfer@0.15: 70.99%
+
100%|██████████| 12/12 [00:03<00:00,  3.57it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.70it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.76it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.71it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.75it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.79it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.69it/s]
100%|██████████| 7/7 [00:01<00:00,  3.58it/s][2025-07-13 08:10:09] pottedplant...PCK-Transfer@0.10: 56.19% | PCK-Transfer@0.05: 31.43% | PCK-Transfer@0.15: 68.57%
+
100%|██████████| 7/7 [00:01<00:00,  3.67it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.02it/s][2025-07-13 08:10:09] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.02it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.21it/s]
 15%|█▌        | 2/13 [00:00<00:03,  2.93it/s]
 23%|██▎       | 3/13 [00:01<00:04,  2.14it/s]
 31%|███       | 4/13 [00:01<00:03,  2.49it/s]
 38%|███▊      | 5/13 [00:02<00:03,  2.47it/s]
 46%|████▌     | 6/13 [00:02<00:02,  2.70it/s]
 54%|█████▍    | 7/13 [00:02<00:02,  2.93it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.10it/s]
 69%|██████▉   | 9/13 [00:03<00:01,  3.21it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.35it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.38it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.48it/s]
100%|██████████| 13/13 [00:04<00:00,  3.53it/s][2025-07-13 08:10:14] sofa...PCK-Transfer@0.10: 58.71% | PCK-Transfer@0.05: 34.67% | PCK-Transfer@0.15: 70.61%
+
100%|██████████| 13/13 [00:04<00:00,  3.05it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 10%|█         | 2/20 [00:00<00:05,  3.54it/s]
 15%|█▌        | 3/20 [00:00<00:04,  3.61it/s]
 20%|██        | 4/20 [00:01<00:04,  3.62it/s]
 25%|██▌       | 5/20 [00:01<00:04,  3.60it/s]
 30%|███       | 6/20 [00:01<00:03,  3.61it/s]
 35%|███▌      | 7/20 [00:01<00:03,  3.66it/s]
 40%|████      | 8/20 [00:02<00:03,  3.60it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.58it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.58it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.57it/s]
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+[2025-07-13 08:10:23] Weighted Per image PCK0.10: 73.45%, image PCK0.05: 55.37%, image PCK0.01: 82.44%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.7_layer_13__t_0.8_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.7_layer_13__t_0.8_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..83ab41fdf2b2b89e0bd0bd16d8d07a9e538f6087
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.7_layer_13__t_0.8_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-13 08:22:54] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.7_layer_13__t_0.8_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.7_layer_13', 't_0.8_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.7_layer_13', 't_0.8_layer_15']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.51it/s][2025-07-13 08:24:25] tvmonitor...PCK-Transfer@0.10: 40.56% | PCK-Transfer@0.05: 26.11% | PCK-Transfer@0.15: 50.56%
+
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+[2025-07-13 08:24:25] Weighted Per image PCK0.10: 75.72%, image PCK0.05: 58.43%, image PCK0.01: 83.01%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.7_layer_15__t_0.8_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.7_layer_15__t_0.8_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..a0e9dd3aa3761481db54d8671dfc5dd8a3195965
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.7_layer_15__t_0.8_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 08:32:27] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.7_layer_15__t_0.8_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.7_layer_15', 't_0.8_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.7_layer_15', 't_0.8_layer_20']
+Number of parameters corr net: 120
+
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100%|██████████| 10/10 [00:02<00:00,  3.47it/s][2025-07-13 08:32:45] bird...PCK-Transfer@0.10: 72.17% | PCK-Transfer@0.05: 46.83% | PCK-Transfer@0.15: 90.69%
+
100%|██████████| 10/10 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  2.90it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.29it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.41it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.40it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.43it/s]
100%|██████████| 6/6 [00:01<00:00,  3.42it/s][2025-07-13 08:32:47] boat...PCK-Transfer@0.10: 52.78% | PCK-Transfer@0.05: 30.56% | PCK-Transfer@0.15: 77.78%
+
100%|██████████| 6/6 [00:01<00:00,  3.38it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.41it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.57it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.44it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.46it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.52it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.49it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.56it/s]
100%|██████████| 8/8 [00:02<00:00,  3.50it/s][2025-07-13 08:32:49] bottle...PCK-Transfer@0.10: 56.25% | PCK-Transfer@0.05: 35.94% | PCK-Transfer@0.15: 62.50%
+
100%|██████████| 8/8 [00:02<00:00,  3.50it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.17it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.31it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.35it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.18it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.25it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.33it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.34it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.37it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.38it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.40it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.41it/s]
 41%|████      | 13/32 [00:03<00:05,  3.44it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.43it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.47it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.39it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.46it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.48it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.50it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.45it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.47it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.55it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.57it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.55it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.50it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.44it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.45it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.52it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.50it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.54it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.52it/s]
100%|██████████| 32/32 [00:09<00:00,  3.51it/s][2025-07-13 08:32:58] bus...PCK-Transfer@0.10: 76.41% | PCK-Transfer@0.05: 58.70% | PCK-Transfer@0.15: 79.01%
+
100%|██████████| 32/32 [00:09<00:00,  3.44it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.37it/s]
 11%|█         | 2/19 [00:00<00:04,  3.54it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.54it/s]
 21%|██        | 4/19 [00:01<00:04,  3.52it/s]
 26%|██▋       | 5/19 [00:01<00:03,  3.51it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.58it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.65it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.59it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.61it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.55it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.52it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.58it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.54it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.54it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.49it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.51it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.53it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.47it/s]
100%|██████████| 19/19 [00:05<00:00,  3.40it/s][2025-07-13 08:33:04] car...PCK-Transfer@0.10: 87.85% | PCK-Transfer@0.05: 72.60% | PCK-Transfer@0.15: 91.14%
+
100%|██████████| 19/19 [00:05<00:00,  3.51it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.04it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.30it/s]
 11%|█         | 3/27 [00:00<00:07,  3.42it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.21it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.19it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.30it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.36it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.41it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.48it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.48it/s]
 41%|████      | 11/27 [00:03<00:04,  3.50it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.49it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.57it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.58it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.61it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.65it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.57it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.55it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.56it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.62it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.57it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.52it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.46it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.43it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.40it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.39it/s]
100%|██████████| 27/27 [00:07<00:00,  3.43it/s][2025-07-13 08:33:12] cat...PCK-Transfer@0.10: 76.57% | PCK-Transfer@0.05: 60.62% | PCK-Transfer@0.15: 81.73%
+
100%|██████████| 27/27 [00:07<00:00,  3.46it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.42it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.42it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.44it/s]
 31%|███       | 4/13 [00:01<00:02,  3.44it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.49it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.56it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.47it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.38it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.35it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.40it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.39it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.45it/s]
100%|██████████| 13/13 [00:03<00:00,  3.46it/s][2025-07-13 08:33:15] chair...PCK-Transfer@0.10: 40.09% | PCK-Transfer@0.05: 23.91% | PCK-Transfer@0.15: 46.73%
+
100%|██████████| 13/13 [00:03<00:00,  3.44it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.24it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.32it/s]
100%|██████████| 3/3 [00:00<00:00,  3.35it/s][2025-07-13 08:33:16] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 68.75% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.33it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.23it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.29it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.37it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.34it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.38it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.42it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.44it/s]
100%|██████████| 8/8 [00:02<00:00,  3.44it/s][2025-07-13 08:33:19] diningtable...PCK-Transfer@0.10: 50.52% | PCK-Transfer@0.05: 23.44% | PCK-Transfer@0.15: 63.02%
+
100%|██████████| 8/8 [00:02<00:00,  3.40it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.29it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.37it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.43it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.38it/s]
 21%|██        | 5/24 [00:01<00:05,  3.36it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.41it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.48it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.51it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.46it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.43it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.42it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.42it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.43it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.43it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.42it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.46it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.45it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.45it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.47it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.51it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.47it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.46it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.44it/s]
100%|██████████| 24/24 [00:06<00:00,  3.43it/s][2025-07-13 08:33:26] dog...PCK-Transfer@0.10: 64.93% | PCK-Transfer@0.05: 48.18% | PCK-Transfer@0.15: 75.39%
+
100%|██████████| 24/24 [00:06<00:00,  3.44it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  2.99it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.17it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.22it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.26it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.32it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.37it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.48it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.47it/s]
100%|██████████| 9/9 [00:02<00:00,  3.44it/s][2025-07-13 08:33:28] horse...PCK-Transfer@0.10: 73.36% | PCK-Transfer@0.05: 53.28% | PCK-Transfer@0.15: 81.83%
+
100%|██████████| 9/9 [00:02<00:00,  3.36it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.31it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.46it/s]
 11%|█         | 3/27 [00:00<00:06,  3.51it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.56it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.64it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.62it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.59it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.61it/s]
 41%|████      | 11/27 [00:03<00:04,  3.59it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.62it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.65it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.67it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.64it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.63it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.60it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.58it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.56it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.54it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.54it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.47it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.51it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.51it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.48it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.47it/s]
100%|██████████| 27/27 [00:07<00:00,  3.50it/s][2025-07-13 08:33:36] motorbike...PCK-Transfer@0.10: 76.39% | PCK-Transfer@0.05: 55.31% | PCK-Transfer@0.15: 83.86%
+
100%|██████████| 27/27 [00:07<00:00,  3.56it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.46it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.45it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.42it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.40it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.51it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.53it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.57it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.57it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.58it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.57it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.57it/s]
100%|██████████| 12/12 [00:03<00:00,  3.50it/s][2025-07-13 08:33:39] person...PCK-Transfer@0.10: 56.00% | PCK-Transfer@0.05: 38.06% | PCK-Transfer@0.15: 66.90%
+
100%|██████████| 12/12 [00:03<00:00,  3.52it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.44it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.45it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.51it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.54it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.55it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.49it/s]
100%|██████████| 7/7 [00:01<00:00,  3.51it/s][2025-07-13 08:33:41] pottedplant...PCK-Transfer@0.10: 50.95% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 67.62%
+
100%|██████████| 7/7 [00:01<00:00,  3.51it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.46it/s][2025-07-13 08:33:42] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.45it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.63it/s]
 15%|█▌        | 2/13 [00:00<00:02,  3.71it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.67it/s]
 31%|███       | 4/13 [00:01<00:02,  3.65it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.67it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.63it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.60it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.58it/s]
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+[2025-07-13 08:33:55] Weighted Per image PCK0.10: 67.96%, image PCK0.05: 49.55%, image PCK0.01: 76.36%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.7_layer_18__t_0.8_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.7_layer_18__t_0.8_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..bcdc0df59057f4343696ada41222f98de9571641
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.7_layer_18__t_0.8_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-13 08:40:13] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.7_layer_18__t_0.8_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.7_layer_18', 't_0.8_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.7_layer_18', 't_0.8_layer_18']
+Number of parameters corr net: 120
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+
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+[2025-07-13 08:41:44] Weighted Per image PCK0.10: 68.84%, image PCK0.05: 51.30%, image PCK0.01: 76.44%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.7_layer_20__t_0.8_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.7_layer_20__t_0.8_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..2a4dca3f95d46d5b30168b5b6f90d3db35bfb5e5
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.7_layer_20__t_0.8_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-13 08:43:22] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.7_layer_20__t_0.8_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.7_layer_20', 't_0.8_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.7_layer_20', 't_0.8_layer_10']
+Number of parameters corr net: 120
+
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 93%|█████████▎| 28/30 [00:08<00:00,  3.50it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.50it/s]
100%|██████████| 30/30 [00:08<00:00,  3.47it/s][2025-07-13 08:43:38] bicycle...PCK-Transfer@0.10: 87.39% | PCK-Transfer@0.05: 74.94% | PCK-Transfer@0.15: 90.12%
+
100%|██████████| 30/30 [00:08<00:00,  3.41it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.38it/s]
 20%|██        | 2/10 [00:00<00:02,  3.42it/s]
 30%|███       | 3/10 [00:00<00:01,  3.56it/s]
 40%|████      | 4/10 [00:01<00:01,  3.54it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.52it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.60it/s]
 70%|███████   | 7/10 [00:01<00:00,  3.60it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.60it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.56it/s]
100%|██████████| 10/10 [00:02<00:00,  3.60it/s][2025-07-13 08:43:41] bird...PCK-Transfer@0.10: 82.50% | PCK-Transfer@0.05: 59.89% | PCK-Transfer@0.15: 92.78%
+
100%|██████████| 10/10 [00:02<00:00,  3.56it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.21it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.34it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.45it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.54it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.61it/s]
100%|██████████| 6/6 [00:01<00:00,  3.50it/s][2025-07-13 08:43:42] boat...PCK-Transfer@0.10: 55.56% | PCK-Transfer@0.05: 38.89% | PCK-Transfer@0.15: 68.06%
+
100%|██████████| 6/6 [00:01<00:00,  3.48it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.44it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.42it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.48it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.47it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.47it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.50it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.46it/s]
100%|██████████| 8/8 [00:02<00:00,  3.47it/s][2025-07-13 08:43:45] bottle...PCK-Transfer@0.10: 68.75% | PCK-Transfer@0.05: 48.44% | PCK-Transfer@0.15: 71.88%
+
100%|██████████| 8/8 [00:02<00:00,  3.47it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.26it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.38it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.41it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.48it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.43it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.52it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.52it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.59it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.57it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.50it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.46it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.43it/s]
 41%|████      | 13/32 [00:03<00:05,  3.50it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.50it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.50it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.48it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.45it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.47it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.49it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.46it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.48it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.40it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.40it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.45it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.51it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.47it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.47it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.42it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.41it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.21it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.33it/s]
100%|██████████| 32/32 [00:09<00:00,  3.42it/s][2025-07-13 08:43:54] bus...PCK-Transfer@0.10: 80.83% | PCK-Transfer@0.05: 67.81% | PCK-Transfer@0.15: 88.91%
+
100%|██████████| 32/32 [00:09<00:00,  3.45it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.46it/s]
 11%|█         | 2/19 [00:00<00:05,  3.38it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.45it/s]
 21%|██        | 4/19 [00:01<00:04,  3.45it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.47it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.44it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.06it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.11it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.22it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.32it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.39it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.40it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.47it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.51it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.46it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.43it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.41it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.43it/s]
100%|██████████| 19/19 [00:05<00:00,  3.50it/s][2025-07-13 08:44:00] car...PCK-Transfer@0.10: 90.73% | PCK-Transfer@0.05: 80.14% | PCK-Transfer@0.15: 92.49%
+
100%|██████████| 19/19 [00:05<00:00,  3.39it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.57it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.51it/s]
 11%|█         | 3/27 [00:00<00:07,  3.43it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.49it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.49it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.45it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.47it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.44it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.44it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.49it/s]
 41%|████      | 11/27 [00:03<00:04,  3.49it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.53it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.49it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.51it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.49it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.46it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.51it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.56it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.56it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.50it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.48it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.47it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.50it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.49it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.49it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.45it/s]
100%|██████████| 27/27 [00:07<00:00,  3.43it/s][2025-07-13 08:44:07] cat...PCK-Transfer@0.10: 82.65% | PCK-Transfer@0.05: 64.41% | PCK-Transfer@0.15: 86.73%
+
100%|██████████| 27/27 [00:07<00:00,  3.48it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.38it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.52it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.53it/s]
 31%|███       | 4/13 [00:01<00:02,  3.48it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.49it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.46it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.48it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.54it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.57it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.59it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.60it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.57it/s]
100%|██████████| 13/13 [00:03<00:00,  3.57it/s][2025-07-13 08:44:11] chair...PCK-Transfer@0.10: 46.88% | PCK-Transfer@0.05: 29.27% | PCK-Transfer@0.15: 54.17%
+
100%|██████████| 13/13 [00:03<00:00,  3.54it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.59it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.56it/s]
100%|██████████| 3/3 [00:00<00:00,  3.53it/s][2025-07-13 08:44:12] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.54it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.53it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.53it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.53it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.59it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.56it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.54it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.54it/s]
100%|██████████| 8/8 [00:02<00:00,  3.57it/s][2025-07-13 08:44:14] diningtable...PCK-Transfer@0.10: 48.44% | PCK-Transfer@0.05: 19.27% | PCK-Transfer@0.15: 63.02%
+
100%|██████████| 8/8 [00:02<00:00,  3.56it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.50it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.53it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.53it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.60it/s]
 21%|██        | 5/24 [00:01<00:05,  3.58it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.56it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.55it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.53it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.53it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.58it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.58it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.58it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.57it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.55it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.54it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.56it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.57it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.56it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.55it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.52it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.53it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.54it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.53it/s]
100%|██████████| 24/24 [00:06<00:00,  3.53it/s][2025-07-13 08:44:21] dog...PCK-Transfer@0.10: 77.88% | PCK-Transfer@0.05: 56.69% | PCK-Transfer@0.15: 84.59%
+
100%|██████████| 24/24 [00:06<00:00,  3.55it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.51it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.52it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.54it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.63it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.58it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.52it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.47it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.48it/s]
100%|██████████| 9/9 [00:02<00:00,  3.53it/s][2025-07-13 08:44:24] horse...PCK-Transfer@0.10: 79.47% | PCK-Transfer@0.05: 61.22% | PCK-Transfer@0.15: 88.57%
+
100%|██████████| 9/9 [00:02<00:00,  3.53it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.66it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.57it/s]
 11%|█         | 3/27 [00:00<00:06,  3.54it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.52it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.54it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.50it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.56it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.55it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.54it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.54it/s]
 41%|████      | 11/27 [00:03<00:04,  3.54it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.55it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.58it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.59it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.60it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.58it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.56it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.57it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.59it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.58it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.58it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.64it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.59it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.61it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.67it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.65it/s]
100%|██████████| 27/27 [00:07<00:00,  3.65it/s][2025-07-13 08:44:31] motorbike...PCK-Transfer@0.10: 82.06% | PCK-Transfer@0.05: 59.12% | PCK-Transfer@0.15: 88.83%
+
100%|██████████| 27/27 [00:07<00:00,  3.59it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.59it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.71it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.75it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.76it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.65it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.64it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.59it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.59it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.54it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.49it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.44it/s]
100%|██████████| 12/12 [00:03<00:00,  3.50it/s][2025-07-13 08:44:34] person...PCK-Transfer@0.10: 63.86% | PCK-Transfer@0.05: 41.03% | PCK-Transfer@0.15: 76.29%
+
100%|██████████| 12/12 [00:03<00:00,  3.57it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.45it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.44it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.49it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.47it/s]
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100%|██████████| 7/7 [00:02<00:00,  3.53it/s][2025-07-13 08:44:36] pottedplant...PCK-Transfer@0.10: 62.86% | PCK-Transfer@0.05: 31.43% | PCK-Transfer@0.15: 74.76%
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100%|██████████| 20/20 [00:05<00:00,  3.51it/s][2025-07-13 08:44:46] train...PCK-Transfer@0.10: 77.75% | PCK-Transfer@0.05: 47.25% | PCK-Transfer@0.15: 84.75%
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100%|██████████| 15/15 [00:04<00:00,  3.54it/s][2025-07-13 08:44:50] tvmonitor...PCK-Transfer@0.10: 35.56% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 45.56%
+
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+[2025-07-13 08:44:50] Weighted Per image PCK0.10: 74.54%, image PCK0.05: 55.54%, image PCK0.01: 81.55%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.7_layer_9__t_0.8_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.7_layer_9__t_0.8_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..d1a96d624e07af311c5bb73fa05ca0675f380240
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.7_layer_9__t_0.8_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-13 07:37:43] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.7_layer_9__t_0.8_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.7_layer_9', 't_0.8_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.7_layer_9', 't_0.8_layer_11']
+Number of parameters corr net: 120
+
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+
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+[2025-07-13 07:39:17] Weighted Per image PCK0.10: 75.12%, image PCK0.05: 56.81%, image PCK0.01: 84.16%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.8_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.8_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..1ab097e4d3561c58ce3389ecdf120210a1e9be1f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.8_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-11 21:24:29] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.8_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.8_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.8_layer_13']
+Number of parameters corr net: 120
+
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 33%|███▎      | 10/30 [00:03<00:06,  3.06it/s]
 37%|███▋      | 11/30 [00:03<00:06,  3.06it/s]
 40%|████      | 12/30 [00:03<00:05,  3.06it/s]
 43%|████▎     | 13/30 [00:04<00:05,  3.00it/s]
 47%|████▋     | 14/30 [00:04<00:05,  3.07it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.01it/s]
 53%|█████▎    | 16/30 [00:05<00:04,  2.93it/s]
 57%|█████▋    | 17/30 [00:05<00:04,  2.97it/s]
 60%|██████    | 18/30 [00:06<00:04,  2.87it/s]
 63%|██████▎   | 19/30 [00:06<00:03,  2.93it/s]
 67%|██████▋   | 20/30 [00:06<00:03,  2.91it/s]
 70%|███████   | 21/30 [00:07<00:03,  2.98it/s]
 73%|███████▎  | 22/30 [00:07<00:02,  3.05it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.04it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.06it/s]
 83%|████████▎ | 25/30 [00:08<00:01,  2.93it/s]
 87%|████████▋ | 26/30 [00:08<00:01,  2.92it/s]
 90%|█████████ | 27/30 [00:09<00:01,  2.97it/s]
 93%|█████████▎| 28/30 [00:09<00:00,  2.97it/s]
 97%|█████████▋| 29/30 [00:09<00:00,  2.97it/s]
100%|██████████| 30/30 [00:10<00:00,  2.99it/s][2025-07-11 21:24:47] bicycle...PCK-Transfer@0.10: 80.61% | PCK-Transfer@0.05: 65.76% | PCK-Transfer@0.15: 84.55%
+
100%|██████████| 30/30 [00:10<00:00,  2.99it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:03,  2.97it/s]
 20%|██        | 2/10 [00:00<00:02,  3.04it/s]
 30%|███       | 3/10 [00:00<00:02,  3.06it/s]
 40%|████      | 4/10 [00:01<00:01,  3.05it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.08it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.06it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.03it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.02it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.03it/s]
100%|██████████| 10/10 [00:03<00:00,  3.05it/s][2025-07-11 21:24:50] bird...PCK-Transfer@0.10: 78.75% | PCK-Transfer@0.05: 45.58% | PCK-Transfer@0.15: 90.56%
+
100%|██████████| 10/10 [00:03<00:00,  3.05it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.12it/s]
 33%|███▎      | 2/6 [00:00<00:01,  2.95it/s]
 50%|█████     | 3/6 [00:01<00:01,  2.85it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  2.91it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  2.96it/s]
100%|██████████| 6/6 [00:02<00:00,  3.00it/s][2025-07-11 21:24:52] boat...PCK-Transfer@0.10: 52.78% | PCK-Transfer@0.05: 36.11% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 6/6 [00:02<00:00,  2.97it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.96it/s]
 25%|██▌       | 2/8 [00:00<00:02,  2.99it/s]
 38%|███▊      | 3/8 [00:01<00:01,  2.95it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.01it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.01it/s]
 75%|███████▌  | 6/8 [00:02<00:00,  2.97it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.12it/s]
100%|██████████| 8/8 [00:02<00:00,  3.13it/s][2025-07-11 21:24:54] bottle...PCK-Transfer@0.10: 68.75% | PCK-Transfer@0.05: 46.88% | PCK-Transfer@0.15: 79.69%
+
100%|██████████| 8/8 [00:02<00:00,  3.05it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  2.98it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.01it/s]
  9%|▉         | 3/32 [00:01<00:10,  2.89it/s]
 12%|█▎        | 4/32 [00:01<00:09,  2.89it/s]
 16%|█▌        | 5/32 [00:01<00:09,  2.92it/s]
 19%|█▉        | 6/32 [00:02<00:08,  2.98it/s]
 22%|██▏       | 7/32 [00:02<00:08,  3.03it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.03it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.08it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.16it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.08it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.13it/s]
 41%|████      | 13/32 [00:04<00:06,  3.13it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.09it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.14it/s]
 50%|█████     | 16/32 [00:05<00:05,  3.18it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.24it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.21it/s]
 59%|█████▉    | 19/32 [00:06<00:04,  3.19it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.15it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.10it/s]
 69%|██████▉   | 22/32 [00:07<00:03,  3.20it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.18it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.13it/s]
 78%|███████▊  | 25/32 [00:08<00:02,  3.11it/s]
 81%|████████▏ | 26/32 [00:08<00:01,  3.19it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.19it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.25it/s]
 91%|█████████ | 29/32 [00:09<00:00,  3.30it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.31it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.28it/s]
100%|██████████| 32/32 [00:10<00:00,  3.26it/s][2025-07-11 21:25:05] bus...PCK-Transfer@0.10: 81.77% | PCK-Transfer@0.05: 65.36% | PCK-Transfer@0.15: 87.08%
+
100%|██████████| 32/32 [00:10<00:00,  3.14it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.82it/s]
 11%|█         | 2/19 [00:00<00:05,  3.18it/s]
 16%|█▌        | 3/19 [00:00<00:05,  3.20it/s]
 21%|██        | 4/19 [00:01<00:04,  3.17it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.06it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.08it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.20it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.20it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.22it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.21it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.22it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.21it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.22it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.20it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.25it/s]
 84%|████████▍ | 16/19 [00:05<00:00,  3.27it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.30it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.25it/s]
100%|██████████| 19/19 [00:05<00:00,  3.20it/s][2025-07-11 21:25:11] car...PCK-Transfer@0.10: 90.04% | PCK-Transfer@0.05: 80.06% | PCK-Transfer@0.15: 92.38%
+
100%|██████████| 19/19 [00:05<00:00,  3.20it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  2.91it/s]
  7%|▋         | 2/27 [00:00<00:08,  3.11it/s]
 11%|█         | 3/27 [00:01<00:08,  2.97it/s]
 15%|█▍        | 4/27 [00:01<00:07,  2.93it/s]
 19%|█▊        | 5/27 [00:01<00:07,  3.00it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.02it/s]
 26%|██▌       | 7/27 [00:02<00:06,  2.98it/s]
 30%|██▉       | 8/27 [00:02<00:06,  3.02it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.09it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.13it/s]
 41%|████      | 11/27 [00:03<00:05,  3.13it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.09it/s]
 48%|████▊     | 13/27 [00:04<00:04,  3.18it/s]
 52%|█████▏    | 14/27 [00:04<00:04,  3.20it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.23it/s]
 59%|█████▉    | 16/27 [00:05<00:03,  3.27it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.21it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.20it/s]
 70%|███████   | 19/27 [00:06<00:02,  3.11it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.10it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.12it/s]
 81%|████████▏ | 22/27 [00:07<00:01,  3.18it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.17it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.22it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.26it/s]
 96%|█████████▋| 26/27 [00:08<00:00,  3.21it/s]
100%|██████████| 27/27 [00:08<00:00,  3.21it/s][2025-07-11 21:25:19] cat...PCK-Transfer@0.10: 76.62% | PCK-Transfer@0.05: 57.32% | PCK-Transfer@0.15: 86.11%
+
100%|██████████| 27/27 [00:08<00:00,  3.14it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.48it/s]
 15%|█▌        | 2/13 [00:00<00:03,  2.76it/s]
 23%|██▎       | 3/13 [00:01<00:03,  2.93it/s]
 31%|███       | 4/13 [00:01<00:02,  3.02it/s]
 38%|███▊      | 5/13 [00:01<00:02,  2.93it/s]
 46%|████▌     | 6/13 [00:02<00:02,  3.04it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.07it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.08it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.12it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.16it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.16it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.22it/s]
100%|██████████| 13/13 [00:04<00:00,  3.15it/s][2025-07-11 21:25:24] chair...PCK-Transfer@0.10: 48.27% | PCK-Transfer@0.05: 32.16% | PCK-Transfer@0.15: 60.30%
+
100%|██████████| 13/13 [00:04<00:00,  3.06it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.37it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  2.68it/s]
100%|██████████| 3/3 [00:01<00:00,  2.96it/s][2025-07-11 21:25:25] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:01<00:00,  2.84it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.88it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.04it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.17it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.20it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.27it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.31it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.33it/s]
100%|██████████| 8/8 [00:02<00:00,  3.32it/s][2025-07-11 21:25:27] diningtable...PCK-Transfer@0.10: 48.44% | PCK-Transfer@0.05: 25.52% | PCK-Transfer@0.15: 64.58%
+
100%|██████████| 8/8 [00:02<00:00,  3.25it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.29it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.24it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.27it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.10it/s]
 21%|██        | 5/24 [00:01<00:05,  3.18it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.22it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.15it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.23it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.14it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.17it/s]
 46%|████▌     | 11/24 [00:03<00:04,  3.15it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.13it/s]
 54%|█████▍    | 13/24 [00:04<00:03,  3.17it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.22it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.26it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.29it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.31it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.23it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.27it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.25it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.19it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.19it/s]
 96%|█████████▌| 23/24 [00:07<00:00,  3.22it/s]
100%|██████████| 24/24 [00:07<00:00,  3.20it/s][2025-07-11 21:25:35] dog...PCK-Transfer@0.10: 76.16% | PCK-Transfer@0.05: 56.90% | PCK-Transfer@0.15: 84.91%
+
100%|██████████| 24/24 [00:07<00:00,  3.21it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.38it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.41it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.33it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.27it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.33it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.38it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.45it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.47it/s]
100%|██████████| 9/9 [00:02<00:00,  3.41it/s][2025-07-11 21:25:37] horse...PCK-Transfer@0.10: 76.14% | PCK-Transfer@0.05: 50.40% | PCK-Transfer@0.15: 86.46%
+
100%|██████████| 9/9 [00:02<00:00,  3.39it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:09,  2.79it/s]
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 11%|█         | 3/27 [00:00<00:07,  3.31it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.39it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.36it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.42it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.39it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.43it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.44it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.44it/s]
 41%|████      | 11/27 [00:03<00:04,  3.37it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.35it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.36it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.33it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.34it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.34it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.24it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.26it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.23it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.26it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.26it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.28it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.35it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.37it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.33it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.36it/s]
100%|██████████| 27/27 [00:08<00:00,  3.39it/s][2025-07-11 21:25:45] motorbike...PCK-Transfer@0.10: 79.15% | PCK-Transfer@0.05: 54.67% | PCK-Transfer@0.15: 87.44%
+
100%|██████████| 27/27 [00:08<00:00,  3.33it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.08it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.19it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.27it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.31it/s]
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+[2025-07-11 21:26:05] Weighted Per image PCK0.10: 71.61%, image PCK0.05: 51.34%, image PCK0.01: 81.09%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.8_layer_9__t_0.8_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.8_layer_9__t_0.8_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..5de8743ac521e8ff1e7a1d8b2c75390a09ee03a5
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.3_layer_9__t_0.8_layer_9__t_0.8_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-13 08:55:59] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.3_layer_9__t_0.8_layer_9__t_0.8_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.3_layer_9', 't_0.8_layer_9', 't_0.8_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.3_layer_9', 't_0.8_layer_9', 't_0.8_layer_12']
+Number of parameters corr net: 120
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+
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+[2025-07-13 08:57:27] Weighted Per image PCK0.10: 69.90%, image PCK0.05: 49.11%, image PCK0.01: 80.30%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_11__t_0.6_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_11__t_0.6_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..1b9045ac921f29ff68b47ac0c5fff4edd08d687b
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_11__t_0.6_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-16 21:08:49] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_11__t_0.6_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.5_layer_11', 't_0.6_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.5_layer_11', 't_0.6_layer_18']
+Number of parameters corr net: 120
+
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 67%|██████▋   | 10/15 [00:04<00:01,  3.16it/s]
 73%|███████▎  | 11/15 [00:04<00:01,  3.20it/s]
 80%|████████  | 12/15 [00:05<00:00,  3.24it/s]
 87%|████████▋ | 13/15 [00:05<00:00,  3.30it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.34it/s]
100%|██████████| 15/15 [00:06<00:00,  3.38it/s][2025-07-16 21:08:56] aeroplane...PCK-Transfer@0.10: 82.27% | PCK-Transfer@0.05: 65.39% | PCK-Transfer@0.15: 88.93%
+
100%|██████████| 15/15 [00:06<00:00,  2.46it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:08,  3.39it/s]
  7%|▋         | 2/30 [00:00<00:08,  3.47it/s]
 10%|█         | 3/30 [00:00<00:08,  3.29it/s]
 13%|█▎        | 4/30 [00:01<00:07,  3.38it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.34it/s]
 20%|██        | 6/30 [00:01<00:07,  3.36it/s]
 23%|██▎       | 7/30 [00:02<00:06,  3.37it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.30it/s]
 30%|███       | 9/30 [00:02<00:06,  3.36it/s]
 33%|███▎      | 10/30 [00:02<00:05,  3.45it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.43it/s]
 40%|████      | 12/30 [00:03<00:05,  3.45it/s]
 43%|████▎     | 13/30 [00:03<00:04,  3.44it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.34it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.39it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.40it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.37it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.39it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.43it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.42it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.46it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.53it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.50it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.55it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.54it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.54it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.55it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.45it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.47it/s]
100%|██████████| 30/30 [00:08<00:00,  3.48it/s][2025-07-16 21:09:05] bicycle...PCK-Transfer@0.10: 82.73% | PCK-Transfer@0.05: 73.64% | PCK-Transfer@0.15: 86.36%
+
100%|██████████| 30/30 [00:08<00:00,  3.43it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.15it/s]
 20%|██        | 2/10 [00:00<00:02,  3.17it/s]
 30%|███       | 3/10 [00:00<00:02,  3.22it/s]
 40%|████      | 4/10 [00:01<00:01,  3.33it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.39it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.37it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.33it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.40it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.45it/s]
100%|██████████| 10/10 [00:02<00:00,  3.45it/s][2025-07-16 21:09:08] bird...PCK-Transfer@0.10: 75.78% | PCK-Transfer@0.05: 52.67% | PCK-Transfer@0.15: 88.19%
+
100%|██████████| 10/10 [00:02<00:00,  3.37it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.63it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.63it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.60it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.49it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.44it/s]
100%|██████████| 6/6 [00:01<00:00,  3.52it/s][2025-07-16 21:09:09] boat...PCK-Transfer@0.10: 47.22% | PCK-Transfer@0.05: 31.94% | PCK-Transfer@0.15: 68.06%
+
100%|██████████| 6/6 [00:01<00:00,  3.53it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.49it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.66it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.54it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.49it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.37it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.35it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.47it/s]
100%|██████████| 8/8 [00:02<00:00,  3.48it/s][2025-07-16 21:09:12] bottle...PCK-Transfer@0.10: 65.62% | PCK-Transfer@0.05: 54.69% | PCK-Transfer@0.15: 71.88%
+
100%|██████████| 8/8 [00:02<00:00,  3.47it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  3.08it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.31it/s]
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 12%|█▎        | 4/32 [00:01<00:08,  3.43it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.36it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.35it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.38it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.39it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.44it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.33it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.41it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.46it/s]
 41%|████      | 13/32 [00:03<00:05,  3.46it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.46it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.47it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.49it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.57it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.58it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.47it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.39it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.41it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.34it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.43it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.38it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.37it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.27it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.31it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.34it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.39it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.41it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.40it/s]
100%|██████████| 32/32 [00:09<00:00,  3.35it/s][2025-07-16 21:09:21] bus...PCK-Transfer@0.10: 79.69% | PCK-Transfer@0.05: 69.53% | PCK-Transfer@0.15: 87.34%
+
100%|██████████| 32/32 [00:09<00:00,  3.40it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.29it/s]
 11%|█         | 2/19 [00:00<00:04,  3.42it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.31it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.25it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.27it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.34it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.33it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.37it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.39it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.36it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.29it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.25it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.30it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.37it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.28it/s]
100%|██████████| 19/19 [00:05<00:00,  3.30it/s][2025-07-16 21:09:27] car...PCK-Transfer@0.10: 89.98% | PCK-Transfer@0.05: 79.49% | PCK-Transfer@0.15: 91.21%
+
100%|██████████| 19/19 [00:05<00:00,  3.33it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.30it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.28it/s]
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 37%|███▋      | 10/27 [00:03<00:05,  3.17it/s]
 41%|████      | 11/27 [00:03<00:04,  3.21it/s]
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 59%|█████▉    | 16/27 [00:04<00:03,  3.34it/s]
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 67%|██████▋   | 18/27 [00:05<00:02,  3.21it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.17it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.27it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.36it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.42it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.42it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.32it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.31it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.34it/s]
100%|██████████| 27/27 [00:08<00:00,  3.37it/s][2025-07-16 21:09:35] cat...PCK-Transfer@0.10: 85.14% | PCK-Transfer@0.05: 68.21% | PCK-Transfer@0.15: 90.68%
+
100%|██████████| 27/27 [00:08<00:00,  3.31it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.13it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.22it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.09it/s]
 31%|███       | 4/13 [00:01<00:02,  3.15it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.21it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.25it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.26it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.22it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.24it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.25it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.22it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.29it/s]
100%|██████████| 13/13 [00:04<00:00,  3.25it/s][2025-07-16 21:09:39] chair...PCK-Transfer@0.10: 51.60% | PCK-Transfer@0.05: 33.70% | PCK-Transfer@0.15: 61.90%
+
100%|██████████| 13/13 [00:04<00:00,  3.23it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.24it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.27it/s]
100%|██████████| 3/3 [00:00<00:00,  3.28it/s][2025-07-16 21:09:40] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.27it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.21it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.23it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.31it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.22it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.13it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.21it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.30it/s]
100%|██████████| 8/8 [00:02<00:00,  3.31it/s][2025-07-16 21:09:42] diningtable...PCK-Transfer@0.10: 43.75% | PCK-Transfer@0.05: 35.42% | PCK-Transfer@0.15: 61.98%
+
100%|██████████| 8/8 [00:02<00:00,  3.26it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.31it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.38it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.38it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.30it/s]
 21%|██        | 5/24 [00:01<00:05,  3.34it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.33it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.30it/s]
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 38%|███▊      | 9/24 [00:02<00:04,  3.32it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.30it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.31it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.32it/s]
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 58%|█████▊    | 14/24 [00:04<00:03,  3.33it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.34it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.34it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.34it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.36it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.36it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.38it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.33it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.32it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.32it/s]
100%|██████████| 24/24 [00:07<00:00,  3.35it/s][2025-07-16 21:09:50] dog...PCK-Transfer@0.10: 72.99% | PCK-Transfer@0.05: 57.28% | PCK-Transfer@0.15: 87.10%
+
100%|██████████| 24/24 [00:07<00:00,  3.33it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.36it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.33it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.28it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.24it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.28it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.32it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.36it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.39it/s]
100%|██████████| 9/9 [00:02<00:00,  3.38it/s][2025-07-16 21:09:52] horse...PCK-Transfer@0.10: 80.37% | PCK-Transfer@0.05: 59.37% | PCK-Transfer@0.15: 86.32%
+
100%|██████████| 9/9 [00:02<00:00,  3.34it/s]
+
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+
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100%|██████████| 12/12 [00:03<00:00,  3.48it/s][2025-07-16 21:10:04] person...PCK-Transfer@0.10: 58.74% | PCK-Transfer@0.05: 40.90% | PCK-Transfer@0.15: 72.56%
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100%|██████████| 7/7 [00:02<00:00,  3.37it/s][2025-07-16 21:10:06] pottedplant...PCK-Transfer@0.10: 56.67% | PCK-Transfer@0.05: 31.90% | PCK-Transfer@0.15: 68.57%
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100%|██████████| 13/13 [00:03<00:00,  3.40it/s][2025-07-16 21:10:10] sofa...PCK-Transfer@0.10: 52.20% | PCK-Transfer@0.05: 36.59% | PCK-Transfer@0.15: 65.67%
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100%|██████████| 20/20 [00:05<00:00,  3.39it/s][2025-07-16 21:10:16] train...PCK-Transfer@0.10: 67.50% | PCK-Transfer@0.05: 51.25% | PCK-Transfer@0.15: 76.50%
+
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100%|██████████| 15/15 [00:04<00:00,  3.43it/s][2025-07-16 21:10:20] tvmonitor...PCK-Transfer@0.10: 38.89% | PCK-Transfer@0.05: 27.78% | PCK-Transfer@0.15: 52.22%
+
100%|██████████| 15/15 [00:04<00:00,  3.38it/s]
+[2025-07-16 21:10:20] Weighted Per image PCK0.10: 72.00%, image PCK0.05: 56.89%, image PCK0.01: 80.91%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_12__t_0.6_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_12__t_0.6_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..87df192d4d66dd6973a13a230498e1bd8bf2ac06
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_12__t_0.6_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-16 21:31:08] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_12__t_0.6_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.5_layer_12', 't_0.6_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.5_layer_12', 't_0.6_layer_12']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.45it/s][2025-07-16 21:31:40] bus...PCK-Transfer@0.10: 87.08% | PCK-Transfer@0.05: 76.41% | PCK-Transfer@0.15: 90.21%
+
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100%|██████████| 19/19 [00:05<00:00,  3.37it/s][2025-07-16 21:31:46] car...PCK-Transfer@0.10: 90.79% | PCK-Transfer@0.05: 84.88% | PCK-Transfer@0.15: 92.02%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.44it/s][2025-07-16 21:31:54] cat...PCK-Transfer@0.10: 88.90% | PCK-Transfer@0.05: 72.85% | PCK-Transfer@0.15: 92.91%
+
100%|██████████| 27/27 [00:07<00:00,  3.39it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.42it/s][2025-07-16 21:31:58] chair...PCK-Transfer@0.10: 59.47% | PCK-Transfer@0.05: 44.55% | PCK-Transfer@0.15: 68.16%
+
100%|██████████| 13/13 [00:03<00:00,  3.39it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.44it/s][2025-07-16 21:31:59] cow...PCK-Transfer@0.10: 95.83% | PCK-Transfer@0.05: 72.92% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.44it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.43it/s][2025-07-16 21:32:01] diningtable...PCK-Transfer@0.10: 57.29% | PCK-Transfer@0.05: 38.54% | PCK-Transfer@0.15: 70.31%
+
100%|██████████| 8/8 [00:02<00:00,  3.38it/s]
+
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100%|██████████| 24/24 [00:07<00:00,  3.34it/s][2025-07-16 21:32:08] dog...PCK-Transfer@0.10: 82.57% | PCK-Transfer@0.05: 66.17% | PCK-Transfer@0.15: 89.46%
+
100%|██████████| 24/24 [00:07<00:00,  3.39it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.43it/s][2025-07-16 21:32:11] horse...PCK-Transfer@0.10: 84.21% | PCK-Transfer@0.05: 63.07% | PCK-Transfer@0.15: 88.17%
+
100%|██████████| 9/9 [00:02<00:00,  3.41it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.39it/s][2025-07-16 21:32:19] motorbike...PCK-Transfer@0.10: 86.82% | PCK-Transfer@0.05: 62.67% | PCK-Transfer@0.15: 92.35%
+
100%|██████████| 27/27 [00:07<00:00,  3.41it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.40it/s][2025-07-16 21:32:22] person...PCK-Transfer@0.10: 68.67% | PCK-Transfer@0.05: 46.73% | PCK-Transfer@0.15: 79.22%
+
100%|██████████| 12/12 [00:03<00:00,  3.37it/s]
+
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100%|██████████| 7/7 [00:02<00:00,  3.37it/s][2025-07-16 21:32:25] pottedplant...PCK-Transfer@0.10: 65.71% | PCK-Transfer@0.05: 37.14% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 7/7 [00:02<00:00,  3.39it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.19it/s][2025-07-16 21:32:25] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.18it/s]
+
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 62%|██████▏   | 8/13 [00:02<00:01,  3.38it/s]
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100%|██████████| 13/13 [00:03<00:00,  3.27it/s][2025-07-16 21:32:29] sofa...PCK-Transfer@0.10: 62.23% | PCK-Transfer@0.05: 46.62% | PCK-Transfer@0.15: 78.72%
+
100%|██████████| 13/13 [00:03<00:00,  3.32it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.36it/s][2025-07-16 21:32:35] train...PCK-Transfer@0.10: 74.75% | PCK-Transfer@0.05: 51.25% | PCK-Transfer@0.15: 81.75%
+
100%|██████████| 20/20 [00:05<00:00,  3.39it/s]
+
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100%|██████████| 15/15 [00:04<00:00,  3.48it/s][2025-07-16 21:32:39] tvmonitor...PCK-Transfer@0.10: 38.89% | PCK-Transfer@0.05: 27.78% | PCK-Transfer@0.15: 60.56%
+
100%|██████████| 15/15 [00:04<00:00,  3.43it/s]
+[2025-07-16 21:32:39] Weighted Per image PCK0.10: 78.02%, image PCK0.05: 62.27%, image PCK0.01: 85.59%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_12__t_0.6_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_12__t_0.6_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..8636365ea6e6bc3c3eca4f8fd716809233507803
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_12__t_0.6_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 21:34:19] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_12__t_0.6_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.5_layer_12', 't_0.6_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.5_layer_12', 't_0.6_layer_20']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:02<00:00,  3.34it/s][2025-07-16 21:35:36] pottedplant...PCK-Transfer@0.10: 61.43% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 75.71%
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100%|██████████| 20/20 [00:05<00:00,  3.37it/s][2025-07-16 21:35:46] train...PCK-Transfer@0.10: 66.50% | PCK-Transfer@0.05: 40.25% | PCK-Transfer@0.15: 75.50%
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100%|██████████| 15/15 [00:04<00:00,  3.63it/s][2025-07-16 21:35:50] tvmonitor...PCK-Transfer@0.10: 33.89% | PCK-Transfer@0.05: 26.11% | PCK-Transfer@0.15: 43.89%
+
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+[2025-07-16 21:35:50] Weighted Per image PCK0.10: 68.88%, image PCK0.05: 52.62%, image PCK0.01: 77.53%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_12__t_0.6_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_12__t_0.6_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..ab6b0a566489480e4a432fd6e9999c12473979fc
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_12__t_0.6_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 21:27:58] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_12__t_0.6_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.5_layer_12', 't_0.6_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.5_layer_12', 't_0.6_layer_5']
+Number of parameters corr net: 120
+
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 53%|█████▎    | 17/32 [00:05<00:04,  3.39it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.42it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.35it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.27it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.31it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.20it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.32it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.34it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.35it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.26it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.31it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.36it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.43it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.44it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.42it/s]
100%|██████████| 32/32 [00:09<00:00,  3.41it/s][2025-07-16 21:28:30] bus...PCK-Transfer@0.10: 79.27% | PCK-Transfer@0.05: 68.23% | PCK-Transfer@0.15: 84.22%
+
100%|██████████| 32/32 [00:09<00:00,  3.30it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.10it/s]
 11%|█         | 2/19 [00:00<00:05,  3.33it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.41it/s]
 21%|██        | 4/19 [00:01<00:04,  3.27it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.26it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.22it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.28it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.34it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.34it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.38it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.44it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.45it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.40it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.36it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.43it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.50it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.41it/s]
100%|██████████| 19/19 [00:05<00:00,  3.40it/s][2025-07-16 21:28:36] car...PCK-Transfer@0.10: 90.96% | PCK-Transfer@0.05: 82.21% | PCK-Transfer@0.15: 92.19%
+
100%|██████████| 19/19 [00:05<00:00,  3.36it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.29it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.52it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.45it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.36it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.33it/s]
 41%|████      | 11/27 [00:03<00:04,  3.39it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.40it/s]
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 52%|█████▏    | 14/27 [00:04<00:03,  3.50it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.39it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.48it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.47it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.46it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.36it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.46it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.50it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.55it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.54it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.46it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.44it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.47it/s]
100%|██████████| 27/27 [00:07<00:00,  3.50it/s][2025-07-16 21:28:44] cat...PCK-Transfer@0.10: 85.14% | PCK-Transfer@0.05: 66.34% | PCK-Transfer@0.15: 91.31%
+
100%|██████████| 27/27 [00:07<00:00,  3.46it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.05it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.22it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.33it/s]
 31%|███       | 4/13 [00:01<00:02,  3.40it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.45it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.48it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.47it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.46it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.46it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.43it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.31it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.36it/s]
100%|██████████| 13/13 [00:03<00:00,  3.39it/s][2025-07-16 21:28:48] chair...PCK-Transfer@0.10: 52.29% | PCK-Transfer@0.05: 36.52% | PCK-Transfer@0.15: 64.57%
+
100%|██████████| 13/13 [00:03<00:00,  3.39it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.47it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.49it/s]
100%|██████████| 3/3 [00:00<00:00,  3.51it/s][2025-07-16 21:28:49] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.50it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.36it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.42it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.49it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.45it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.36it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.45it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.50it/s]
100%|██████████| 8/8 [00:02<00:00,  3.50it/s][2025-07-16 21:28:51] diningtable...PCK-Transfer@0.10: 50.52% | PCK-Transfer@0.05: 40.10% | PCK-Transfer@0.15: 66.67%
+
100%|██████████| 8/8 [00:02<00:00,  3.46it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.49it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.52it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.52it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.45it/s]
 21%|██        | 5/24 [00:01<00:05,  3.45it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.46it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.45it/s]
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 42%|████▏     | 10/24 [00:02<00:04,  3.46it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.46it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.46it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.47it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.46it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.49it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.49it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.50it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.51it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.51it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.51it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.52it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.51it/s]
100%|██████████| 24/24 [00:06<00:00,  3.51it/s][2025-07-16 21:28:58] dog...PCK-Transfer@0.10: 75.07% | PCK-Transfer@0.05: 57.98% | PCK-Transfer@0.15: 88.24%
+
100%|██████████| 24/24 [00:06<00:00,  3.49it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.25it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.37it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.40it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.39it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.46it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.51it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.52it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.54it/s]
100%|██████████| 9/9 [00:02<00:00,  3.51it/s][2025-07-16 21:29:01] horse...PCK-Transfer@0.10: 81.43% | PCK-Transfer@0.05: 55.00% | PCK-Transfer@0.15: 83.81%
+
100%|██████████| 9/9 [00:02<00:00,  3.47it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.57it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.59it/s]
 41%|████      | 11/27 [00:03<00:04,  3.57it/s]
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 48%|████▊     | 13/27 [00:03<00:03,  3.55it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.56it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.56it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.58it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.59it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.52it/s]
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 78%|███████▊  | 21/27 [00:05<00:01,  3.54it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.53it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.54it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.54it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.51it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.51it/s]
100%|██████████| 27/27 [00:07<00:00,  3.52it/s][2025-07-16 21:29:08] motorbike...PCK-Transfer@0.10: 77.85% | PCK-Transfer@0.05: 59.04% | PCK-Transfer@0.15: 87.04%
+
100%|██████████| 27/27 [00:07<00:00,  3.54it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.53it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.49it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.49it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.48it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.51it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.55it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.53it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.49it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.55it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.52it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.57it/s]
100%|██████████| 12/12 [00:03<00:00,  3.55it/s][2025-07-16 21:29:12] person...PCK-Transfer@0.10: 57.06% | PCK-Transfer@0.05: 41.39% | PCK-Transfer@0.15: 70.99%
+
100%|██████████| 12/12 [00:03<00:00,  3.53it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.34it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.52it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.53it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.60it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.54it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.49it/s]
100%|██████████| 7/7 [00:01<00:00,  3.50it/s][2025-07-16 21:29:14] pottedplant...PCK-Transfer@0.10: 51.43% | PCK-Transfer@0.05: 31.43% | PCK-Transfer@0.15: 68.10%
+
100%|██████████| 7/7 [00:01<00:00,  3.51it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.55it/s][2025-07-16 21:29:14] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.54it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.56it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.59it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.57it/s]
 31%|███       | 4/13 [00:01<00:02,  3.55it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.58it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.57it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.53it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.56it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.56it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.51it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.58it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.53it/s]
100%|██████████| 13/13 [00:03<00:00,  3.51it/s][2025-07-16 21:29:18] sofa...PCK-Transfer@0.10: 52.94% | PCK-Transfer@0.05: 36.15% | PCK-Transfer@0.15: 68.30%
+
100%|██████████| 13/13 [00:03<00:00,  3.54it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
  5%|▌         | 1/20 [00:00<00:05,  3.59it/s]
 10%|█         | 2/20 [00:00<00:04,  3.62it/s]
 15%|█▌        | 3/20 [00:00<00:04,  3.63it/s]
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 30%|███       | 6/20 [00:01<00:03,  3.62it/s]
 35%|███▌      | 7/20 [00:01<00:03,  3.51it/s]
 40%|████      | 8/20 [00:02<00:03,  3.60it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.65it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.56it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.47it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.47it/s]
 65%|██████▌   | 13/20 [00:03<00:01,  3.54it/s]
 70%|███████   | 14/20 [00:03<00:01,  3.58it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.59it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.66it/s]
 85%|████████▌ | 17/20 [00:04<00:00,  3.54it/s]
 90%|█████████ | 18/20 [00:05<00:00,  3.55it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.55it/s]
100%|██████████| 20/20 [00:05<00:00,  3.52it/s][2025-07-16 21:29:23] train...PCK-Transfer@0.10: 68.75% | PCK-Transfer@0.05: 42.25% | PCK-Transfer@0.15: 83.00%
+
100%|██████████| 20/20 [00:05<00:00,  3.56it/s]
+
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+[2025-07-16 21:29:28] Weighted Per image PCK0.10: 72.43%, image PCK0.05: 55.76%, image PCK0.01: 81.94%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_12__t_0.7_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_12__t_0.7_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..12958af4a9ec38d14072e460654cb5bed9cc0fe2
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_12__t_0.7_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 21:34:45] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_12__t_0.7_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.5_layer_12', 't_0.7_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.5_layer_12', 't_0.7_layer_5']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.63it/s][2025-07-16 21:36:15] tvmonitor...PCK-Transfer@0.10: 45.56% | PCK-Transfer@0.05: 24.44% | PCK-Transfer@0.15: 57.22%
+
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+[2025-07-16 21:36:15] Weighted Per image PCK0.10: 72.49%, image PCK0.05: 55.98%, image PCK0.01: 82.29%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_12__t_0.7_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_12__t_0.7_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..945346d95402478d4ed2721c0025b2ef40132e29
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_12__t_0.7_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 21:35:55] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_12__t_0.7_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.5_layer_12', 't_0.7_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.5_layer_12', 't_0.7_layer_9']
+Number of parameters corr net: 120
+
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100%|██████████| 8/8 [00:02<00:00,  3.55it/s][2025-07-16 21:36:17] bottle...PCK-Transfer@0.10: 67.19% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 78.12%
+
100%|██████████| 8/8 [00:02<00:00,  3.57it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.46it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.56it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.55it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.49it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.47it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.43it/s]
 41%|████      | 13/32 [00:03<00:05,  3.40it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.42it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.47it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.50it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.49it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.50it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.45it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.44it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.48it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.41it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.42it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.44it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.49it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.44it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.38it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.37it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.35it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.39it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.45it/s]
100%|██████████| 32/32 [00:09<00:00,  3.44it/s][2025-07-16 21:36:27] bus...PCK-Transfer@0.10: 79.79% | PCK-Transfer@0.05: 70.05% | PCK-Transfer@0.15: 84.74%
+
100%|██████████| 32/32 [00:09<00:00,  3.44it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.95it/s]
 11%|█         | 2/19 [00:00<00:05,  2.92it/s]
 16%|█▌        | 3/19 [00:00<00:05,  3.16it/s]
 21%|██        | 4/19 [00:01<00:04,  3.27it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.37it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.32it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.28it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.38it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.42it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.49it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.52it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.51it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.54it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.58it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.60it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.59it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.57it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.60it/s]
100%|██████████| 19/19 [00:05<00:00,  3.65it/s][2025-07-16 21:36:32] car...PCK-Transfer@0.10: 90.96% | PCK-Transfer@0.05: 83.38% | PCK-Transfer@0.15: 92.78%
+
100%|██████████| 19/19 [00:05<00:00,  3.46it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  2.93it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.13it/s]
 11%|█         | 3/27 [00:00<00:07,  3.27it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.38it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.36it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.44it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.35it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.27it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.33it/s]
 41%|████      | 11/27 [00:03<00:04,  3.37it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.38it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.46it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.49it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.48it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.55it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.50it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.49it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.49it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.48it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.42it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.42it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.42it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.38it/s]
100%|██████████| 27/27 [00:07<00:00,  3.40it/s][2025-07-16 21:36:40] cat...PCK-Transfer@0.10: 85.02% | PCK-Transfer@0.05: 68.93% | PCK-Transfer@0.15: 91.76%
+
100%|██████████| 27/27 [00:07<00:00,  3.40it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.61it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.02it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.06it/s]
 31%|███       | 4/13 [00:01<00:02,  3.17it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.30it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.35it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.40it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.50it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.57it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.61it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.63it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.46it/s]
100%|██████████| 13/13 [00:03<00:00,  3.50it/s][2025-07-16 21:36:44] chair...PCK-Transfer@0.10: 56.84% | PCK-Transfer@0.05: 36.43% | PCK-Transfer@0.15: 67.59%
+
100%|██████████| 13/13 [00:03<00:00,  3.39it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.15it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.39it/s]
100%|██████████| 3/3 [00:00<00:00,  3.49it/s][2025-07-16 21:36:45] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.43it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.14it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.34it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.45it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.55it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.51it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.45it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.47it/s]
100%|██████████| 8/8 [00:02<00:00,  3.51it/s][2025-07-16 21:36:47] diningtable...PCK-Transfer@0.10: 48.96% | PCK-Transfer@0.05: 36.46% | PCK-Transfer@0.15: 68.23%
+
100%|██████████| 8/8 [00:02<00:00,  3.47it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.15it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.39it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.46it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.56it/s]
 21%|██        | 5/24 [00:01<00:05,  3.56it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.55it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.52it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.50it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.51it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.56it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.58it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.59it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.60it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.56it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.56it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.54it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.57it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.57it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.50it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.53it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.55it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.56it/s]
100%|██████████| 24/24 [00:06<00:00,  3.56it/s][2025-07-16 21:36:54] dog...PCK-Transfer@0.10: 75.49% | PCK-Transfer@0.05: 58.63% | PCK-Transfer@0.15: 87.97%
+
100%|██████████| 24/24 [00:06<00:00,  3.54it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.41it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.49it/s]
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 78%|███████▊  | 7/9 [00:01<00:00,  3.48it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.51it/s]
100%|██████████| 9/9 [00:02<00:00,  3.57it/s][2025-07-16 21:36:57] horse...PCK-Transfer@0.10: 82.35% | PCK-Transfer@0.05: 56.85% | PCK-Transfer@0.15: 85.66%
+
100%|██████████| 9/9 [00:02<00:00,  3.56it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.57it/s]
 41%|████      | 11/27 [00:03<00:04,  3.58it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.55it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.59it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.62it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.60it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.58it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.59it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.56it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.55it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.57it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.64it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.63it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.67it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.70it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.67it/s]
100%|██████████| 27/27 [00:07<00:00,  3.67it/s][2025-07-16 21:37:04] motorbike...PCK-Transfer@0.10: 78.96% | PCK-Transfer@0.05: 59.41% | PCK-Transfer@0.15: 87.78%
+
100%|██████████| 27/27 [00:07<00:00,  3.59it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.06it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.40it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.56it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.35it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.23it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.11it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.10it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.22it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.27it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.35it/s]
100%|██████████| 12/12 [00:03<00:00,  3.32it/s][2025-07-16 21:37:08] person...PCK-Transfer@0.10: 55.80% | PCK-Transfer@0.05: 41.91% | PCK-Transfer@0.15: 71.86%
+
100%|██████████| 12/12 [00:03<00:00,  3.30it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.11it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.31it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.44it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.43it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.33it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.38it/s]
100%|██████████| 7/7 [00:02<00:00,  3.33it/s][2025-07-16 21:37:10] pottedplant...PCK-Transfer@0.10: 51.43% | PCK-Transfer@0.05: 29.05% | PCK-Transfer@0.15: 70.48%
+
100%|██████████| 7/7 [00:02<00:00,  3.35it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.29it/s][2025-07-16 21:37:10] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.28it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.44it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.31it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.41it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.38it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.31it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.36it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.47it/s]
100%|██████████| 13/13 [00:03<00:00,  3.39it/s][2025-07-16 21:37:14] sofa...PCK-Transfer@0.10: 55.20% | PCK-Transfer@0.05: 33.02% | PCK-Transfer@0.15: 69.40%
+
100%|██████████| 13/13 [00:03<00:00,  3.40it/s]
+
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 55%|█████▌    | 11/20 [00:03<00:02,  3.51it/s]
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+[2025-07-16 21:37:24] Weighted Per image PCK0.10: 73.16%, image PCK0.05: 56.82%, image PCK0.01: 82.48%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_13__t_0.7_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_13__t_0.7_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..2fd1f0de96196e66d89e2e5c8bac2628fb583239
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_13__t_0.7_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 22:03:03] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_13__t_0.7_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.5_layer_13', 't_0.7_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.5_layer_13', 't_0.7_layer_13']
+Number of parameters corr net: 120
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+
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+[2025-07-16 22:04:32] Weighted Per image PCK0.10: 73.47%, image PCK0.05: 57.17%, image PCK0.01: 82.06%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_13__t_0.8_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_13__t_0.8_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..068b7f1b7a8c7c61fcbbb3f4baa50a24692245b9
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_13__t_0.8_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 22:08:11] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_13__t_0.8_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.5_layer_13', 't_0.8_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.5_layer_13', 't_0.8_layer_11']
+Number of parameters corr net: 120
+
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100%|██████████| 10/10 [00:03<00:00,  3.26it/s][2025-07-16 22:08:30] bird...PCK-Transfer@0.10: 74.39% | PCK-Transfer@0.05: 49.56% | PCK-Transfer@0.15: 88.19%
+
100%|██████████| 10/10 [00:03<00:00,  3.21it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  2.91it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.20it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.17it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.23it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.32it/s]
100%|██████████| 6/6 [00:01<00:00,  3.43it/s][2025-07-16 22:08:32] boat...PCK-Transfer@0.10: 54.17% | PCK-Transfer@0.05: 38.89% | PCK-Transfer@0.15: 81.94%
+
100%|██████████| 6/6 [00:01<00:00,  3.31it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.47it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.65it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.55it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.52it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.43it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.44it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.51it/s]
100%|██████████| 8/8 [00:02<00:00,  3.51it/s][2025-07-16 22:08:34] bottle...PCK-Transfer@0.10: 65.62% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 8/8 [00:02<00:00,  3.50it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  2.82it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.13it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.13it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.27it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.27it/s]
 19%|█▉        | 6/32 [00:01<00:08,  3.21it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.28it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.31it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.37it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.28it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.36it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.38it/s]
 41%|████      | 13/32 [00:03<00:05,  3.40it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.42it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.43it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.37it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.47it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.51it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.33it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.25it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.32it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.26it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.37it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.30it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.24it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.19it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.27it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.35it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.34it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.40it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.40it/s]
100%|██████████| 32/32 [00:09<00:00,  3.42it/s][2025-07-16 22:08:44] bus...PCK-Transfer@0.10: 77.45% | PCK-Transfer@0.05: 66.41% | PCK-Transfer@0.15: 81.35%
+
100%|██████████| 32/32 [00:09<00:00,  3.33it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.79it/s]
 11%|█         | 2/19 [00:00<00:05,  3.01it/s]
 16%|█▌        | 3/19 [00:00<00:05,  3.17it/s]
 21%|██        | 4/19 [00:01<00:04,  3.08it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.15it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.10it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.11it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.20it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.30it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.28it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.27it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.36it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.39it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.34it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.29it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.37it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.44it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.38it/s]
100%|██████████| 19/19 [00:05<00:00,  3.39it/s][2025-07-16 22:08:50] car...PCK-Transfer@0.10: 89.96% | PCK-Transfer@0.05: 81.75% | PCK-Transfer@0.15: 92.19%
+
100%|██████████| 19/19 [00:05<00:00,  3.27it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.30it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.45it/s]
 11%|█         | 3/27 [00:00<00:06,  3.55it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.51it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.47it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.21it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.19it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.27it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.23it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.22it/s]
 41%|████      | 11/27 [00:03<00:04,  3.30it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.33it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.43it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.46it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.37it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.45it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.35it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.39it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.26it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.38it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.38it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.41it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.45it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.35it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.31it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.38it/s]
100%|██████████| 27/27 [00:08<00:00,  3.37it/s][2025-07-16 22:08:58] cat...PCK-Transfer@0.10: 83.48% | PCK-Transfer@0.05: 67.65% | PCK-Transfer@0.15: 90.09%
+
100%|██████████| 27/27 [00:08<00:00,  3.36it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.98it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.15it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.15it/s]
 31%|███       | 4/13 [00:01<00:02,  3.21it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.34it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.39it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.44it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.44it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.40it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.25it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.19it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.31it/s]
100%|██████████| 13/13 [00:03<00:00,  3.36it/s][2025-07-16 22:09:02] chair...PCK-Transfer@0.10: 56.32% | PCK-Transfer@0.05: 39.44% | PCK-Transfer@0.15: 68.01%
+
100%|██████████| 13/13 [00:03<00:00,  3.31it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.52it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.54it/s]
100%|██████████| 3/3 [00:00<00:00,  3.56it/s][2025-07-16 22:09:03] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.55it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.46it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.42it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.50it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.43it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.20it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.30it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.40it/s]
100%|██████████| 8/8 [00:02<00:00,  3.31it/s][2025-07-16 22:09:05] diningtable...PCK-Transfer@0.10: 48.96% | PCK-Transfer@0.05: 34.38% | PCK-Transfer@0.15: 70.31%
+
100%|██████████| 8/8 [00:02<00:00,  3.35it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.30it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.46it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.49it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.07it/s]
 21%|██        | 5/24 [00:01<00:06,  2.93it/s]
 25%|██▌       | 6/24 [00:02<00:06,  2.81it/s]
 29%|██▉       | 7/24 [00:02<00:05,  2.92it/s]
 33%|███▎      | 8/24 [00:02<00:05,  3.01it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.15it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.12it/s]
 46%|████▌     | 11/24 [00:03<00:04,  3.20it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.25it/s]
 54%|█████▍    | 13/24 [00:04<00:03,  3.24it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.32it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.40it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.43it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.46it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.48it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.45it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.44it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.47it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.34it/s]
 96%|█████████▌| 23/24 [00:07<00:00,  3.35it/s]
100%|██████████| 24/24 [00:07<00:00,  3.36it/s][2025-07-16 22:09:12] dog...PCK-Transfer@0.10: 73.40% | PCK-Transfer@0.05: 56.73% | PCK-Transfer@0.15: 88.52%
+
100%|██████████| 24/24 [00:07<00:00,  3.26it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:03,  2.58it/s]
 22%|██▏       | 2/9 [00:00<00:02,  2.88it/s]
 33%|███▎      | 3/9 [00:01<00:01,  3.08it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.20it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.32it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.41it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.30it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.31it/s]
100%|██████████| 9/9 [00:02<00:00,  3.33it/s][2025-07-16 22:09:15] horse...PCK-Transfer@0.10: 83.28% | PCK-Transfer@0.05: 57.65% | PCK-Transfer@0.15: 86.59%
+
100%|██████████| 9/9 [00:02<00:00,  3.24it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:09,  2.84it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.46it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.53it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.49it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.49it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.53it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.55it/s]
 41%|████      | 11/27 [00:03<00:04,  3.56it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.52it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.54it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.55it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.55it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.55it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.57it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.57it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.52it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.53it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.55it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.52it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.53it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.52it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.43it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.44it/s]
100%|██████████| 27/27 [00:07<00:00,  3.47it/s][2025-07-16 22:09:23] motorbike...PCK-Transfer@0.10: 80.90% | PCK-Transfer@0.05: 59.70% | PCK-Transfer@0.15: 87.12%
+
100%|██████████| 27/27 [00:07<00:00,  3.49it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:04,  2.59it/s]
 17%|█▋        | 2/12 [00:00<00:03,  2.78it/s]
 25%|██▌       | 3/12 [00:01<00:02,  3.05it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.19it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.23it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.37it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.43it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.44it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.53it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.51it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.56it/s]
100%|██████████| 12/12 [00:03<00:00,  3.55it/s][2025-07-16 22:09:27] person...PCK-Transfer@0.10: 61.74% | PCK-Transfer@0.05: 44.35% | PCK-Transfer@0.15: 73.81%
+
100%|██████████| 12/12 [00:03<00:00,  3.37it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.13it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.42it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.50it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.59it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.54it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.49it/s]
100%|██████████| 7/7 [00:02<00:00,  3.51it/s][2025-07-16 22:09:29] pottedplant...PCK-Transfer@0.10: 49.05% | PCK-Transfer@0.05: 33.81% | PCK-Transfer@0.15: 70.48%
+
100%|██████████| 7/7 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  2.62it/s][2025-07-16 22:09:29] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  2.61it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.22it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.16it/s]
 31%|███       | 4/13 [00:01<00:02,  3.13it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.14it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.22it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.24it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.24it/s]
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+[2025-07-16 22:09:43] Weighted Per image PCK0.10: 73.09%, image PCK0.05: 56.60%, image PCK0.01: 82.36%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_15__t_0.7_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_15__t_0.7_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..9832f951592a478030c20517e9f9bf5e0edde35e
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_15__t_0.7_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-16 22:27:15] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_15__t_0.7_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.5_layer_15', 't_0.7_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.5_layer_15', 't_0.7_layer_18']
+Number of parameters corr net: 120
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+[2025-07-16 22:28:46] Weighted Per image PCK0.10: 71.19%, image PCK0.05: 55.00%, image PCK0.01: 78.54%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_15__t_0.8_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_15__t_0.8_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..a460d63cb53dbba9d6947356aeaef66a5dccadb9
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_15__t_0.8_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-16 22:31:52] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_15__t_0.8_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.5_layer_15', 't_0.8_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.5_layer_15', 't_0.8_layer_11']
+Number of parameters corr net: 120
+
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 93%|█████████▎| 28/30 [00:08<00:00,  3.39it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.40it/s]
100%|██████████| 30/30 [00:09<00:00,  3.46it/s][2025-07-16 22:32:09] bicycle...PCK-Transfer@0.10: 90.03% | PCK-Transfer@0.05: 79.12% | PCK-Transfer@0.15: 91.85%
+
100%|██████████| 30/30 [00:09<00:00,  3.29it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.16it/s]
 20%|██        | 2/10 [00:00<00:02,  3.15it/s]
 30%|███       | 3/10 [00:00<00:02,  3.18it/s]
 40%|████      | 4/10 [00:01<00:01,  3.22it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.26it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.26it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.22it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.27it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.33it/s]
100%|██████████| 10/10 [00:03<00:00,  3.35it/s][2025-07-16 22:32:12] bird...PCK-Transfer@0.10: 87.08% | PCK-Transfer@0.05: 58.22% | PCK-Transfer@0.15: 92.92%
+
100%|██████████| 10/10 [00:03<00:00,  3.27it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.59it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.61it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.58it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.43it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.40it/s]
100%|██████████| 6/6 [00:01<00:00,  3.45it/s][2025-07-16 22:32:13] boat...PCK-Transfer@0.10: 66.67% | PCK-Transfer@0.05: 45.83% | PCK-Transfer@0.15: 79.17%
+
100%|██████████| 6/6 [00:01<00:00,  3.47it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.36it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.56it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.39it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.42it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.34it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.32it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.41it/s]
100%|██████████| 8/8 [00:02<00:00,  3.42it/s][2025-07-16 22:32:16] bottle...PCK-Transfer@0.10: 79.69% | PCK-Transfer@0.05: 57.81% | PCK-Transfer@0.15: 85.94%
+
100%|██████████| 8/8 [00:02<00:00,  3.40it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.11it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.24it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.31it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.39it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.27it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.29it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.36it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.36it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.37it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.24it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.35it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.39it/s]
 41%|████      | 13/32 [00:03<00:05,  3.37it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.37it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.41it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.43it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.51it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.45it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.37it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.32it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.37it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.31it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.40it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.37it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.35it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.26it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.31it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.39it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.46it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.49it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.46it/s]
100%|██████████| 32/32 [00:09<00:00,  3.47it/s][2025-07-16 22:32:25] bus...PCK-Transfer@0.10: 85.52% | PCK-Transfer@0.05: 75.89% | PCK-Transfer@0.15: 88.65%
+
100%|██████████| 32/32 [00:09<00:00,  3.38it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.21it/s]
 11%|█         | 2/19 [00:00<00:05,  3.39it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.38it/s]
 21%|██        | 4/19 [00:01<00:04,  3.39it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.39it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.28it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.19it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.20it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.28it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.28it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.33it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.41it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.41it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.33it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.28it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.31it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.39it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.25it/s]
100%|██████████| 19/19 [00:05<00:00,  3.28it/s][2025-07-16 22:32:31] car...PCK-Transfer@0.10: 92.41% | PCK-Transfer@0.05: 85.42% | PCK-Transfer@0.15: 94.70%
+
100%|██████████| 19/19 [00:05<00:00,  3.31it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.30it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.45it/s]
 11%|█         | 3/27 [00:00<00:06,  3.55it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.50it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.47it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.38it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.35it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.39it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.30it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.27it/s]
 41%|████      | 11/27 [00:03<00:05,  3.07it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.12it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.26it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.28it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.22it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.34it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.35it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.33it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.23it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.36it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.43it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.49it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.50it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.39it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.34it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.35it/s]
100%|██████████| 27/27 [00:08<00:00,  3.40it/s][2025-07-16 22:32:39] cat...PCK-Transfer@0.10: 84.98% | PCK-Transfer@0.05: 67.68% | PCK-Transfer@0.15: 91.20%
+
100%|██████████| 27/27 [00:08<00:00,  3.35it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.26it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.17it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.22it/s]
 31%|███       | 4/13 [00:01<00:02,  3.29it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.37it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.42it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.41it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.39it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.37it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.33it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.32it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.35it/s]
100%|██████████| 13/13 [00:03<00:00,  3.35it/s][2025-07-16 22:32:43] chair...PCK-Transfer@0.10: 56.77% | PCK-Transfer@0.05: 41.41% | PCK-Transfer@0.15: 66.90%
+
100%|██████████| 13/13 [00:03<00:00,  3.34it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.33it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.41it/s]
100%|██████████| 3/3 [00:00<00:00,  3.45it/s][2025-07-16 22:32:44] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 70.83% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.42it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.32it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.33it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.40it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.39it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.29it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.38it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.44it/s]
100%|██████████| 8/8 [00:02<00:00,  3.42it/s][2025-07-16 22:32:46] diningtable...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 66.15%
+
100%|██████████| 8/8 [00:02<00:00,  3.39it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.39it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.45it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.45it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.39it/s]
 21%|██        | 5/24 [00:01<00:05,  3.42it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.45it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.41it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.43it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.43it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.38it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.39it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.41it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.41it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.40it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.44it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.45it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.46it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.45it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.44it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.43it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.43it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.43it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.44it/s]
100%|██████████| 24/24 [00:07<00:00,  3.42it/s][2025-07-16 22:32:53] dog...PCK-Transfer@0.10: 83.24% | PCK-Transfer@0.05: 64.78% | PCK-Transfer@0.15: 91.58%
+
100%|██████████| 24/24 [00:07<00:00,  3.42it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.36it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.42it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.36it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.36it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.42it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.47it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.50it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.52it/s]
100%|██████████| 9/9 [00:02<00:00,  3.48it/s][2025-07-16 22:32:56] horse...PCK-Transfer@0.10: 81.98% | PCK-Transfer@0.05: 62.83% | PCK-Transfer@0.15: 88.31%
+
100%|██████████| 9/9 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.44it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.48it/s]
 11%|█         | 3/27 [00:00<00:06,  3.49it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.47it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.47it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.53it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.46it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.43it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.44it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.43it/s]
 41%|████      | 11/27 [00:03<00:04,  3.43it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.42it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.44it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.46it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.49it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.51it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.52it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.53it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.47it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.48it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.48it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.45it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.46it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.46it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.42it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.41it/s]
100%|██████████| 27/27 [00:07<00:00,  3.42it/s][2025-07-16 22:33:04] motorbike...PCK-Transfer@0.10: 85.75% | PCK-Transfer@0.05: 63.91% | PCK-Transfer@0.15: 92.47%
+
100%|██████████| 27/27 [00:07<00:00,  3.46it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.42it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.36it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.35it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.34it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.36it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.41it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.40it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.37it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.42it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.38it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.43it/s]
100%|██████████| 12/12 [00:03<00:00,  3.44it/s][2025-07-16 22:33:07] person...PCK-Transfer@0.10: 68.64% | PCK-Transfer@0.05: 48.75% | PCK-Transfer@0.15: 80.78%
+
100%|██████████| 12/12 [00:03<00:00,  3.40it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:02,  2.80it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.22it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.32it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.40it/s]
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+[2025-07-16 22:33:24] Weighted Per image PCK0.10: 78.06%, image PCK0.05: 61.61%, image PCK0.01: 85.68%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_18__t_0.6_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_18__t_0.6_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..7852b7a668c64c67de87d121e79bb0148220db5d
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_18__t_0.6_layer_13_no_dino.log
@@ -0,0 +1,11 @@
+[2025-07-16 22:35:31] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_18__t_0.6_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.5_layer_18', 't_0.6_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.5_layer_18', 't_0.6_layer_13']
+Number of parameters corr net: 120
+Traceback (most recent call last):
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 606, in <module>
+    main(args)
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 528, in main
+    _,_,_,result = eval(args, aggre_net, save_path, split='test')
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 455, in eval
+    print('thresholds len:', len(thresholds))
+TypeError: object of type 'NoneType' has no len()
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_18__t_0.8_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_18__t_0.8_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..306077156866f0a5e2e3d94cfdbd59132f506836
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_18__t_0.8_layer_12.log
@@ -0,0 +1,11 @@
+[2025-07-16 22:36:20] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_18__t_0.8_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.5_layer_18', 't_0.8_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.5_layer_18', 't_0.8_layer_12']
+Number of parameters corr net: 120
+Traceback (most recent call last):
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 606, in <module>
+    main(args)
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 528, in main
+    _,_,_,result = eval(args, aggre_net, save_path, split='test')
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 455, in eval
+    print('thresholds len:', len(thresholds))
+TypeError: object of type 'NoneType' has no len()
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_18__t_0.8_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_18__t_0.8_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..bc43523e1db8151cc63cd6ea62473fa4d9d69bb3
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_18__t_0.8_layer_20_no_dino.log
@@ -0,0 +1,11 @@
+[2025-07-16 22:36:38] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_18__t_0.8_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.5_layer_18', 't_0.8_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.5_layer_18', 't_0.8_layer_20']
+Number of parameters corr net: 120
+Traceback (most recent call last):
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 606, in <module>
+    main(args)
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 528, in main
+    _,_,_,result = eval(args, aggre_net, save_path, split='test')
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 455, in eval
+    print('thresholds len:', len(thresholds))
+TypeError: object of type 'NoneType' has no len()
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_20__t_0.7_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_20__t_0.7_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..3520458e504196727b7724d38c86fb01628b7fa8
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_20__t_0.7_layer_20_no_dino.log
@@ -0,0 +1,11 @@
+[2025-07-16 22:37:33] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.5_layer_20__t_0.7_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.5_layer_20', 't_0.7_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.5_layer_20', 't_0.7_layer_20']
+Number of parameters corr net: 120
+Traceback (most recent call last):
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 606, in <module>
+    main(args)
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 528, in main
+    _,_,_,result = eval(args, aggre_net, save_path, split='test')
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 455, in eval
+    print('thresholds len:', len(thresholds))
+TypeError: object of type 'NoneType' has no len()
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_10__t_0.7_layer_10_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_10__t_0.7_layer_10_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..46f8bbd23f1daf53ac232e21df9aed7c3b46b149
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_10__t_0.7_layer_10_no_dino.log
@@ -0,0 +1,11 @@
+[2025-07-16 22:41:03] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_10__t_0.7_layer_10_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.6_layer_10', 't_0.7_layer_10'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.6_layer_10', 't_0.7_layer_10']
+Number of parameters corr net: 120
+Traceback (most recent call last):
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 606, in <module>
+    main(args)
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 528, in main
+    _,_,_,result = eval(args, aggre_net, save_path, split='test')
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 455, in eval
+    print('thresholds len:', len(thresholds))
+TypeError: object of type 'NoneType' has no len()
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_11__t_0.6_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_11__t_0.6_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..2501316ca43f221984591636d062227c76f061eb
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_11__t_0.6_layer_20_no_dino.log
@@ -0,0 +1,11 @@
+[2025-07-16 22:42:04] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_11__t_0.6_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.6_layer_11', 't_0.6_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.6_layer_11', 't_0.6_layer_20']
+Number of parameters corr net: 120
+Traceback (most recent call last):
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 606, in <module>
+    main(args)
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 528, in main
+    _,_,_,result = eval(args, aggre_net, save_path, split='test')
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 455, in eval
+    print('thresholds len:', len(thresholds))
+TypeError: object of type 'NoneType' has no len()
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_11__t_0.7_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_11__t_0.7_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..9333772228d863512524ab1df0a07c9843701d16
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_11__t_0.7_layer_11_no_dino.log
@@ -0,0 +1,11 @@
+[2025-07-16 22:42:17] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_11__t_0.7_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.6_layer_11', 't_0.7_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.6_layer_11', 't_0.7_layer_11']
+Number of parameters corr net: 120
+Traceback (most recent call last):
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 606, in <module>
+    main(args)
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 528, in main
+    _,_,_,result = eval(args, aggre_net, save_path, split='test')
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 455, in eval
+    print('thresholds len:', len(thresholds))
+TypeError: object of type 'NoneType' has no len()
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_12__t_0.6_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_12__t_0.6_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..85e8a83dad6f3aa5f39d804a0fd4e1055f24a8aa
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_12__t_0.6_layer_18_no_dino.log
@@ -0,0 +1,11 @@
+[2025-07-16 22:43:12] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_12__t_0.6_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.6_layer_12', 't_0.6_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.6_layer_12', 't_0.6_layer_18']
+Number of parameters corr net: 120
+Traceback (most recent call last):
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 606, in <module>
+    main(args)
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 528, in main
+    _,_,_,result = eval(args, aggre_net, save_path, split='test')
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 455, in eval
+    print('thresholds len:', len(thresholds))
+TypeError: object of type 'NoneType' has no len()
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_12__t_0.6_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_12__t_0.6_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..6f650055b4c4028600ca22af675905a748d75787
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_12__t_0.6_layer_20.log
@@ -0,0 +1,11 @@
+[2025-07-16 22:43:13] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_12__t_0.6_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.6_layer_12', 't_0.6_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.6_layer_12', 't_0.6_layer_20']
+Number of parameters corr net: 120
+Traceback (most recent call last):
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 606, in <module>
+    main(args)
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 528, in main
+    _,_,_,result = eval(args, aggre_net, save_path, split='test')
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 455, in eval
+    print('thresholds len:', len(thresholds))
+TypeError: object of type 'NoneType' has no len()
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_13__t_0.8_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_13__t_0.8_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..c8aafcab6085c96a081d3ab8df63b1887abb8551
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_13__t_0.8_layer_10.log
@@ -0,0 +1,11 @@
+[2025-07-16 22:44:51] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_13__t_0.8_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.6_layer_13', 't_0.8_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.6_layer_13', 't_0.8_layer_10']
+Number of parameters corr net: 120
+Traceback (most recent call last):
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 606, in <module>
+    main(args)
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 528, in main
+    _,_,_,result = eval(args, aggre_net, save_path, split='test')
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 455, in eval
+    print('thresholds len:', len(thresholds))
+TypeError: object of type 'NoneType' has no len()
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_13__t_0.8_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_13__t_0.8_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..54b499f59e2db24ae3b7265d8670f5c60c5230cd
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_13__t_0.8_layer_11_no_dino.log
@@ -0,0 +1,11 @@
+[2025-07-16 22:44:57] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_13__t_0.8_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.6_layer_13', 't_0.8_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.6_layer_13', 't_0.8_layer_11']
+Number of parameters corr net: 120
+Traceback (most recent call last):
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 606, in <module>
+    main(args)
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 528, in main
+    _,_,_,result = eval(args, aggre_net, save_path, split='test')
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 455, in eval
+    print('thresholds len:', len(thresholds))
+TypeError: object of type 'NoneType' has no len()
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_13__t_0.8_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_13__t_0.8_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..791ab8fb8c5896ab697ccba878aa606da7c6ac63
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_13__t_0.8_layer_13_no_dino.log
@@ -0,0 +1,11 @@
+[2025-07-16 22:45:03] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_13__t_0.8_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.6_layer_13', 't_0.8_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.6_layer_13', 't_0.8_layer_13']
+Number of parameters corr net: 120
+Traceback (most recent call last):
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 606, in <module>
+    main(args)
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 528, in main
+    _,_,_,result = eval(args, aggre_net, save_path, split='test')
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 455, in eval
+    print('thresholds len:', len(thresholds))
+TypeError: object of type 'NoneType' has no len()
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_15__t_0.6_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_15__t_0.6_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..70c273eec372f878e02d1b42da71923d821c2d72
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_15__t_0.6_layer_18.log
@@ -0,0 +1,11 @@
+[2025-07-16 22:45:15] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_15__t_0.6_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.6_layer_15', 't_0.6_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.6_layer_15', 't_0.6_layer_18']
+Number of parameters corr net: 120
+Traceback (most recent call last):
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 606, in <module>
+    main(args)
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 528, in main
+    _,_,_,result = eval(args, aggre_net, save_path, split='test')
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 455, in eval
+    print('thresholds len:', len(thresholds))
+TypeError: object of type 'NoneType' has no len()
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_15__t_0.6_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_15__t_0.6_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..c2e3d4545d3255d82d014960f99f78386ea1f523
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_15__t_0.6_layer_20.log
@@ -0,0 +1,11 @@
+[2025-07-16 22:45:16] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_15__t_0.6_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.6_layer_15', 't_0.6_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.6_layer_15', 't_0.6_layer_20']
+Number of parameters corr net: 120
+Traceback (most recent call last):
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 606, in <module>
+    main(args)
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 528, in main
+    _,_,_,result = eval(args, aggre_net, save_path, split='test')
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 455, in eval
+    print('thresholds len:', len(thresholds))
+TypeError: object of type 'NoneType' has no len()
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_15__t_0.7_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_15__t_0.7_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..dd35b4f4b18146885d6611e58fb6f93049049285
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_15__t_0.7_layer_10.log
@@ -0,0 +1,11 @@
+[2025-07-16 22:45:28] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_15__t_0.7_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.6_layer_15', 't_0.7_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.6_layer_15', 't_0.7_layer_10']
+Number of parameters corr net: 120
+Traceback (most recent call last):
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 606, in <module>
+    main(args)
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 528, in main
+    _,_,_,result = eval(args, aggre_net, save_path, split='test')
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 455, in eval
+    print('thresholds len:', len(thresholds))
+TypeError: object of type 'NoneType' has no len()
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_5__t_0.7_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_5__t_0.7_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..89e4958a7b33e72513a8128e9e2d928c9cbc7331
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_5__t_0.7_layer_13.log
@@ -0,0 +1,11 @@
+[2025-07-16 22:38:41] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_5__t_0.7_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.6_layer_5', 't_0.7_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.6_layer_5', 't_0.7_layer_13']
+Number of parameters corr net: 120
+Traceback (most recent call last):
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 606, in <module>
+    main(args)
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 528, in main
+    _,_,_,result = eval(args, aggre_net, save_path, split='test')
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 455, in eval
+    print('thresholds len:', len(thresholds))
+TypeError: object of type 'NoneType' has no len()
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_5__t_0.7_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_5__t_0.7_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..e869b5753cf8a9ee31d34969593b162a218c90dd
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_5__t_0.7_layer_15.log
@@ -0,0 +1,11 @@
+[2025-07-16 22:38:41] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_5__t_0.7_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.6_layer_5', 't_0.7_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.6_layer_5', 't_0.7_layer_15']
+Number of parameters corr net: 120
+Traceback (most recent call last):
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 606, in <module>
+    main(args)
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 528, in main
+    _,_,_,result = eval(args, aggre_net, save_path, split='test')
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 455, in eval
+    print('thresholds len:', len(thresholds))
+TypeError: object of type 'NoneType' has no len()
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_9__t_0.7_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_9__t_0.7_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..bae83d2ee60c78a40b5a991bec5fe3f6adbfb0ff
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_9__t_0.7_layer_5_no_dino.log
@@ -0,0 +1,11 @@
+[2025-07-16 22:39:43] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.6_layer_9__t_0.7_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.6_layer_9', 't_0.7_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.6_layer_9', 't_0.7_layer_5']
+Number of parameters corr net: 120
+Traceback (most recent call last):
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 606, in <module>
+    main(args)
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 528, in main
+    _,_,_,result = eval(args, aggre_net, save_path, split='test')
+  File "/home/ubuntu/Project/Code/Baselines/./GeoAware-SC/pck_train_dit.py", line 455, in eval
+    print('thresholds len:', len(thresholds))
+TypeError: object of type 'NoneType' has no len()
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.7_layer_10__t_0.8_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.7_layer_10__t_0.8_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..84077a0686aefb09e0e6154dc052abb05aafbb82
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.7_layer_10__t_0.8_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-16 23:15:46] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.7_layer_10__t_0.8_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.7_layer_10', 't_0.8_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.7_layer_10', 't_0.8_layer_12']
+Number of parameters corr net: 120
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 41%|████      | 13/32 [00:03<00:05,  3.46it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.51it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.51it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.50it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.45it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.47it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.43it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.42it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.47it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.38it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.40it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.46it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.49it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.45it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.48it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.42it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.40it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.41it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.46it/s]
100%|██████████| 32/32 [00:09<00:00,  3.47it/s][2025-07-16 23:16:18] bus...PCK-Transfer@0.10: 85.26% | PCK-Transfer@0.05: 75.63% | PCK-Transfer@0.15: 89.95%
+
100%|██████████| 32/32 [00:09<00:00,  3.44it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.51it/s]
 11%|█         | 2/19 [00:00<00:04,  3.50it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.46it/s]
 21%|██        | 4/19 [00:01<00:04,  3.34it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.32it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.27it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.35it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.37it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.44it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.48it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.47it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.49it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.55it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.45it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.45it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.40it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.31it/s]
100%|██████████| 19/19 [00:05<00:00,  3.44it/s][2025-07-16 23:16:23] car...PCK-Transfer@0.10: 93.82% | PCK-Transfer@0.05: 86.59% | PCK-Transfer@0.15: 96.63%
+
100%|██████████| 19/19 [00:05<00:00,  3.42it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.70it/s]
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 11%|█         | 3/27 [00:00<00:06,  3.46it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.51it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.48it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.51it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.54it/s]
 41%|████      | 11/27 [00:03<00:04,  3.54it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.55it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.49it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.48it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.49it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.48it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.50it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.53it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.49it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.45it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.45it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.45it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.46it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.47it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.45it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.44it/s]
100%|██████████| 27/27 [00:07<00:00,  3.43it/s][2025-07-16 23:16:31] cat...PCK-Transfer@0.10: 80.56% | PCK-Transfer@0.05: 66.44% | PCK-Transfer@0.15: 88.29%
+
100%|██████████| 27/27 [00:07<00:00,  3.48it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.26it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.47it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.53it/s]
 31%|███       | 4/13 [00:01<00:02,  3.49it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.48it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.44it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.45it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.51it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.56it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.60it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.61it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.57it/s]
100%|██████████| 13/13 [00:03<00:00,  3.56it/s][2025-07-16 23:16:35] chair...PCK-Transfer@0.10: 57.01% | PCK-Transfer@0.05: 36.69% | PCK-Transfer@0.15: 67.84%
+
100%|██████████| 13/13 [00:03<00:00,  3.53it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.63it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.53it/s]
100%|██████████| 3/3 [00:00<00:00,  3.50it/s][2025-07-16 23:16:36] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 70.83% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.51it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.54it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.53it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.50it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.56it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.55it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.52it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.52it/s]
100%|██████████| 8/8 [00:02<00:00,  3.54it/s][2025-07-16 23:16:38] diningtable...PCK-Transfer@0.10: 59.38% | PCK-Transfer@0.05: 39.58% | PCK-Transfer@0.15: 66.15%
+
100%|██████████| 8/8 [00:02<00:00,  3.53it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.46it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.50it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.48it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.55it/s]
 21%|██        | 5/24 [00:01<00:05,  3.54it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.52it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.46it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.45it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.46it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.54it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.54it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.54it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.53it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.52it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.50it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.49it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.50it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.49it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.52it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.42it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.44it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.45it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.43it/s]
100%|██████████| 24/24 [00:06<00:00,  3.46it/s][2025-07-16 23:16:45] dog...PCK-Transfer@0.10: 81.91% | PCK-Transfer@0.05: 64.27% | PCK-Transfer@0.15: 88.90%
+
100%|██████████| 24/24 [00:06<00:00,  3.49it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.48it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.50it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.51it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.55it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.48it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.47it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.35it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.38it/s]
100%|██████████| 9/9 [00:02<00:00,  3.42it/s][2025-07-16 23:16:48] horse...PCK-Transfer@0.10: 83.15% | PCK-Transfer@0.05: 63.99% | PCK-Transfer@0.15: 87.38%
+
100%|██████████| 9/9 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.32it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.42it/s]
 41%|████      | 11/27 [00:03<00:04,  3.44it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.42it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.46it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.47it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.48it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.47it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.45it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.44it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.41it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.42it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.45it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.52it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.49it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.51it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.56it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.55it/s]
100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-16 23:16:55] motorbike...PCK-Transfer@0.10: 84.92% | PCK-Transfer@0.05: 62.33% | PCK-Transfer@0.15: 91.28%
+
100%|██████████| 27/27 [00:07<00:00,  3.46it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.45it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.56it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.51it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.58it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.25it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.05it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  2.95it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  2.94it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.06it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.07it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.15it/s]
100%|██████████| 12/12 [00:03<00:00,  3.13it/s][2025-07-16 23:16:59] person...PCK-Transfer@0.10: 64.74% | PCK-Transfer@0.05: 47.53% | PCK-Transfer@0.15: 78.01%
+
100%|██████████| 12/12 [00:03<00:00,  3.16it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:02,  2.97it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.12it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.23it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.21it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.10it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.16it/s]
100%|██████████| 7/7 [00:02<00:00,  3.14it/s][2025-07-16 23:17:01] pottedplant...PCK-Transfer@0.10: 60.95% | PCK-Transfer@0.05: 33.81% | PCK-Transfer@0.15: 75.71%
+
100%|██████████| 7/7 [00:02<00:00,  3.14it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.22it/s][2025-07-16 23:17:02] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.22it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.95it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.22it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.14it/s]
 31%|███       | 4/13 [00:01<00:02,  3.26it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.30it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.35it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.38it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.31it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.25it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.16it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.19it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.32it/s]
100%|██████████| 13/13 [00:04<00:00,  3.23it/s][2025-07-16 23:17:06] sofa...PCK-Transfer@0.10: 59.07% | PCK-Transfer@0.05: 41.48% | PCK-Transfer@0.15: 71.71%
+
100%|██████████| 13/13 [00:04<00:00,  3.24it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
  5%|▌         | 1/20 [00:00<00:05,  3.35it/s]
 10%|█         | 2/20 [00:00<00:05,  3.38it/s]
 15%|█▌        | 3/20 [00:00<00:04,  3.40it/s]
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 25%|██▌       | 5/20 [00:01<00:04,  3.31it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.33it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.34it/s]
 50%|█████     | 10/20 [00:03<00:03,  3.31it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.28it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.33it/s]
 65%|██████▌   | 13/20 [00:03<00:02,  3.33it/s]
 70%|███████   | 14/20 [00:04<00:01,  3.33it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.38it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.36it/s]
 85%|████████▌ | 17/20 [00:05<00:00,  3.31it/s]
 90%|█████████ | 18/20 [00:05<00:00,  3.28it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.35it/s]
100%|██████████| 20/20 [00:06<00:00,  3.23it/s][2025-07-16 23:17:12] train...PCK-Transfer@0.10: 76.00% | PCK-Transfer@0.05: 56.50% | PCK-Transfer@0.15: 85.00%
+
100%|██████████| 20/20 [00:06<00:00,  3.32it/s]
+
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+[2025-07-16 23:17:16] Weighted Per image PCK0.10: 76.92%, image PCK0.05: 60.73%, image PCK0.01: 85.13%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.7_layer_12__t_0.8_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.7_layer_12__t_0.8_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..23352251baa7568706395d37c7a5eba5fb156caa
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.7_layer_12__t_0.8_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 23:39:40] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.7_layer_12__t_0.8_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.7_layer_12', 't_0.8_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.7_layer_12', 't_0.8_layer_18']
+Number of parameters corr net: 120
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100%|██████████| 24/24 [00:06<00:00,  3.52it/s][2025-07-16 23:40:39] dog...PCK-Transfer@0.10: 77.81% | PCK-Transfer@0.05: 58.87% | PCK-Transfer@0.15: 86.26%
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100%|██████████| 7/7 [00:01<00:00,  3.57it/s][2025-07-16 23:40:55] pottedplant...PCK-Transfer@0.10: 55.71% | PCK-Transfer@0.05: 43.33% | PCK-Transfer@0.15: 72.38%
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100%|██████████| 15/15 [00:04<00:00,  3.64it/s][2025-07-16 23:41:09] tvmonitor...PCK-Transfer@0.10: 50.56% | PCK-Transfer@0.05: 29.44% | PCK-Transfer@0.15: 58.89%
+
100%|██████████| 15/15 [00:04<00:00,  3.59it/s]
+[2025-07-16 23:41:09] Weighted Per image PCK0.10: 75.55%, image PCK0.05: 57.90%, image PCK0.01: 83.84%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.7_layer_9__t_0.7_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.7_layer_9__t_0.7_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..034760a12a013fe2720929473037d79e709809bc
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.7_layer_9__t_0.7_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 22:59:50] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.7_layer_9__t_0.7_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.7_layer_9', 't_0.7_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.7_layer_9', 't_0.7_layer_20']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.40it/s][2025-07-16 22:59:57] aeroplane...PCK-Transfer@0.10: 74.94% | PCK-Transfer@0.05: 57.36% | PCK-Transfer@0.15: 85.50%
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100%|██████████| 6/6 [00:01<00:00,  3.55it/s][2025-07-16 23:00:10] boat...PCK-Transfer@0.10: 45.83% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 72.22%
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 75%|███████▌  | 6/8 [00:01<00:00,  3.61it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.60it/s]
100%|██████████| 8/8 [00:02<00:00,  3.63it/s][2025-07-16 23:00:12] bottle...PCK-Transfer@0.10: 56.25% | PCK-Transfer@0.05: 32.81% | PCK-Transfer@0.15: 60.94%
+
100%|██████████| 8/8 [00:02<00:00,  3.61it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 16%|█▌        | 5/32 [00:01<00:08,  3.33it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.36it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.42it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.48it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.41it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.43it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.46it/s]
 41%|████      | 13/32 [00:03<00:05,  3.42it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.49it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.51it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.53it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.52it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.55it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.52it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.53it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.57it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.48it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.50it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.56it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.62it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.50it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.52it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.48it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.49it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.41it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.51it/s]
100%|██████████| 32/32 [00:09<00:00,  3.55it/s][2025-07-16 23:00:22] bus...PCK-Transfer@0.10: 74.06% | PCK-Transfer@0.05: 56.09% | PCK-Transfer@0.15: 80.05%
+
100%|██████████| 32/32 [00:09<00:00,  3.48it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:07,  2.53it/s]
 11%|█         | 2/19 [00:00<00:05,  2.94it/s]
 16%|█▌        | 3/19 [00:01<00:05,  3.02it/s]
 21%|██        | 4/19 [00:01<00:04,  3.13it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.25it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.24it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.27it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.38it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.43it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.53it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.58it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.55it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.58it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.61it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.62it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.61it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.58it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.62it/s]
100%|██████████| 19/19 [00:05<00:00,  3.67it/s][2025-07-16 23:00:27] car...PCK-Transfer@0.10: 88.90% | PCK-Transfer@0.05: 77.80% | PCK-Transfer@0.15: 91.14%
+
100%|██████████| 19/19 [00:05<00:00,  3.45it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.01it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.20it/s]
 11%|█         | 3/27 [00:00<00:07,  3.23it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.40it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.45it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.52it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.59it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.59it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.60it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.62it/s]
 41%|████      | 11/27 [00:03<00:04,  3.63it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.65it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.59it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.61it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.59it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.54it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.58it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.63it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.59it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.57it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.52it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.50it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.53it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.53it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.53it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.53it/s]
100%|██████████| 27/27 [00:07<00:00,  3.52it/s][2025-07-16 23:00:35] cat...PCK-Transfer@0.10: 80.61% | PCK-Transfer@0.05: 60.80% | PCK-Transfer@0.15: 85.76%
+
100%|██████████| 27/27 [00:07<00:00,  3.53it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:05,  2.19it/s]
 15%|█▌        | 2/13 [00:00<00:04,  2.62it/s]
 23%|██▎       | 3/13 [00:01<00:03,  2.93it/s]
 31%|███       | 4/13 [00:01<00:02,  3.11it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.22it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.28it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.36it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.49it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.58it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.63it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.66it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.64it/s]
100%|██████████| 13/13 [00:03<00:00,  3.58it/s][2025-07-16 23:00:39] chair...PCK-Transfer@0.10: 39.79% | PCK-Transfer@0.05: 25.83% | PCK-Transfer@0.15: 48.40%
+
100%|██████████| 13/13 [00:03<00:00,  3.36it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.15it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.38it/s]
100%|██████████| 3/3 [00:00<00:00,  3.50it/s][2025-07-16 23:00:40] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 60.42% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.44it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.42it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.56it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.59it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.65it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.62it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.63it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.64it/s]
100%|██████████| 8/8 [00:02<00:00,  3.69it/s][2025-07-16 23:00:42] diningtable...PCK-Transfer@0.10: 39.58% | PCK-Transfer@0.05: 22.92% | PCK-Transfer@0.15: 60.42%
+
100%|██████████| 8/8 [00:02<00:00,  3.64it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.54it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.62it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.61it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.67it/s]
 21%|██        | 5/24 [00:01<00:05,  3.64it/s]
 25%|██▌       | 6/24 [00:01<00:04,  3.64it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.61it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.61it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.62it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.68it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.68it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.70it/s]
 54%|█████▍    | 13/24 [00:03<00:02,  3.70it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.67it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.66it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.65it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.67it/s]
 75%|███████▌  | 18/24 [00:04<00:01,  3.66it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.66it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.56it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.59it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.62it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.62it/s]
100%|██████████| 24/24 [00:06<00:00,  3.60it/s][2025-07-16 23:00:48] dog...PCK-Transfer@0.10: 68.09% | PCK-Transfer@0.05: 51.93% | PCK-Transfer@0.15: 77.75%
+
100%|██████████| 24/24 [00:06<00:00,  3.64it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.51it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.56it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.63it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.70it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.65it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.63it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.53it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.57it/s]
100%|██████████| 9/9 [00:02<00:00,  3.64it/s][2025-07-16 23:00:51] horse...PCK-Transfer@0.10: 79.84% | PCK-Transfer@0.05: 55.93% | PCK-Transfer@0.15: 83.94%
+
100%|██████████| 9/9 [00:02<00:00,  3.61it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.53it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.43it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.57it/s]
 41%|████      | 11/27 [00:03<00:04,  3.59it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.56it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.62it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.63it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.65it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.64it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.63it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.64it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.60it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.60it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.63it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.68it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.67it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.69it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.74it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.73it/s]
100%|██████████| 27/27 [00:07<00:00,  3.73it/s][2025-07-16 23:00:58] motorbike...PCK-Transfer@0.10: 77.63% | PCK-Transfer@0.05: 55.27% | PCK-Transfer@0.15: 86.57%
+
100%|██████████| 27/27 [00:07<00:00,  3.62it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:04,  2.68it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.13it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.42it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.59it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.34it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.23it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.12it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.13it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.26it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.32it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.40it/s]
100%|██████████| 12/12 [00:03<00:00,  3.35it/s][2025-07-16 23:01:02] person...PCK-Transfer@0.10: 53.81% | PCK-Transfer@0.05: 38.02% | PCK-Transfer@0.15: 67.58%
+
100%|██████████| 12/12 [00:03<00:00,  3.29it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.15it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.35it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.50it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.48it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.37it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.44it/s]
100%|██████████| 7/7 [00:02<00:00,  3.39it/s][2025-07-16 23:01:04] pottedplant...PCK-Transfer@0.10: 48.57% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 58.57%
+
100%|██████████| 7/7 [00:02<00:00,  3.40it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  2.91it/s][2025-07-16 23:01:04] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  2.90it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.65it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.08it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.15it/s]
 31%|███       | 4/13 [00:01<00:02,  3.34it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.40it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.40it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.46it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.42it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.40it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.31it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.35it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.48it/s]
100%|██████████| 13/13 [00:03<00:00,  3.43it/s][2025-07-16 23:01:08] sofa...PCK-Transfer@0.10: 46.62% | PCK-Transfer@0.05: 29.73% | PCK-Transfer@0.15: 60.83%
+
100%|██████████| 13/13 [00:03<00:00,  3.35it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.55it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.54it/s]
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+[2025-07-16 23:01:18] Weighted Per image PCK0.10: 68.52%, image PCK0.05: 50.60%, image PCK0.01: 77.06%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.7_layer_9__t_0.8_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.7_layer_9__t_0.8_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..a1c52fabbb295a1ed30e8db838ec406e2f590d94
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.7_layer_9__t_0.8_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-16 23:03:00] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.7_layer_9__t_0.8_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.7_layer_9', 't_0.8_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.7_layer_9', 't_0.8_layer_11']
+Number of parameters corr net: 120
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+
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+[2025-07-16 23:04:30] Weighted Per image PCK0.10: 77.43%, image PCK0.05: 59.87%, image PCK0.01: 85.67%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.7_layer_9__t_0.8_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.7_layer_9__t_0.8_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..3c0fd22397610447e7af0f15200366f975b6ca21
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.7_layer_9__t_0.8_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 23:04:36] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.7_layer_9__t_0.8_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.7_layer_9', 't_0.8_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.7_layer_9', 't_0.8_layer_13']
+Number of parameters corr net: 120
+
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100%|██████████| 10/10 [00:03<00:00,  3.36it/s][2025-07-16 23:04:55] bird...PCK-Transfer@0.10: 80.36% | PCK-Transfer@0.05: 54.89% | PCK-Transfer@0.15: 90.69%
+
100%|██████████| 10/10 [00:03<00:00,  3.32it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.41it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.53it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.47it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.33it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.27it/s]
100%|██████████| 6/6 [00:01<00:00,  3.26it/s][2025-07-16 23:04:57] boat...PCK-Transfer@0.10: 65.28% | PCK-Transfer@0.05: 41.67% | PCK-Transfer@0.15: 84.72%
+
100%|██████████| 6/6 [00:01<00:00,  3.32it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.33it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.57it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.54it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.50it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.37it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.37it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.45it/s]
100%|██████████| 8/8 [00:02<00:00,  3.42it/s][2025-07-16 23:04:59] bottle...PCK-Transfer@0.10: 67.19% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 78.12%
+
100%|██████████| 8/8 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  3.01it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.34it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.38it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.44it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.36it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.32it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.26it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.23it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.25it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.20it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.28it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.30it/s]
 41%|████      | 13/32 [00:03<00:05,  3.24it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.24it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.32it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.34it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.40it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.45it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.38it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.32it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.36it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.26it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.35it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.37it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.33it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.24it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.29it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.35it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.40it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.37it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.36it/s]
100%|██████████| 32/32 [00:09<00:00,  3.24it/s][2025-07-16 23:05:09] bus...PCK-Transfer@0.10: 77.34% | PCK-Transfer@0.05: 65.36% | PCK-Transfer@0.15: 87.08%
+
100%|██████████| 32/32 [00:09<00:00,  3.31it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.04it/s]
 11%|█         | 2/19 [00:00<00:05,  3.25it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.32it/s]
 21%|██        | 4/19 [00:01<00:04,  3.19it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.20it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.19it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.17it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.25it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.34it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.35it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.40it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.46it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.47it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.42it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.38it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.44it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.50it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.42it/s]
100%|██████████| 19/19 [00:05<00:00,  3.42it/s][2025-07-16 23:05:14] car...PCK-Transfer@0.10: 93.77% | PCK-Transfer@0.05: 83.50% | PCK-Transfer@0.15: 95.52%
+
100%|██████████| 19/19 [00:05<00:00,  3.35it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:09,  2.70it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.14it/s]
 11%|█         | 3/27 [00:00<00:07,  3.33it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.35it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.41it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.33it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.33it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.36it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.27it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.26it/s]
 41%|████      | 11/27 [00:03<00:04,  3.34it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.36it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.46it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.48it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.38it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.48it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.46it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.44it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.35it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.45it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.51it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.55it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.56it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.45it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.45it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.48it/s]
100%|██████████| 27/27 [00:07<00:00,  3.50it/s][2025-07-16 23:05:22] cat...PCK-Transfer@0.10: 78.14% | PCK-Transfer@0.05: 60.30% | PCK-Transfer@0.15: 86.70%
+
100%|██████████| 27/27 [00:07<00:00,  3.41it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:05,  2.31it/s]
 15%|█▌        | 2/13 [00:00<00:04,  2.66it/s]
 23%|██▎       | 3/13 [00:01<00:03,  2.93it/s]
 31%|███       | 4/13 [00:01<00:02,  3.08it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.10it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.20it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.25it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.09it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.14it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.16it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.12it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.15it/s]
100%|██████████| 13/13 [00:04<00:00,  3.18it/s][2025-07-16 23:05:26] chair...PCK-Transfer@0.10: 59.04% | PCK-Transfer@0.05: 37.71% | PCK-Transfer@0.15: 66.20%
+
100%|██████████| 13/13 [00:04<00:00,  3.09it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.72it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.00it/s]
100%|██████████| 3/3 [00:00<00:00,  3.12it/s][2025-07-16 23:05:27] cow...PCK-Transfer@0.10: 83.33% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.05it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.09it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.19it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.25it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.24it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.13it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.21it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.27it/s]
100%|██████████| 8/8 [00:02<00:00,  3.27it/s][2025-07-16 23:05:30] diningtable...PCK-Transfer@0.10: 53.65% | PCK-Transfer@0.05: 34.90% | PCK-Transfer@0.15: 69.79%
+
100%|██████████| 8/8 [00:02<00:00,  3.23it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  2.90it/s]
  8%|▊         | 2/24 [00:00<00:07,  3.08it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.16it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.17it/s]
 21%|██        | 5/24 [00:01<00:05,  3.25it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.28it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.29it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.32it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.33it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.21it/s]
 46%|████▌     | 11/24 [00:03<00:04,  3.20it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.23it/s]
 54%|█████▍    | 13/24 [00:04<00:03,  3.26it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.27it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.25it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.18it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.11it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.17it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.21it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.25it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.17it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.20it/s]
 96%|█████████▌| 23/24 [00:07<00:00,  3.27it/s]
100%|██████████| 24/24 [00:07<00:00,  3.32it/s][2025-07-16 23:05:37] dog...PCK-Transfer@0.10: 74.59% | PCK-Transfer@0.05: 53.01% | PCK-Transfer@0.15: 86.34%
+
100%|██████████| 24/24 [00:07<00:00,  3.23it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.47it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.46it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.46it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.44it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.50it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.54it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.57it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.58it/s]
100%|██████████| 9/9 [00:02<00:00,  3.56it/s][2025-07-16 23:05:40] horse...PCK-Transfer@0.10: 85.93% | PCK-Transfer@0.05: 59.13% | PCK-Transfer@0.15: 87.51%
+
100%|██████████| 9/9 [00:02<00:00,  3.53it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.27it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.40it/s]
 11%|█         | 3/27 [00:00<00:06,  3.49it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.44it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.44it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.36it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.37it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.44it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.49it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.52it/s]
 41%|████      | 11/27 [00:03<00:04,  3.53it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.49it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.52it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.55it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.56it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.59it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.61it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.60it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.55it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.59it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.58it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.55it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.57it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.57it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.53it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.54it/s]
100%|██████████| 27/27 [00:07<00:00,  3.56it/s][2025-07-16 23:05:48] motorbike...PCK-Transfer@0.10: 80.35% | PCK-Transfer@0.05: 59.33% | PCK-Transfer@0.15: 86.94%
+
100%|██████████| 27/27 [00:07<00:00,  3.52it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.57it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.53it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.52it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.51it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.54it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.59it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.58it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.54it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.58it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.54it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.58it/s]
100%|██████████| 12/12 [00:03<00:00,  3.56it/s][2025-07-16 23:05:51] person...PCK-Transfer@0.10: 61.76% | PCK-Transfer@0.05: 44.75% | PCK-Transfer@0.15: 73.67%
+
100%|██████████| 12/12 [00:03<00:00,  3.55it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.26it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.44it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.48it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.54it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.46it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.44it/s]
100%|██████████| 7/7 [00:02<00:00,  3.47it/s][2025-07-16 23:05:53] pottedplant...PCK-Transfer@0.10: 59.05% | PCK-Transfer@0.05: 24.76% | PCK-Transfer@0.15: 71.43%
+
100%|██████████| 7/7 [00:02<00:00,  3.46it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.54it/s][2025-07-16 23:05:53] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.53it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.54it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.58it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.55it/s]
 31%|███       | 4/13 [00:01<00:02,  3.53it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.54it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.55it/s]
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+[2025-07-16 23:06:07] Weighted Per image PCK0.10: 73.50%, image PCK0.05: 55.14%, image PCK0.01: 82.49%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.8_layer_5__t_0.8_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.8_layer_5__t_0.8_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..0a374c592656fa2698643b7ced780df83a35c921
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.8_layer_5__t_0.8_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-17 00:19:29] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.8_layer_5__t_0.8_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.8_layer_5', 't_0.8_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.8_layer_5', 't_0.8_layer_18']
+Number of parameters corr net: 120
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+
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+[2025-07-17 00:21:02] Weighted Per image PCK0.10: 68.79%, image PCK0.05: 50.90%, image PCK0.01: 78.74%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.8_layer_9__t_0.8_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.8_layer_9__t_0.8_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..b9ff55c04f68910517f070e02584a7516bceb3ac
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.8_layer_9__t_0.8_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 00:24:17] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.8_layer_9__t_0.8_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.8_layer_9', 't_0.8_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.8_layer_9', 't_0.8_layer_15']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  3.38it/s][2025-07-17 00:24:24] aeroplane...PCK-Transfer@0.10: 80.36% | PCK-Transfer@0.05: 61.29% | PCK-Transfer@0.15: 90.62%
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 87%|████████▋ | 26/30 [00:07<00:01,  3.38it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.41it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.33it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.37it/s]
100%|██████████| 30/30 [00:08<00:00,  3.37it/s][2025-07-17 00:24:33] bicycle...PCK-Transfer@0.10: 80.00% | PCK-Transfer@0.05: 67.58% | PCK-Transfer@0.15: 86.06%
+
100%|██████████| 30/30 [00:08<00:00,  3.36it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.03it/s]
 20%|██        | 2/10 [00:00<00:02,  3.18it/s]
 30%|███       | 3/10 [00:00<00:02,  3.37it/s]
 40%|████      | 4/10 [00:01<00:01,  3.37it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.41it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.51it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.51it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.54it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.46it/s]
100%|██████████| 10/10 [00:02<00:00,  3.52it/s][2025-07-17 00:24:36] bird...PCK-Transfer@0.10: 78.61% | PCK-Transfer@0.05: 46.92% | PCK-Transfer@0.15: 89.44%
+
100%|██████████| 10/10 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.17it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.30it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.41it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.43it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.48it/s]
100%|██████████| 6/6 [00:01<00:00,  3.35it/s][2025-07-17 00:24:37] boat...PCK-Transfer@0.10: 54.17% | PCK-Transfer@0.05: 34.72% | PCK-Transfer@0.15: 77.78%
+
100%|██████████| 6/6 [00:01<00:00,  3.37it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.45it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.43it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.51it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.47it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.45it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.51it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.51it/s]
100%|██████████| 8/8 [00:02<00:00,  3.55it/s][2025-07-17 00:24:40] bottle...PCK-Transfer@0.10: 64.06% | PCK-Transfer@0.05: 48.44% | PCK-Transfer@0.15: 81.25%
+
100%|██████████| 8/8 [00:02<00:00,  3.51it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  2.95it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.27it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.34it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.44it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.42it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.49it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.49it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.55it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.56it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.31it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.27it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.32it/s]
 41%|████      | 13/32 [00:03<00:05,  3.28it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.33it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.39it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.41it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.42it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.46it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.44it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.45it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.49it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.42it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.44it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.49it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.55it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.44it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.46it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.43it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.43it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.41it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.48it/s]
100%|██████████| 32/32 [00:09<00:00,  3.52it/s][2025-07-17 00:24:49] bus...PCK-Transfer@0.10: 79.43% | PCK-Transfer@0.05: 64.06% | PCK-Transfer@0.15: 86.30%
+
100%|██████████| 32/32 [00:09<00:00,  3.43it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.15it/s]
 11%|█         | 2/19 [00:00<00:05,  3.29it/s]
 16%|█▌        | 3/19 [00:00<00:05,  3.18it/s]
 21%|██        | 4/19 [00:01<00:04,  3.21it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.31it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.26it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.28it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.37it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.42it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.49it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.49it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.48it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.51it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.56it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.60it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.57it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.55it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.60it/s]
100%|██████████| 19/19 [00:05<00:00,  3.66it/s][2025-07-17 00:24:55] car...PCK-Transfer@0.10: 95.58% | PCK-Transfer@0.05: 81.76% | PCK-Transfer@0.15: 96.33%
+
100%|██████████| 19/19 [00:05<00:00,  3.46it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.29it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.41it/s]
 11%|█         | 3/27 [00:00<00:06,  3.43it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.51it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.48it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.42it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.48it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.52it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.54it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.59it/s]
 41%|████      | 11/27 [00:03<00:04,  3.61it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.64it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.58it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.61it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.59it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.57it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.61it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.66it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.61it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.57it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.56it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.54it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.56it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.55it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.50it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.47it/s]
100%|██████████| 27/27 [00:07<00:00,  3.47it/s][2025-07-17 00:25:02] cat...PCK-Transfer@0.10: 76.99% | PCK-Transfer@0.05: 59.49% | PCK-Transfer@0.15: 84.08%
+
100%|██████████| 27/27 [00:07<00:00,  3.54it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.79it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.19it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.40it/s]
 31%|███       | 4/13 [00:01<00:02,  3.44it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.51it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.52it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.52it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.57it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.61it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.64it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.66it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.65it/s]
100%|██████████| 13/13 [00:03<00:00,  3.65it/s][2025-07-17 00:25:06] chair...PCK-Transfer@0.10: 48.76% | PCK-Transfer@0.05: 31.56% | PCK-Transfer@0.15: 62.26%
+
100%|██████████| 13/13 [00:03<00:00,  3.54it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.10it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.31it/s]
100%|██████████| 3/3 [00:00<00:00,  3.44it/s][2025-07-17 00:25:07] cow...PCK-Transfer@0.10: 85.42% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.38it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.62it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.60it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.60it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.65it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.62it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.60it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.59it/s]
100%|██████████| 8/8 [00:02<00:00,  3.62it/s][2025-07-17 00:25:09] diningtable...PCK-Transfer@0.10: 51.56% | PCK-Transfer@0.05: 33.85% | PCK-Transfer@0.15: 69.79%
+
100%|██████████| 8/8 [00:02<00:00,  3.61it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.22it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.40it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.22it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.29it/s]
 21%|██        | 5/24 [00:01<00:05,  3.38it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.43it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.41it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.39it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.41it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.48it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.51it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.44it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.38it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.28it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.32it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.37it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.44it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.48it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.51it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.47it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.52it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.56it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.58it/s]
100%|██████████| 24/24 [00:06<00:00,  3.58it/s][2025-07-17 00:25:16] dog...PCK-Transfer@0.10: 72.43% | PCK-Transfer@0.05: 51.68% | PCK-Transfer@0.15: 83.34%
+
100%|██████████| 24/24 [00:06<00:00,  3.44it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.21it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.40it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.54it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.63it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.60it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.58it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.47it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.50it/s]
100%|██████████| 9/9 [00:02<00:00,  3.57it/s][2025-07-17 00:25:19] horse...PCK-Transfer@0.10: 79.07% | PCK-Transfer@0.05: 54.23% | PCK-Transfer@0.15: 88.04%
+
100%|██████████| 9/9 [00:02<00:00,  3.53it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.42it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.47it/s]
 11%|█         | 3/27 [00:00<00:06,  3.53it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.54it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.54it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.51it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.58it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.58it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.58it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.59it/s]
 41%|████      | 11/27 [00:03<00:04,  3.60it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.57it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.62it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.62it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.64it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.63it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.63it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.64it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.61it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.61it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.63it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.69it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.66it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.68it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.75it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.73it/s]
100%|██████████| 27/27 [00:07<00:00,  3.72it/s][2025-07-17 00:25:26] motorbike...PCK-Transfer@0.10: 79.07% | PCK-Transfer@0.05: 53.34% | PCK-Transfer@0.15: 88.19%
+
100%|██████████| 27/27 [00:07<00:00,  3.62it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.57it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.74it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.79it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.80it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.44it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.28it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.14it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.13it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.26it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.30it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.37it/s]
100%|██████████| 12/12 [00:03<00:00,  3.34it/s][2025-07-17 00:25:30] person...PCK-Transfer@0.10: 57.92% | PCK-Transfer@0.05: 41.19% | PCK-Transfer@0.15: 70.02%
+
100%|██████████| 12/12 [00:03<00:00,  3.37it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.17it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.34it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.43it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.42it/s]
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+[2025-07-17 00:25:46] Weighted Per image PCK0.10: 71.10%, image PCK0.05: 52.27%, image PCK0.01: 80.92%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.8_layer_9__t_0.8_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.8_layer_9__t_0.8_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..aac0e8c523b1eaa2a8eb851e7d37c04182cff36b
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_10__t_0.8_layer_9__t_0.8_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 00:24:57] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_10__t_0.8_layer_9__t_0.8_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_10', 't_0.8_layer_9', 't_0.8_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_10', 't_0.8_layer_9', 't_0.8_layer_18']
+Number of parameters corr net: 120
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+[2025-07-17 00:26:25] Weighted Per image PCK0.10: 71.01%, image PCK0.05: 52.32%, image PCK0.01: 79.77%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.5_layer_12__t_0.8_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.5_layer_12__t_0.8_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..20f28f9c4918b25403da91ca3a1729e4ab67dc27
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.5_layer_12__t_0.8_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-17 01:01:03] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.5_layer_12__t_0.8_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.5_layer_12', 't_0.8_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.5_layer_12', 't_0.8_layer_5']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  3.28it/s][2025-07-17 01:01:10] aeroplane...PCK-Transfer@0.10: 86.95% | PCK-Transfer@0.05: 71.88% | PCK-Transfer@0.15: 91.27%
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 27%|██▋       | 8/30 [00:02<00:07,  3.06it/s]
 30%|███       | 9/30 [00:02<00:06,  3.13it/s]
 33%|███▎      | 10/30 [00:03<00:06,  3.20it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.21it/s]
 40%|████      | 12/30 [00:03<00:05,  3.25it/s]
 43%|████▎     | 13/30 [00:04<00:05,  3.25it/s]
 47%|████▋     | 14/30 [00:04<00:05,  3.17it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.22it/s]
 53%|█████▎    | 16/30 [00:05<00:04,  3.23it/s]
 57%|█████▋    | 17/30 [00:05<00:04,  3.24it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.30it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.31it/s]
 67%|██████▋   | 20/30 [00:06<00:03,  3.30it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.37it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.43it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.37it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.41it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.38it/s]
 87%|████████▋ | 26/30 [00:08<00:01,  3.37it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.36it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.30it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.31it/s]
100%|██████████| 30/30 [00:09<00:00,  3.35it/s][2025-07-17 01:01:19] bicycle...PCK-Transfer@0.10: 84.58% | PCK-Transfer@0.05: 70.64% | PCK-Transfer@0.15: 89.76%
+
100%|██████████| 30/30 [00:09<00:00,  3.24it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.04it/s]
 20%|██        | 2/10 [00:00<00:02,  3.03it/s]
 30%|███       | 3/10 [00:00<00:02,  3.13it/s]
 40%|████      | 4/10 [00:01<00:01,  3.20it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.26it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.28it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.23it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.26it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.29it/s]
100%|██████████| 10/10 [00:03<00:00,  3.29it/s][2025-07-17 01:01:22] bird...PCK-Transfer@0.10: 83.61% | PCK-Transfer@0.05: 55.17% | PCK-Transfer@0.15: 90.42%
+
100%|██████████| 10/10 [00:03<00:00,  3.24it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.43it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.47it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.42it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.31it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.33it/s]
100%|██████████| 6/6 [00:01<00:00,  3.38it/s][2025-07-17 01:01:24] boat...PCK-Transfer@0.10: 52.78% | PCK-Transfer@0.05: 34.72% | PCK-Transfer@0.15: 80.56%
+
100%|██████████| 6/6 [00:01<00:00,  3.38it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.72it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.08it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.20it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.26it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.22it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.27it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.39it/s]
100%|██████████| 8/8 [00:02<00:00,  3.39it/s][2025-07-17 01:01:27] bottle...PCK-Transfer@0.10: 65.62% | PCK-Transfer@0.05: 51.56% | PCK-Transfer@0.15: 81.25%
+
100%|██████████| 8/8 [00:02<00:00,  3.28it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  2.84it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.15it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.21it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.27it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.21it/s]
 19%|█▉        | 6/32 [00:01<00:08,  3.21it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.27it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.26it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.29it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.20it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.28it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.31it/s]
 41%|████      | 13/32 [00:03<00:05,  3.31it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.34it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.38it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.40it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.43it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.35it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.27it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.23it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.29it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.24it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.31it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.34it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.34it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.22it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.28it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.34it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.38it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.42it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.38it/s]
100%|██████████| 32/32 [00:09<00:00,  3.38it/s][2025-07-17 01:01:36] bus...PCK-Transfer@0.10: 77.45% | PCK-Transfer@0.05: 61.56% | PCK-Transfer@0.15: 81.09%
+
100%|██████████| 32/32 [00:09<00:00,  3.30it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.26it/s]
 11%|█         | 2/19 [00:00<00:05,  3.34it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.35it/s]
 21%|██        | 4/19 [00:01<00:04,  3.33it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.32it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.23it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.17it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.20it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.25it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.25it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.29it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.34it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.34it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.29it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.25it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.33it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.40it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.32it/s]
100%|██████████| 19/19 [00:05<00:00,  3.33it/s][2025-07-17 01:01:42] car...PCK-Transfer@0.10: 89.47% | PCK-Transfer@0.05: 81.18% | PCK-Transfer@0.15: 92.82%
+
100%|██████████| 19/19 [00:05<00:00,  3.30it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.26it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.39it/s]
 11%|█         | 3/27 [00:00<00:06,  3.46it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.44it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.43it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.34it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.32it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.35it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.25it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.23it/s]
 41%|████      | 11/27 [00:03<00:04,  3.27it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.29it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.38it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.40it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.28it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.39it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.35it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.35it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.27it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.37it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.41it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.47it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.45it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.37it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.33it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.35it/s]
100%|██████████| 27/27 [00:08<00:00,  3.37it/s][2025-07-17 01:01:50] cat...PCK-Transfer@0.10: 85.62% | PCK-Transfer@0.05: 67.49% | PCK-Transfer@0.15: 90.04%
+
100%|██████████| 27/27 [00:08<00:00,  3.35it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.14it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.24it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.27it/s]
 31%|███       | 4/13 [00:01<00:02,  3.29it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.33it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.36it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.36it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.32it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.32it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.33it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.32it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.36it/s]
100%|██████████| 13/13 [00:03<00:00,  3.35it/s][2025-07-17 01:01:54] chair...PCK-Transfer@0.10: 54.91% | PCK-Transfer@0.05: 32.18% | PCK-Transfer@0.15: 62.54%
+
100%|██████████| 13/13 [00:03<00:00,  3.33it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.38it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.36it/s]
100%|██████████| 3/3 [00:00<00:00,  3.39it/s][2025-07-17 01:01:55] cow...PCK-Transfer@0.10: 81.25% | PCK-Transfer@0.05: 54.17% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.38it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.34it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.31it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.35it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.34it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.24it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.31it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.35it/s]
100%|██████████| 8/8 [00:02<00:00,  3.37it/s][2025-07-17 01:01:57] diningtable...PCK-Transfer@0.10: 49.48% | PCK-Transfer@0.05: 38.02% | PCK-Transfer@0.15: 73.44%
+
100%|██████████| 8/8 [00:02<00:00,  3.33it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.33it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.38it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.42it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.36it/s]
 21%|██        | 5/24 [00:01<00:05,  3.38it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.40it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.40it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.43it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.43it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.40it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.41it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.41it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.42it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.42it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.45it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.43it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.44it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.46it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.46it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.47it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.46it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.46it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.45it/s]
100%|██████████| 24/24 [00:07<00:00,  3.45it/s][2025-07-17 01:02:04] dog...PCK-Transfer@0.10: 78.58% | PCK-Transfer@0.05: 58.04% | PCK-Transfer@0.15: 87.93%
+
100%|██████████| 24/24 [00:07<00:00,  3.43it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.34it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.42it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.40it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.37it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.40it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.44it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.45it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.45it/s]
100%|██████████| 9/9 [00:02<00:00,  3.44it/s][2025-07-17 01:02:07] horse...PCK-Transfer@0.10: 80.53% | PCK-Transfer@0.05: 62.54% | PCK-Transfer@0.15: 88.31%
+
100%|██████████| 9/9 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.25it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.39it/s]
 11%|█         | 3/27 [00:00<00:06,  3.46it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.49it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.48it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.56it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.51it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.52it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.54it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.54it/s]
 41%|████      | 11/27 [00:03<00:04,  3.53it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.48it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.47it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.45it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.45it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.46it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.47it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.47it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.42it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.46it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.46it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.44it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.45it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.46it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.42it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.43it/s]
100%|██████████| 27/27 [00:07<00:00,  3.44it/s][2025-07-17 01:02:15] motorbike...PCK-Transfer@0.10: 83.03% | PCK-Transfer@0.05: 56.30% | PCK-Transfer@0.15: 92.76%
+
100%|██████████| 27/27 [00:07<00:00,  3.47it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.50it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.44it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.37it/s][2025-07-17 01:02:30] train...PCK-Transfer@0.10: 75.00% | PCK-Transfer@0.05: 50.50% | PCK-Transfer@0.15: 83.00%
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+[2025-07-17 01:02:35] Weighted Per image PCK0.10: 73.57%, image PCK0.05: 55.69%, image PCK0.01: 82.60%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.5_layer_12__t_0.8_layer_9.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.5_layer_12__t_0.8_layer_9.log
new file mode 100644
index 0000000000000000000000000000000000000000..6057fe7d11c389cd92497af0a36342d9891f704b
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.5_layer_12__t_0.8_layer_9.log
@@ -0,0 +1,44 @@
+[2025-07-17 01:01:25] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.5_layer_12__t_0.8_layer_9', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.5_layer_12', 't_0.8_layer_9'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.5_layer_12', 't_0.8_layer_9']
+Number of parameters corr net: 120
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+[2025-07-17 01:02:56] Weighted Per image PCK0.10: 78.05%, image PCK0.05: 60.49%, image PCK0.01: 85.86%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.5_layer_13__t_0.5_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.5_layer_13__t_0.5_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..21620404baa8b133968110c4f298c0a15afaffb0
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.5_layer_13__t_0.5_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-17 01:07:53] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.5_layer_13__t_0.5_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.5_layer_13', 't_0.5_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.5_layer_13', 't_0.5_layer_15']
+Number of parameters corr net: 120
+
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 67%|██████▋   | 10/15 [00:04<00:01,  2.90it/s]
 73%|███████▎  | 11/15 [00:05<00:01,  3.02it/s]
 80%|████████  | 12/15 [00:05<00:00,  3.11it/s]
 87%|████████▋ | 13/15 [00:05<00:00,  3.16it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.23it/s]
100%|██████████| 15/15 [00:06<00:00,  3.27it/s][2025-07-17 01:08:00] aeroplane...PCK-Transfer@0.10: 87.95% | PCK-Transfer@0.05: 67.81% | PCK-Transfer@0.15: 92.36%
+
100%|██████████| 15/15 [00:06<00:00,  2.42it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:08,  3.41it/s]
  7%|▋         | 2/30 [00:00<00:08,  3.38it/s]
 10%|█         | 3/30 [00:00<00:08,  3.27it/s]
 13%|█▎        | 4/30 [00:01<00:07,  3.26it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.29it/s]
 20%|██        | 6/30 [00:01<00:07,  3.33it/s]
 23%|██▎       | 7/30 [00:02<00:07,  3.28it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.22it/s]
 30%|███       | 9/30 [00:02<00:06,  3.25it/s]
 33%|███▎      | 10/30 [00:03<00:06,  3.21it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.27it/s]
 40%|████      | 12/30 [00:03<00:05,  3.27it/s]
 43%|████▎     | 13/30 [00:03<00:05,  3.29it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.23it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.25it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.27it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.31it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.29it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.27it/s]
 67%|██████▋   | 20/30 [00:06<00:03,  3.21it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.18it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.16it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.22it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.01it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.02it/s]
 87%|████████▋ | 26/30 [00:08<00:01,  2.76it/s]
 90%|█████████ | 27/30 [00:08<00:01,  2.82it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  2.93it/s]
 97%|█████████▋| 29/30 [00:09<00:00,  3.04it/s]
100%|██████████| 30/30 [00:09<00:00,  3.13it/s][2025-07-17 01:08:10] bicycle...PCK-Transfer@0.10: 86.09% | PCK-Transfer@0.05: 78.52% | PCK-Transfer@0.15: 90.36%
+
100%|██████████| 30/30 [00:09<00:00,  3.17it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.28it/s]
 20%|██        | 2/10 [00:00<00:02,  3.18it/s]
 30%|███       | 3/10 [00:00<00:02,  3.08it/s]
 40%|████      | 4/10 [00:01<00:01,  3.19it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.25it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.37it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.37it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.39it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.37it/s]
100%|██████████| 10/10 [00:03<00:00,  3.40it/s][2025-07-17 01:08:13] bird...PCK-Transfer@0.10: 74.25% | PCK-Transfer@0.05: 50.39% | PCK-Transfer@0.15: 83.33%
+
100%|██████████| 10/10 [00:03<00:00,  3.32it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.21it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.12it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.08it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.13it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.24it/s]
100%|██████████| 6/6 [00:01<00:00,  3.17it/s][2025-07-17 01:08:15] boat...PCK-Transfer@0.10: 52.78% | PCK-Transfer@0.05: 29.17% | PCK-Transfer@0.15: 72.22%
+
100%|██████████| 6/6 [00:01<00:00,  3.16it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.44it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.39it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.42it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.41it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.39it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.41it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.37it/s]
100%|██████████| 8/8 [00:02<00:00,  3.39it/s][2025-07-17 01:08:17] bottle...PCK-Transfer@0.10: 65.62% | PCK-Transfer@0.05: 54.69% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 8/8 [00:02<00:00,  3.39it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  2.99it/s]
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 12%|█▎        | 4/32 [00:01<00:09,  3.09it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.12it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.25it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.30it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.39it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.39it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.33it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.32it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.32it/s]
 41%|████      | 13/32 [00:03<00:05,  3.31it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.37it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.40it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.39it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.35it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.38it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.34it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.24it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.24it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.19it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.23it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.32it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.40it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.21it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.28it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.26it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.27it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.30it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.37it/s]
100%|██████████| 32/32 [00:09<00:00,  3.40it/s][2025-07-17 01:08:27] bus...PCK-Transfer@0.10: 79.69% | PCK-Transfer@0.05: 70.31% | PCK-Transfer@0.15: 83.18%
+
100%|██████████| 32/32 [00:09<00:00,  3.30it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.45it/s]
 11%|█         | 2/19 [00:00<00:05,  3.39it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.38it/s]
 21%|██        | 4/19 [00:01<00:04,  3.39it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.40it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.30it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.28it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.34it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.36it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.42it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.43it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.40it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.41it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.42it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.39it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.36it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.33it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.35it/s]
100%|██████████| 19/19 [00:05<00:00,  3.39it/s][2025-07-17 01:08:32] car...PCK-Transfer@0.10: 88.51% | PCK-Transfer@0.05: 79.99% | PCK-Transfer@0.15: 90.33%
+
100%|██████████| 19/19 [00:05<00:00,  3.38it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.39it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.31it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.27it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.29it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.28it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.20it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.23it/s]
 41%|████      | 11/27 [00:03<00:04,  3.26it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.25it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.28it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.30it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.35it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.40it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.37it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.29it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.23it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.15it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.19it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.13it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.11it/s]
 96%|█████████▋| 26/27 [00:08<00:00,  3.14it/s]
100%|██████████| 27/27 [00:08<00:00,  3.16it/s][2025-07-17 01:08:41] cat...PCK-Transfer@0.10: 86.42% | PCK-Transfer@0.05: 71.30% | PCK-Transfer@0.15: 93.09%
+
100%|██████████| 27/27 [00:08<00:00,  3.23it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.09it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.24it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.30it/s]
 31%|███       | 4/13 [00:01<00:02,  3.25it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.26it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.23it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.00it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.12it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.20it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.22it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.26it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.26it/s]
100%|██████████| 13/13 [00:04<00:00,  3.28it/s][2025-07-17 01:08:45] chair...PCK-Transfer@0.10: 41.77% | PCK-Transfer@0.05: 29.59% | PCK-Transfer@0.15: 49.98%
+
100%|██████████| 13/13 [00:04<00:00,  3.22it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.36it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.34it/s]
100%|██████████| 3/3 [00:00<00:00,  3.33it/s][2025-07-17 01:08:46] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 66.67% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.33it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.41it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.44it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.46it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.50it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.45it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.44it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.42it/s]
100%|██████████| 8/8 [00:02<00:00,  3.43it/s][2025-07-17 01:08:48] diningtable...PCK-Transfer@0.10: 46.88% | PCK-Transfer@0.05: 30.21% | PCK-Transfer@0.15: 61.98%
+
100%|██████████| 8/8 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.30it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.31it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.17it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.16it/s]
 21%|██        | 5/24 [00:01<00:06,  3.15it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.22it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.25it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.29it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.34it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.41it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.44it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.46it/s]
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 58%|█████▊    | 14/24 [00:04<00:02,  3.44it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.43it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.40it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.36it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.38it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.36it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.28it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.29it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.31it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.32it/s]
100%|██████████| 24/24 [00:07<00:00,  3.34it/s][2025-07-17 01:08:55] dog...PCK-Transfer@0.10: 78.75% | PCK-Transfer@0.05: 59.08% | PCK-Transfer@0.15: 89.53%
+
100%|██████████| 24/24 [00:07<00:00,  3.33it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.40it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.41it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.43it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.53it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.50it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.47it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.37it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.40it/s]
100%|██████████| 9/9 [00:02<00:00,  3.45it/s][2025-07-17 01:08:58] horse...PCK-Transfer@0.10: 82.49% | PCK-Transfer@0.05: 59.23% | PCK-Transfer@0.15: 87.38%
+
100%|██████████| 9/9 [00:02<00:00,  3.44it/s]
+
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100%|██████████| 7/7 [00:02<00:00,  3.05it/s][2025-07-17 01:09:12] pottedplant...PCK-Transfer@0.10: 53.81% | PCK-Transfer@0.05: 31.90% | PCK-Transfer@0.15: 70.48%
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100%|██████████| 20/20 [00:06<00:00,  3.18it/s][2025-07-17 01:09:22] train...PCK-Transfer@0.10: 73.75% | PCK-Transfer@0.05: 46.25% | PCK-Transfer@0.15: 83.00%
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100%|██████████| 15/15 [00:04<00:00,  3.44it/s][2025-07-17 01:09:27] tvmonitor...PCK-Transfer@0.10: 43.89% | PCK-Transfer@0.05: 32.78% | PCK-Transfer@0.15: 52.22%
+
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+[2025-07-17 01:09:27] Weighted Per image PCK0.10: 73.81%, image PCK0.05: 57.91%, image PCK0.01: 81.70%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.5_layer_15__t_0.7_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.5_layer_15__t_0.7_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..eb11c2ede4e18d0860951cec8116ddc015e8c817
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.5_layer_15__t_0.7_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 01:41:29] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.5_layer_15__t_0.7_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.5_layer_15', 't_0.7_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.5_layer_15', 't_0.7_layer_9']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.54it/s][2025-07-17 01:42:02] bus...PCK-Transfer@0.10: 73.70% | PCK-Transfer@0.05: 61.72% | PCK-Transfer@0.15: 79.01%
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100%|██████████| 19/19 [00:06<00:00,  3.17it/s][2025-07-17 01:42:08] car...PCK-Transfer@0.10: 88.57% | PCK-Transfer@0.05: 78.93% | PCK-Transfer@0.15: 89.32%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.59it/s][2025-07-17 01:42:16] cat...PCK-Transfer@0.10: 84.93% | PCK-Transfer@0.05: 67.71% | PCK-Transfer@0.15: 91.83%
+
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+
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100%|██████████| 13/13 [00:03<00:00,  3.50it/s][2025-07-17 01:42:20] chair...PCK-Transfer@0.10: 41.86% | PCK-Transfer@0.05: 30.30% | PCK-Transfer@0.15: 51.22%
+
100%|██████████| 13/13 [00:03<00:00,  3.40it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.16it/s][2025-07-17 01:42:21] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 60.42% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.04it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.43it/s][2025-07-17 01:42:23] diningtable...PCK-Transfer@0.10: 43.75% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 64.06%
+
100%|██████████| 8/8 [00:02<00:00,  3.27it/s]
+
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100%|██████████| 24/24 [00:06<00:00,  3.37it/s][2025-07-17 01:42:30] dog...PCK-Transfer@0.10: 73.68% | PCK-Transfer@0.05: 55.06% | PCK-Transfer@0.15: 86.44%
+
100%|██████████| 24/24 [00:06<00:00,  3.43it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.63it/s][2025-07-17 01:42:33] horse...PCK-Transfer@0.10: 80.63% | PCK-Transfer@0.05: 56.59% | PCK-Transfer@0.15: 83.94%
+
100%|██████████| 9/9 [00:02<00:00,  3.56it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.54it/s][2025-07-17 01:42:40] motorbike...PCK-Transfer@0.10: 76.70% | PCK-Transfer@0.05: 56.73% | PCK-Transfer@0.15: 85.56%
+
100%|██████████| 27/27 [00:07<00:00,  3.62it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.57it/s][2025-07-17 01:42:44] person...PCK-Transfer@0.10: 55.28% | PCK-Transfer@0.05: 39.60% | PCK-Transfer@0.15: 70.14%
+
100%|██████████| 12/12 [00:03<00:00,  3.56it/s]
+
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100%|██████████| 7/7 [00:01<00:00,  3.53it/s][2025-07-17 01:42:46] pottedplant...PCK-Transfer@0.10: 53.81% | PCK-Transfer@0.05: 29.52% | PCK-Transfer@0.15: 75.71%
+
100%|██████████| 7/7 [00:01<00:00,  3.54it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.49it/s][2025-07-17 01:42:46] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.48it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.26it/s][2025-07-17 01:42:50] sofa...PCK-Transfer@0.10: 50.80% | PCK-Transfer@0.05: 32.12% | PCK-Transfer@0.15: 64.27%
+
100%|██████████| 13/13 [00:03<00:00,  3.43it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.54it/s][2025-07-17 01:42:55] train...PCK-Transfer@0.10: 69.75% | PCK-Transfer@0.05: 40.25% | PCK-Transfer@0.15: 81.00%
+
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+
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 87%|████████▋ | 13/15 [00:03<00:00,  3.57it/s]
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100%|██████████| 15/15 [00:04<00:00,  3.58it/s][2025-07-17 01:43:00] tvmonitor...PCK-Transfer@0.10: 36.11% | PCK-Transfer@0.05: 21.67% | PCK-Transfer@0.15: 49.44%
+
100%|██████████| 15/15 [00:04<00:00,  3.57it/s]
+[2025-07-17 01:43:00] Weighted Per image PCK0.10: 69.90%, image PCK0.05: 53.10%, image PCK0.01: 79.46%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.5_layer_15__t_0.8_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.5_layer_15__t_0.8_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..f6bf0ecfb5e3eda7c9a1082ead3a1aa3e6d4537d
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.5_layer_15__t_0.8_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-17 01:49:28] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.5_layer_15__t_0.8_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.5_layer_15', 't_0.8_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.5_layer_15', 't_0.8_layer_10']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:02<00:00,  3.31it/s][2025-07-17 01:50:45] pottedplant...PCK-Transfer@0.10: 62.86% | PCK-Transfer@0.05: 34.29% | PCK-Transfer@0.15: 74.76%
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100%|██████████| 15/15 [00:04<00:00,  3.45it/s][2025-07-17 01:51:00] tvmonitor...PCK-Transfer@0.10: 45.00% | PCK-Transfer@0.05: 31.11% | PCK-Transfer@0.15: 56.67%
+
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+[2025-07-17 01:51:00] Weighted Per image PCK0.10: 78.20%, image PCK0.05: 61.36%, image PCK0.01: 85.27%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.5_layer_15__t_0.8_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.5_layer_15__t_0.8_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..acd195e2e98bd1969c0a4db222ff63261bbe31d2
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.5_layer_15__t_0.8_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-17 01:52:39] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.5_layer_15__t_0.8_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.5_layer_15', 't_0.8_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.5_layer_15', 't_0.8_layer_15']
+Number of parameters corr net: 120
+
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 56%|█████▋    | 18/32 [00:05<00:04,  3.44it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.43it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.45it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.50it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.44it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.46it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.52it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.58it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.52it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.55it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.46it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.43it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.44it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.51it/s]
100%|██████████| 32/32 [00:09<00:00,  3.55it/s][2025-07-17 01:53:11] bus...PCK-Transfer@0.10: 82.14% | PCK-Transfer@0.05: 69.90% | PCK-Transfer@0.15: 86.30%
+
100%|██████████| 32/32 [00:09<00:00,  3.45it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:04,  3.61it/s]
 11%|█         | 2/19 [00:00<00:04,  3.55it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.57it/s]
 21%|██        | 4/19 [00:01<00:04,  3.52it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.39it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.36it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.38it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.08it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.19it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.30it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.35it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.01it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.13it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.23it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.12it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.17it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.26it/s]
100%|██████████| 19/19 [00:05<00:00,  3.39it/s][2025-07-17 01:53:17] car...PCK-Transfer@0.10: 87.13% | PCK-Transfer@0.05: 79.47% | PCK-Transfer@0.15: 90.52%
+
100%|██████████| 19/19 [00:05<00:00,  3.30it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.52it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.45it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.53it/s]
 41%|████      | 11/27 [00:03<00:04,  3.52it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.57it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.46it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.45it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.50it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.56it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.53it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.51it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.50it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.48it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.51it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.50it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.49it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.49it/s]
100%|██████████| 27/27 [00:07<00:00,  3.46it/s][2025-07-17 01:53:25] cat...PCK-Transfer@0.10: 82.99% | PCK-Transfer@0.05: 69.70% | PCK-Transfer@0.15: 89.43%
+
100%|██████████| 27/27 [00:07<00:00,  3.49it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.03it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.41it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.52it/s]
 31%|███       | 4/13 [00:01<00:02,  3.51it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.47it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.45it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.46it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.51it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.56it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.60it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.57it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.54it/s]
100%|██████████| 13/13 [00:03<00:00,  3.55it/s][2025-07-17 01:53:28] chair...PCK-Transfer@0.10: 45.47% | PCK-Transfer@0.05: 31.50% | PCK-Transfer@0.15: 53.44%
+
100%|██████████| 13/13 [00:03<00:00,  3.51it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.54it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.51it/s]
100%|██████████| 3/3 [00:00<00:00,  3.48it/s][2025-07-17 01:53:29] cow...PCK-Transfer@0.10: 95.83% | PCK-Transfer@0.05: 68.75% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.49it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.47it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.54it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.51it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.55it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.53it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.51it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.52it/s]
100%|██████████| 8/8 [00:02<00:00,  3.55it/s][2025-07-17 01:53:32] diningtable...PCK-Transfer@0.10: 50.52% | PCK-Transfer@0.05: 20.31% | PCK-Transfer@0.15: 60.42%
+
100%|██████████| 8/8 [00:02<00:00,  3.53it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.49it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.55it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.46it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.40it/s]
 21%|██        | 5/24 [00:01<00:05,  3.42it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.42it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.41it/s]
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 42%|████▏     | 10/24 [00:02<00:03,  3.51it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.49it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.51it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.47it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.45it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.47it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.48it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.41it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.46it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.44it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.47it/s]
100%|██████████| 24/24 [00:06<00:00,  3.48it/s][2025-07-17 01:53:38] dog...PCK-Transfer@0.10: 81.08% | PCK-Transfer@0.05: 60.19% | PCK-Transfer@0.15: 89.22%
+
100%|██████████| 24/24 [00:06<00:00,  3.46it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.54it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.56it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.61it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.53it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.37it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.39it/s]
100%|██████████| 9/9 [00:02<00:00,  3.43it/s][2025-07-17 01:53:41] horse...PCK-Transfer@0.10: 80.13% | PCK-Transfer@0.05: 57.51% | PCK-Transfer@0.15: 85.66%
+
100%|██████████| 9/9 [00:02<00:00,  3.47it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.51it/s]
 41%|████      | 11/27 [00:03<00:04,  3.53it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.51it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.44it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.42it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.37it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.37it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.40it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.44it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.51it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.50it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.54it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.58it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.57it/s][2025-07-17 01:53:49] motorbike...PCK-Transfer@0.10: 84.60% | PCK-Transfer@0.05: 61.66% | PCK-Transfer@0.15: 91.28%
+
100%|██████████| 27/27 [00:07<00:00,  3.51it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.46it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.51it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.53it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.55it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.24it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.11it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  2.97it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  2.97it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.08it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.12it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.20it/s]
100%|██████████| 12/12 [00:03<00:00,  3.16it/s][2025-07-17 01:53:53] person...PCK-Transfer@0.10: 59.52% | PCK-Transfer@0.05: 41.30% | PCK-Transfer@0.15: 74.53%
+
100%|██████████| 12/12 [00:03<00:00,  3.18it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:02,  2.91it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.14it/s]
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 71%|███████▏  | 5/7 [00:01<00:00,  3.19it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.25it/s]
100%|██████████| 7/7 [00:02<00:00,  3.19it/s][2025-07-17 01:53:55] pottedplant...PCK-Transfer@0.10: 62.86% | PCK-Transfer@0.05: 29.05% | PCK-Transfer@0.15: 74.76%
+
100%|██████████| 7/7 [00:02<00:00,  3.19it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.20it/s][2025-07-17 01:53:55] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.19it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.10it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.35it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.21it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.34it/s]
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 77%|███████▋  | 10/13 [00:03<00:00,  3.23it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.26it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.37it/s]
100%|██████████| 13/13 [00:03<00:00,  3.28it/s][2025-07-17 01:53:59] sofa...PCK-Transfer@0.10: 54.29% | PCK-Transfer@0.05: 42.42% | PCK-Transfer@0.15: 69.71%
+
100%|██████████| 13/13 [00:03<00:00,  3.31it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 15%|█▌        | 3/20 [00:00<00:04,  3.45it/s]
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 30%|███       | 6/20 [00:01<00:04,  3.44it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.39it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.39it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.36it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.33it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.39it/s]
 65%|██████▌   | 13/20 [00:03<00:02,  3.39it/s]
 70%|███████   | 14/20 [00:04<00:01,  3.39it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.44it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.43it/s]
 85%|████████▌ | 17/20 [00:05<00:00,  3.37it/s]
 90%|█████████ | 18/20 [00:05<00:00,  3.33it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.40it/s]
100%|██████████| 20/20 [00:05<00:00,  3.29it/s][2025-07-17 01:54:05] train...PCK-Transfer@0.10: 76.75% | PCK-Transfer@0.05: 52.25% | PCK-Transfer@0.15: 85.75%
+
100%|██████████| 20/20 [00:05<00:00,  3.37it/s]
+
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 60%|██████    | 9/15 [00:02<00:01,  3.37it/s]
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+[2025-07-17 01:54:09] Weighted Per image PCK0.10: 74.90%, image PCK0.05: 58.00%, image PCK0.01: 82.54%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.5_layer_18__t_0.6_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.5_layer_18__t_0.6_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..22c7d810649707a7f45653d5196ed1cbdc85f7ac
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.5_layer_18__t_0.6_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-17 01:57:24] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.5_layer_18__t_0.6_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.5_layer_18', 't_0.6_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.5_layer_18', 't_0.6_layer_10']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:02<00:00,  3.37it/s][2025-07-17 01:58:43] pottedplant...PCK-Transfer@0.10: 58.10% | PCK-Transfer@0.05: 36.67% | PCK-Transfer@0.15: 67.62%
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100%|██████████| 15/15 [00:04<00:00,  3.45it/s][2025-07-17 01:58:57] tvmonitor...PCK-Transfer@0.10: 43.89% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 53.89%
+
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+[2025-07-17 01:58:57] Weighted Per image PCK0.10: 77.96%, image PCK0.05: 62.31%, image PCK0.01: 84.43%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.5_layer_20__t_0.7_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.5_layer_20__t_0.7_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..c2201279db05fc804b0357c2649a8ba63cbf93f3
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.5_layer_20__t_0.7_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-17 02:30:16] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.5_layer_20__t_0.7_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.5_layer_20', 't_0.7_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.5_layer_20', 't_0.7_layer_18']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  3.39it/s][2025-07-17 02:30:23] aeroplane...PCK-Transfer@0.10: 71.43% | PCK-Transfer@0.05: 49.87% | PCK-Transfer@0.15: 83.10%
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100%|██████████| 6/6 [00:01<00:00,  3.46it/s][2025-07-17 02:30:37] boat...PCK-Transfer@0.10: 40.28% | PCK-Transfer@0.05: 26.39% | PCK-Transfer@0.15: 66.67%
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100%|██████████| 8/8 [00:02<00:00,  3.42it/s][2025-07-17 02:30:39] bottle...PCK-Transfer@0.10: 40.62% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 45.31%
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+
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 66%|██████▌   | 21/32 [00:06<00:03,  3.36it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.28it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.31it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.37it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.43it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.39it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.44it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.41it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.41it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.42it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.48it/s]
100%|██████████| 32/32 [00:09<00:00,  3.52it/s][2025-07-17 02:30:49] bus...PCK-Transfer@0.10: 66.77% | PCK-Transfer@0.05: 48.54% | PCK-Transfer@0.15: 74.58%
+
100%|██████████| 32/32 [00:09<00:00,  3.35it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
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 11%|█         | 2/19 [00:00<00:05,  2.92it/s]
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 42%|████▏     | 8/19 [00:02<00:03,  3.25it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.26it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.29it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.31it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.30it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.36it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.43it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.47it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.46it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.39it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.42it/s]
100%|██████████| 19/19 [00:05<00:00,  3.45it/s][2025-07-17 02:30:55] car...PCK-Transfer@0.10: 75.43% | PCK-Transfer@0.05: 61.74% | PCK-Transfer@0.15: 79.43%
+
100%|██████████| 19/19 [00:05<00:00,  3.30it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.47it/s]
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 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.45it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.42it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.40it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.39it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.40it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.39it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.38it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.37it/s]
100%|██████████| 27/27 [00:07<00:00,  3.37it/s][2025-07-17 02:31:03] cat...PCK-Transfer@0.10: 78.79% | PCK-Transfer@0.05: 64.06% | PCK-Transfer@0.15: 84.16%
+
100%|██████████| 27/27 [00:07<00:00,  3.41it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.16it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.40it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.44it/s]
 31%|███       | 4/13 [00:01<00:02,  3.40it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.41it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.37it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.38it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.44it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.47it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.49it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.51it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.48it/s]
100%|██████████| 13/13 [00:03<00:00,  3.47it/s][2025-07-17 02:31:06] chair...PCK-Transfer@0.10: 25.85% | PCK-Transfer@0.05: 16.86% | PCK-Transfer@0.15: 30.83%
+
100%|██████████| 13/13 [00:03<00:00,  3.44it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.50it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.47it/s]
100%|██████████| 3/3 [00:00<00:00,  3.44it/s][2025-07-17 02:31:07] cow...PCK-Transfer@0.10: 81.25% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 3/3 [00:00<00:00,  3.45it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.38it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.42it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.41it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.46it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.43it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.40it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.41it/s]
100%|██████████| 8/8 [00:02<00:00,  3.43it/s][2025-07-17 02:31:10] diningtable...PCK-Transfer@0.10: 30.73% | PCK-Transfer@0.05: 13.54% | PCK-Transfer@0.15: 45.83%
+
100%|██████████| 8/8 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.33it/s]
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 12%|█▎        | 3/24 [00:00<00:06,  3.39it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.45it/s]
 21%|██        | 5/24 [00:01<00:05,  3.43it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.42it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.37it/s]
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 42%|████▏     | 10/24 [00:02<00:04,  3.43it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.45it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.47it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.45it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.46it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.40it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.43it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.37it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.30it/s]
100%|██████████| 24/24 [00:07<00:00,  3.36it/s][2025-07-17 02:31:17] dog...PCK-Transfer@0.10: 64.23% | PCK-Transfer@0.05: 50.20% | PCK-Transfer@0.15: 73.30%
+
100%|██████████| 24/24 [00:07<00:00,  3.41it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
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 22%|██▏       | 2/9 [00:00<00:01,  3.53it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.44it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.37it/s]
100%|██████████| 9/9 [00:02<00:00,  3.43it/s][2025-07-17 02:31:19] horse...PCK-Transfer@0.10: 67.80% | PCK-Transfer@0.05: 47.46% | PCK-Transfer@0.15: 74.15%
+
100%|██████████| 9/9 [00:02<00:00,  3.45it/s]
+
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 81%|████████▏ | 22/27 [00:06<00:01,  3.49it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.48it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.54it/s][2025-07-17 02:31:27] motorbike...PCK-Transfer@0.10: 70.98% | PCK-Transfer@0.05: 49.59% | PCK-Transfer@0.15: 80.81%
+
100%|██████████| 27/27 [00:07<00:00,  3.45it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
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 50%|█████     | 6/12 [00:01<00:01,  3.18it/s]
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 67%|██████▋   | 8/12 [00:02<00:01,  3.02it/s]
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 83%|████████▎ | 10/12 [00:03<00:00,  3.19it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.26it/s]
100%|██████████| 12/12 [00:03<00:00,  3.23it/s][2025-07-17 02:31:31] person...PCK-Transfer@0.10: 49.13% | PCK-Transfer@0.05: 33.43% | PCK-Transfer@0.15: 61.08%
+
100%|██████████| 12/12 [00:03<00:00,  3.25it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
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 86%|████████▌ | 6/7 [00:01<00:00,  3.21it/s]
100%|██████████| 7/7 [00:02<00:00,  3.17it/s][2025-07-17 02:31:33] pottedplant...PCK-Transfer@0.10: 43.33% | PCK-Transfer@0.05: 21.43% | PCK-Transfer@0.15: 55.24%
+
100%|██████████| 7/7 [00:02<00:00,  3.20it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.29it/s][2025-07-17 02:31:33] sheep...PCK-Transfer@0.10: 80.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.28it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.34it/s]
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 85%|████████▍ | 11/13 [00:03<00:00,  3.24it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.35it/s]
100%|██████████| 13/13 [00:03<00:00,  3.28it/s][2025-07-17 02:31:37] sofa...PCK-Transfer@0.10: 43.28% | PCK-Transfer@0.05: 24.78% | PCK-Transfer@0.15: 52.07%
+
100%|██████████| 13/13 [00:03<00:00,  3.30it/s]
+
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100%|██████████| 15/15 [00:04<00:00,  3.42it/s][2025-07-17 02:31:48] tvmonitor...PCK-Transfer@0.10: 33.33% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 40.00%
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+[2025-07-17 02:31:48] Weighted Per image PCK0.10: 62.21%, image PCK0.05: 45.04%, image PCK0.01: 70.37%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_10__t_0.6_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_10__t_0.6_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..4a3818970f86adaf28c076a752c13b65f2805ebd
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_10__t_0.6_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-17 03:19:55] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_10__t_0.6_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.6_layer_10', 't_0.6_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.6_layer_10', 't_0.6_layer_11']
+Number of parameters corr net: 120
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100%|██████████| 32/32 [00:09<00:00,  3.28it/s][2025-07-17 03:20:28] bus...PCK-Transfer@0.10: 82.29% | PCK-Transfer@0.05: 75.52% | PCK-Transfer@0.15: 88.39%
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+
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+[2025-07-17 03:21:28] Weighted Per image PCK0.10: 78.56%, image PCK0.05: 62.93%, image PCK0.01: 85.88%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_10__t_0.7_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_10__t_0.7_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..2a3f7e36d03713607b71fa2baa8be28c42854696
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_10__t_0.7_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-17 03:29:30] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_10__t_0.7_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.6_layer_10', 't_0.7_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.6_layer_10', 't_0.7_layer_15']
+Number of parameters corr net: 120
+
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100%|██████████| 6/6 [00:01<00:00,  3.38it/s][2025-07-17 03:29:52] boat...PCK-Transfer@0.10: 63.89% | PCK-Transfer@0.05: 44.44% | PCK-Transfer@0.15: 81.94%
+
100%|██████████| 6/6 [00:01<00:00,  3.37it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.29it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.44it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.35it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.34it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.26it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.28it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.37it/s]
100%|██████████| 8/8 [00:02<00:00,  3.17it/s][2025-07-17 03:29:55] bottle...PCK-Transfer@0.10: 68.75% | PCK-Transfer@0.05: 53.12% | PCK-Transfer@0.15: 79.69%
+
100%|██████████| 8/8 [00:02<00:00,  3.26it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.17it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.19it/s]
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 38%|███▊      | 12/32 [00:03<00:06,  3.31it/s]
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 44%|████▍     | 14/32 [00:04<00:05,  3.32it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.36it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.38it/s]
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 56%|█████▋    | 18/32 [00:05<00:04,  3.44it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.34it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.27it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.29it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.22it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.28it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.30it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.28it/s]
 81%|████████▏ | 26/32 [00:08<00:01,  3.19it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.22it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.25it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.31it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.34it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.32it/s]
100%|██████████| 32/32 [00:09<00:00,  3.31it/s][2025-07-17 03:30:05] bus...PCK-Transfer@0.10: 83.07% | PCK-Transfer@0.05: 73.18% | PCK-Transfer@0.15: 88.39%
+
100%|██████████| 32/32 [00:09<00:00,  3.26it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.21it/s]
 11%|█         | 2/19 [00:00<00:05,  3.37it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.30it/s]
 21%|██        | 4/19 [00:01<00:04,  3.12it/s]
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 32%|███▏      | 6/19 [00:01<00:04,  3.05it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.00it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.06it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.13it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.13it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.16it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.20it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.21it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.17it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.13it/s]
 84%|████████▍ | 16/19 [00:05<00:00,  3.20it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.27it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.20it/s]
100%|██████████| 19/19 [00:05<00:00,  3.21it/s][2025-07-17 03:30:11] car...PCK-Transfer@0.10: 91.60% | PCK-Transfer@0.05: 85.20% | PCK-Transfer@0.15: 93.36%
+
100%|██████████| 19/19 [00:05<00:00,  3.17it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.15it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.26it/s]
 11%|█         | 3/27 [00:00<00:07,  3.29it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.26it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.29it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.20it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.04it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.05it/s]
 41%|████      | 11/27 [00:03<00:05,  3.14it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.19it/s]
 48%|████▊     | 13/27 [00:04<00:04,  3.29it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.21it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.32it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.31it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.32it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.25it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.31it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.29it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.31it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.32it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.26it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.27it/s]
 96%|█████████▋| 26/27 [00:08<00:00,  3.28it/s]
100%|██████████| 27/27 [00:08<00:00,  3.31it/s][2025-07-17 03:30:19] cat...PCK-Transfer@0.10: 87.59% | PCK-Transfer@0.05: 72.43% | PCK-Transfer@0.15: 92.08%
+
100%|██████████| 27/27 [00:08<00:00,  3.25it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.27it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.29it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.31it/s]
 31%|███       | 4/13 [00:01<00:02,  3.33it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.37it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.38it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.39it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.36it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.35it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.34it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.33it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.39it/s]
100%|██████████| 13/13 [00:03<00:00,  3.38it/s][2025-07-17 03:30:23] chair...PCK-Transfer@0.10: 53.08% | PCK-Transfer@0.05: 38.14% | PCK-Transfer@0.15: 62.63%
+
100%|██████████| 13/13 [00:03<00:00,  3.36it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.40it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.42it/s]
100%|██████████| 3/3 [00:00<00:00,  3.42it/s][2025-07-17 03:30:24] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 72.92% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.42it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.38it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.36it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.40it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.34it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.24it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.31it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.33it/s]
100%|██████████| 8/8 [00:02<00:00,  3.33it/s][2025-07-17 03:30:26] diningtable...PCK-Transfer@0.10: 47.92% | PCK-Transfer@0.05: 30.21% | PCK-Transfer@0.15: 71.88%
+
100%|██████████| 8/8 [00:02<00:00,  3.33it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.37it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.39it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.39it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.07it/s]
 21%|██        | 5/24 [00:01<00:05,  3.18it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.24it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.28it/s]
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 38%|███▊      | 9/24 [00:02<00:04,  3.35it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.34it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.36it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.37it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.38it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.37it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.40it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.39it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.41it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.40it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.40it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.39it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.38it/s]
100%|██████████| 24/24 [00:07<00:00,  3.38it/s][2025-07-17 03:30:33] dog...PCK-Transfer@0.10: 81.64% | PCK-Transfer@0.05: 61.00% | PCK-Transfer@0.15: 91.86%
+
100%|██████████| 24/24 [00:07<00:00,  3.35it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.42it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.42it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.37it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.35it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.40it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.44it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.46it/s]
100%|██████████| 9/9 [00:02<00:00,  3.43it/s][2025-07-17 03:30:36] horse...PCK-Transfer@0.10: 86.85% | PCK-Transfer@0.05: 62.14% | PCK-Transfer@0.15: 90.82%
+
100%|██████████| 9/9 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.29it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.46it/s]
 41%|████      | 11/27 [00:03<00:04,  3.46it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.42it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.42it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.43it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.44it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.39it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.42it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.43it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.40it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.42it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.42it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.38it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.40it/s]
100%|██████████| 27/27 [00:07<00:00,  3.40it/s][2025-07-17 03:30:44] motorbike...PCK-Transfer@0.10: 84.23% | PCK-Transfer@0.05: 63.91% | PCK-Transfer@0.15: 90.16%
+
100%|██████████| 27/27 [00:07<00:00,  3.42it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.45it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.38it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.38it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.36it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.39it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.43it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.42it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.38it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.43it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.39it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.43it/s]
100%|██████████| 12/12 [00:03<00:00,  3.42it/s][2025-07-17 03:30:47] person...PCK-Transfer@0.10: 64.64% | PCK-Transfer@0.05: 44.16% | PCK-Transfer@0.15: 74.16%
+
100%|██████████| 12/12 [00:03<00:00,  3.41it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.30it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.39it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.41it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.48it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.40it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.36it/s]
100%|██████████| 7/7 [00:02<00:00,  3.38it/s][2025-07-17 03:30:49] pottedplant...PCK-Transfer@0.10: 59.05% | PCK-Transfer@0.05: 29.05% | PCK-Transfer@0.15: 68.57%
+
100%|██████████| 7/7 [00:02<00:00,  3.39it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.42it/s][2025-07-17 03:30:50] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.41it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.43it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.42it/s]
 31%|███       | 4/13 [00:01<00:02,  3.40it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.43it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.46it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.46it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.39it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.44it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.39it/s]
100%|██████████| 13/13 [00:03<00:00,  3.36it/s][2025-07-17 03:30:54] sofa...PCK-Transfer@0.10: 58.41% | PCK-Transfer@0.05: 43.13% | PCK-Transfer@0.15: 71.68%
+
100%|██████████| 13/13 [00:03<00:00,  3.41it/s]
+
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+[2025-07-17 03:31:04] Weighted Per image PCK0.10: 76.34%, image PCK0.05: 60.44%, image PCK0.01: 84.23%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_11__t_0.7_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_11__t_0.7_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..2c77694facbdc916eb0b00d55549df04b148dac8
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_11__t_0.7_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-17 03:48:40] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_11__t_0.7_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.6_layer_11', 't_0.7_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.6_layer_11', 't_0.7_layer_18']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.44it/s][2025-07-17 03:50:13] tvmonitor...PCK-Transfer@0.10: 44.44% | PCK-Transfer@0.05: 23.33% | PCK-Transfer@0.15: 55.56%
+
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+[2025-07-17 03:50:13] Weighted Per image PCK0.10: 75.21%, image PCK0.05: 58.53%, image PCK0.01: 82.87%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_11__t_0.7_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_11__t_0.7_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..7171a28dc803d070ac4383f6d11a359f7bf7a625
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_11__t_0.7_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 03:49:12] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_11__t_0.7_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.6_layer_11', 't_0.7_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.6_layer_11', 't_0.7_layer_20']
+Number of parameters corr net: 120
+
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 30%|███       | 3/10 [00:00<00:02,  3.10it/s]
 40%|████      | 4/10 [00:01<00:01,  3.14it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.27it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.29it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.29it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.33it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.40it/s]
100%|██████████| 10/10 [00:03<00:00,  3.34it/s][2025-07-17 03:49:31] bird...PCK-Transfer@0.10: 73.28% | PCK-Transfer@0.05: 49.69% | PCK-Transfer@0.15: 86.94%
+
100%|██████████| 10/10 [00:03<00:00,  3.25it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  2.60it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.05it/s]
 50%|█████     | 3/6 [00:01<00:00,  3.03it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.01it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.16it/s]
100%|██████████| 6/6 [00:01<00:00,  3.15it/s][2025-07-17 03:49:33] boat...PCK-Transfer@0.10: 45.83% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 68.06%
+
100%|██████████| 6/6 [00:01<00:00,  3.08it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.16it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.51it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.38it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.44it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.34it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.40it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.52it/s]
100%|██████████| 8/8 [00:02<00:00,  3.44it/s][2025-07-17 03:49:36] bottle...PCK-Transfer@0.10: 57.81% | PCK-Transfer@0.05: 42.19% | PCK-Transfer@0.15: 64.06%
+
100%|██████████| 8/8 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:11,  2.61it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.10it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.27it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.37it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.30it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.29it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.30it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.37it/s]
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 47%|████▋     | 15/32 [00:04<00:04,  3.50it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.51it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.57it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.58it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.48it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.42it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.45it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.37it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.45it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.46it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.45it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.32it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.32it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.37it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.42it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.46it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.44it/s]
100%|██████████| 32/32 [00:09<00:00,  3.45it/s][2025-07-17 03:49:45] bus...PCK-Transfer@0.10: 77.19% | PCK-Transfer@0.05: 61.82% | PCK-Transfer@0.15: 79.53%
+
100%|██████████| 32/32 [00:09<00:00,  3.39it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.17it/s]
 11%|█         | 2/19 [00:00<00:05,  3.40it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.31it/s]
 21%|██        | 4/19 [00:01<00:04,  3.36it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.37it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.30it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.26it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.31it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.38it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.37it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.42it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.49it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.50it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.45it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.41it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.49it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.54it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.46it/s]
100%|██████████| 19/19 [00:05<00:00,  3.45it/s][2025-07-17 03:49:51] car...PCK-Transfer@0.10: 89.96% | PCK-Transfer@0.05: 80.86% | PCK-Transfer@0.15: 92.42%
+
100%|██████████| 19/19 [00:05<00:00,  3.41it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.34it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.49it/s]
 11%|█         | 3/27 [00:00<00:06,  3.54it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.42it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.27it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.23it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.22it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.24it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.22it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.04it/s]
 41%|████      | 11/27 [00:03<00:05,  3.17it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.20it/s]
 48%|████▊     | 13/27 [00:04<00:04,  3.22it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.31it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.24it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.39it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.41it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.42it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.25it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.38it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.45it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.36it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.42it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.38it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.39it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.42it/s]
100%|██████████| 27/27 [00:08<00:00,  3.35it/s][2025-07-17 03:49:59] cat...PCK-Transfer@0.10: 86.87% | PCK-Transfer@0.05: 66.06% | PCK-Transfer@0.15: 90.49%
+
100%|██████████| 27/27 [00:08<00:00,  3.32it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.56it/s]
 15%|█▌        | 2/13 [00:00<00:03,  2.87it/s]
 23%|██▎       | 3/13 [00:01<00:03,  2.91it/s]
 31%|███       | 4/13 [00:01<00:03,  2.98it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.14it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.22it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.27it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.28it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.31it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.34it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.30it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.39it/s]
100%|██████████| 13/13 [00:04<00:00,  3.36it/s][2025-07-17 03:50:03] chair...PCK-Transfer@0.10: 43.40% | PCK-Transfer@0.05: 27.71% | PCK-Transfer@0.15: 53.16%
+
100%|██████████| 13/13 [00:04<00:00,  3.22it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.80it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.13it/s]
100%|██████████| 3/3 [00:00<00:00,  3.21it/s][2025-07-17 03:50:04] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 66.67% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.15it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.42it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.47it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.53it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.49it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.22it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.21it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.35it/s]
100%|██████████| 8/8 [00:02<00:00,  3.41it/s][2025-07-17 03:50:06] diningtable...PCK-Transfer@0.10: 41.67% | PCK-Transfer@0.05: 24.48% | PCK-Transfer@0.15: 65.10%
+
100%|██████████| 8/8 [00:02<00:00,  3.38it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:08,  2.84it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.22it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.17it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.28it/s]
 21%|██        | 5/24 [00:01<00:05,  3.36it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.41it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.34it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.39it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.44it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.42it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.46it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.49it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.52it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.53it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.57it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.54it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.46it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.52it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.53it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.54it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.54it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.41it/s]
100%|██████████| 24/24 [00:06<00:00,  3.45it/s][2025-07-17 03:50:13] dog...PCK-Transfer@0.10: 76.82% | PCK-Transfer@0.05: 57.56% | PCK-Transfer@0.15: 88.18%
+
100%|██████████| 24/24 [00:06<00:00,  3.44it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.06it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.30it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.19it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.31it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.44it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.46it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.49it/s]
100%|██████████| 9/9 [00:02<00:00,  3.42it/s][2025-07-17 03:50:16] horse...PCK-Transfer@0.10: 76.56% | PCK-Transfer@0.05: 56.72% | PCK-Transfer@0.15: 82.51%
+
100%|██████████| 9/9 [00:02<00:00,  3.37it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:03<00:04,  3.48it/s]
 41%|████      | 11/27 [00:03<00:04,  3.53it/s]
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 59%|█████▉    | 16/27 [00:04<00:03,  3.60it/s]
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 67%|██████▋   | 18/27 [00:05<00:02,  3.55it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.53it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.57it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.57it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.55it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.54it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.52it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.46it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.33it/s]
100%|██████████| 27/27 [00:07<00:00,  3.37it/s][2025-07-17 03:50:24] motorbike...PCK-Transfer@0.10: 79.97% | PCK-Transfer@0.05: 59.84% | PCK-Transfer@0.15: 87.81%
+
100%|██████████| 27/27 [00:07<00:00,  3.42it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.05it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.19it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.32it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.34it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.44it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.45it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.40it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.46it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.39it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.43it/s]
100%|██████████| 12/12 [00:03<00:00,  3.38it/s][2025-07-17 03:50:27] person...PCK-Transfer@0.10: 57.16% | PCK-Transfer@0.05: 39.56% | PCK-Transfer@0.15: 68.86%
+
100%|██████████| 12/12 [00:03<00:00,  3.38it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:02,  2.49it/s]
 29%|██▊       | 2/7 [00:00<00:01,  2.93it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.12it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.26it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.24it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.25it/s]
100%|██████████| 7/7 [00:02<00:00,  3.32it/s][2025-07-17 03:50:30] pottedplant...PCK-Transfer@0.10: 55.24% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 75.24%
+
100%|██████████| 7/7 [00:02<00:00,  3.20it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  2.68it/s][2025-07-17 03:50:30] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  2.67it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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+[2025-07-17 03:50:44] Weighted Per image PCK0.10: 70.96%, image PCK0.05: 53.76%, image PCK0.01: 79.11%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_12__t_0.7_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_12__t_0.7_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..01094a262dbe3fb707cb218fd2152ad59be24fbc
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_12__t_0.7_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 04:03:31] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_12__t_0.7_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.6_layer_12', 't_0.7_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.6_layer_12', 't_0.7_layer_12']
+Number of parameters corr net: 120
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+
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+[2025-07-17 04:05:01] Weighted Per image PCK0.10: 76.19%, image PCK0.05: 60.50%, image PCK0.01: 84.69%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_13__t_0.6_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_13__t_0.6_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..f1feb14f3d120ab17349a6693e31b72a2d0cb868
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_13__t_0.6_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-17 04:16:16] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_13__t_0.6_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.6_layer_13', 't_0.6_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.6_layer_13', 't_0.6_layer_20']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  3.33it/s][2025-07-17 04:16:23] aeroplane...PCK-Transfer@0.10: 76.26% | PCK-Transfer@0.05: 60.02% | PCK-Transfer@0.15: 84.71%
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 70%|███████   | 21/30 [00:06<00:02,  3.33it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.37it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.34it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.38it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.37it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.36it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.36it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.27it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.29it/s]
100%|██████████| 30/30 [00:09<00:00,  3.36it/s][2025-07-17 04:16:32] bicycle...PCK-Transfer@0.10: 80.06% | PCK-Transfer@0.05: 70.36% | PCK-Transfer@0.15: 84.00%
+
100%|██████████| 30/30 [00:09<00:00,  3.26it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.10it/s]
 20%|██        | 2/10 [00:00<00:02,  3.04it/s]
 30%|███       | 3/10 [00:00<00:02,  3.08it/s]
 40%|████      | 4/10 [00:01<00:01,  3.23it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.34it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.36it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.33it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.36it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.36it/s]
100%|██████████| 10/10 [00:03<00:00,  3.38it/s][2025-07-17 04:16:35] bird...PCK-Transfer@0.10: 72.25% | PCK-Transfer@0.05: 49.78% | PCK-Transfer@0.15: 85.08%
+
100%|██████████| 10/10 [00:03<00:00,  3.31it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.50it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.53it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.53it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.42it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.46it/s]
100%|██████████| 6/6 [00:01<00:00,  3.54it/s][2025-07-17 04:16:37] boat...PCK-Transfer@0.10: 48.61% | PCK-Transfer@0.05: 31.94% | PCK-Transfer@0.15: 68.06%
+
100%|██████████| 6/6 [00:01<00:00,  3.51it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.41it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.53it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.39it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.27it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.24it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.28it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.40it/s]
100%|██████████| 8/8 [00:02<00:00,  3.40it/s][2025-07-17 04:16:39] bottle...PCK-Transfer@0.10: 42.19% | PCK-Transfer@0.05: 34.38% | PCK-Transfer@0.15: 53.12%
+
100%|██████████| 8/8 [00:02<00:00,  3.36it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:11,  2.78it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.07it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.05it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.20it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.16it/s]
 19%|█▉        | 6/32 [00:01<00:08,  3.20it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.31it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.33it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.37it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.25it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.33it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.40it/s]
 41%|████      | 13/32 [00:03<00:05,  3.42it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.38it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.39it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.41it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.46it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.50it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.41it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.36it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.36it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.28it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.37it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.40it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.37it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.27it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.32it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.36it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.41it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.47it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.45it/s]
100%|██████████| 32/32 [00:09<00:00,  3.43it/s][2025-07-17 04:16:49] bus...PCK-Transfer@0.10: 71.35% | PCK-Transfer@0.05: 57.55% | PCK-Transfer@0.15: 76.30%
+
100%|██████████| 32/32 [00:09<00:00,  3.35it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.34it/s]
 11%|█         | 2/19 [00:00<00:04,  3.52it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.25it/s]
 21%|██        | 4/19 [00:01<00:04,  3.27it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.32it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.28it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.21it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.25it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.34it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.34it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.39it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.39it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.38it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.35it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.29it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.33it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.41it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.32it/s]
100%|██████████| 19/19 [00:05<00:00,  3.33it/s][2025-07-17 04:16:55] car...PCK-Transfer@0.10: 83.58% | PCK-Transfer@0.05: 73.25% | PCK-Transfer@0.15: 90.60%
+
100%|██████████| 19/19 [00:05<00:00,  3.33it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.26it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.34it/s]
 11%|█         | 3/27 [00:00<00:06,  3.48it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.47it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.41it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.18it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.16it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.23it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.20it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.17it/s]
 41%|████      | 11/27 [00:03<00:04,  3.26it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.28it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.36it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.41it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.30it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.42it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.36it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.35it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.26it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.38it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.45it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.52it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.52it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.41it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.38it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.38it/s]
100%|██████████| 27/27 [00:08<00:00,  3.41it/s][2025-07-17 04:17:03] cat...PCK-Transfer@0.10: 80.86% | PCK-Transfer@0.05: 64.90% | PCK-Transfer@0.15: 84.24%
+
100%|██████████| 27/27 [00:08<00:00,  3.35it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.39it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.40it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.37it/s]
 31%|███       | 4/13 [00:01<00:02,  3.38it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.44it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.43it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.45it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.39it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.37it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.35it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.37it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.44it/s]
100%|██████████| 13/13 [00:03<00:00,  3.39it/s][2025-07-17 04:17:07] chair...PCK-Transfer@0.10: 40.56% | PCK-Transfer@0.05: 25.15% | PCK-Transfer@0.15: 45.51%
+
100%|██████████| 13/13 [00:03<00:00,  3.40it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.51it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.51it/s]
100%|██████████| 3/3 [00:00<00:00,  3.52it/s][2025-07-17 04:17:07] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.51it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.02it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.10it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.24it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.26it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.20it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.27it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.24it/s]
100%|██████████| 8/8 [00:02<00:00,  3.29it/s][2025-07-17 04:17:10] diningtable...PCK-Transfer@0.10: 37.50% | PCK-Transfer@0.05: 16.15% | PCK-Transfer@0.15: 50.52%
+
100%|██████████| 8/8 [00:02<00:00,  3.24it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:08,  2.85it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.15it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.28it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.29it/s]
 21%|██        | 5/24 [00:01<00:05,  3.30it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.33it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.32it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.35it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.35it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.33it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.32it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.31it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.33it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.33it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.38it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.37it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.35it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.36it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.38it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.38it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.39it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.40it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.40it/s]
100%|██████████| 24/24 [00:07<00:00,  3.39it/s][2025-07-17 04:17:17] dog...PCK-Transfer@0.10: 71.42% | PCK-Transfer@0.05: 51.23% | PCK-Transfer@0.15: 81.78%
+
100%|██████████| 24/24 [00:07<00:00,  3.34it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.39it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.39it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.36it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.34it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.37it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.37it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.40it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.42it/s]
100%|██████████| 9/9 [00:02<00:00,  3.39it/s][2025-07-17 04:17:20] horse...PCK-Transfer@0.10: 75.85% | PCK-Transfer@0.05: 53.28% | PCK-Transfer@0.15: 85.90%
+
100%|██████████| 9/9 [00:02<00:00,  3.38it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.35it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.39it/s]
 11%|█         | 3/27 [00:00<00:07,  3.40it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.42it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.42it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.46it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.38it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.39it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.43it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.44it/s]
 41%|████      | 11/27 [00:03<00:04,  3.44it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.40it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.40it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.41it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.41it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.43it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.44it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.44it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.39it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.42it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.43it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.40it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.42it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.41it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.39it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.39it/s]
100%|██████████| 27/27 [00:07<00:00,  3.40it/s][2025-07-17 04:17:28] motorbike...PCK-Transfer@0.10: 80.66% | PCK-Transfer@0.05: 58.36% | PCK-Transfer@0.15: 87.52%
+
100%|██████████| 27/27 [00:07<00:00,  3.41it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.44it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.37it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.35it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.33it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.36it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.40it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.38it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.34it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.37it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.34it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.39it/s]
100%|██████████| 12/12 [00:03<00:00,  3.39it/s][2025-07-17 04:17:31] person...PCK-Transfer@0.10: 54.42% | PCK-Transfer@0.05: 37.92% | PCK-Transfer@0.15: 68.37%
+
100%|██████████| 12/12 [00:03<00:00,  3.37it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.35it/s][2025-07-17 04:17:44] train...PCK-Transfer@0.10: 68.50% | PCK-Transfer@0.05: 47.50% | PCK-Transfer@0.15: 77.50%
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+[2025-07-17 04:17:48] Weighted Per image PCK0.10: 67.87%, image PCK0.05: 51.33%, image PCK0.01: 76.28%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_20__t_0.7_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_20__t_0.7_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..ef82ec26cfed77c54ced542fff68f9e1b1711b1a
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_20__t_0.7_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 05:03:39] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_20__t_0.7_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.6_layer_20', 't_0.7_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.6_layer_20', 't_0.7_layer_9']
+Number of parameters corr net: 120
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+[2025-07-17 05:05:06] Weighted Per image PCK0.10: 59.09%, image PCK0.05: 41.09%, image PCK0.01: 68.70%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_20__t_0.8_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_20__t_0.8_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..bf896e4d1c02a741f0d6b834aa6116be055bc514
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_20__t_0.8_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-17 05:13:11] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_20__t_0.8_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.6_layer_20', 't_0.8_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.6_layer_20', 't_0.8_layer_12']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  3.35it/s][2025-07-17 05:13:18] aeroplane...PCK-Transfer@0.10: 82.84% | PCK-Transfer@0.05: 59.16% | PCK-Transfer@0.15: 89.20%
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 23%|██▎       | 7/30 [00:02<00:07,  3.09it/s]
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 37%|███▋      | 11/30 [00:03<00:05,  3.17it/s]
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 43%|████▎     | 13/30 [00:04<00:05,  3.24it/s]
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 57%|█████▋    | 17/30 [00:05<00:04,  3.25it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.30it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.34it/s]
 67%|██████▋   | 20/30 [00:06<00:02,  3.35it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.40it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.46it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.41it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.43it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.39it/s]
 87%|████████▋ | 26/30 [00:08<00:01,  3.38it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.36it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.27it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.30it/s]
100%|██████████| 30/30 [00:09<00:00,  3.35it/s][2025-07-17 05:13:27] bicycle...PCK-Transfer@0.10: 84.30% | PCK-Transfer@0.05: 71.58% | PCK-Transfer@0.15: 86.42%
+
100%|██████████| 30/30 [00:09<00:00,  3.25it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.20it/s]
 20%|██        | 2/10 [00:00<00:02,  2.77it/s]
 30%|███       | 3/10 [00:01<00:02,  2.92it/s]
 40%|████      | 4/10 [00:01<00:01,  3.04it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.15it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.17it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.15it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.19it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.24it/s]
100%|██████████| 10/10 [00:03<00:00,  3.25it/s][2025-07-17 05:13:30] bird...PCK-Transfer@0.10: 79.86% | PCK-Transfer@0.05: 52.89% | PCK-Transfer@0.15: 88.06%
+
100%|██████████| 10/10 [00:03<00:00,  3.15it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.58it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.54it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.50it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.18it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.19it/s]
100%|██████████| 6/6 [00:01<00:00,  3.26it/s][2025-07-17 05:13:32] boat...PCK-Transfer@0.10: 48.61% | PCK-Transfer@0.05: 34.72% | PCK-Transfer@0.15: 68.06%
+
100%|██████████| 6/6 [00:01<00:00,  3.30it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.24it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.41it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.33it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.33it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.25it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.27it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.36it/s]
100%|██████████| 8/8 [00:02<00:00,  3.39it/s][2025-07-17 05:13:34] bottle...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 37.50% | PCK-Transfer@0.15: 62.50%
+
100%|██████████| 8/8 [00:02<00:00,  3.34it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 25%|██▌       | 8/32 [00:02<00:07,  3.33it/s]
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 47%|████▋     | 15/32 [00:04<00:05,  3.16it/s]
 50%|█████     | 16/32 [00:05<00:04,  3.21it/s]
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 56%|█████▋    | 18/32 [00:05<00:04,  3.41it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.35it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.31it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.36it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.31it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.40it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.42it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.38it/s]
 81%|████████▏ | 26/32 [00:08<00:01,  3.23it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.26it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.33it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.36it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.40it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.30it/s]
100%|██████████| 32/32 [00:09<00:00,  3.31it/s][2025-07-17 05:13:44] bus...PCK-Transfer@0.10: 76.41% | PCK-Transfer@0.05: 64.69% | PCK-Transfer@0.15: 83.70%
+
100%|██████████| 32/32 [00:09<00:00,  3.26it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
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 37%|███▋      | 7/19 [00:02<00:03,  3.02it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.05it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.13it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.11it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.16it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.24it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.28it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.22it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.20it/s]
 84%|████████▍ | 16/19 [00:05<00:00,  3.25it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.32it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.27it/s]
100%|██████████| 19/19 [00:05<00:00,  3.26it/s][2025-07-17 05:13:50] car...PCK-Transfer@0.10: 87.27% | PCK-Transfer@0.05: 77.50% | PCK-Transfer@0.15: 91.24%
+
100%|██████████| 19/19 [00:05<00:00,  3.17it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 74%|███████▍  | 20/27 [00:06<00:02,  3.27it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.31it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.35it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.36it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.28it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.26it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.29it/s]
100%|██████████| 27/27 [00:08<00:00,  3.32it/s][2025-07-17 05:13:59] cat...PCK-Transfer@0.10: 81.93% | PCK-Transfer@0.05: 63.60% | PCK-Transfer@0.15: 85.16%
+
100%|██████████| 27/27 [00:08<00:00,  3.28it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.24it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.26it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.27it/s]
 31%|███       | 4/13 [00:01<00:02,  3.30it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.32it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.34it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.35it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.33it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.31it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.30it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.29it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.33it/s]
100%|██████████| 13/13 [00:03<00:00,  3.29it/s][2025-07-17 05:14:03] chair...PCK-Transfer@0.10: 48.91% | PCK-Transfer@0.05: 31.84% | PCK-Transfer@0.15: 55.58%
+
100%|██████████| 13/13 [00:03<00:00,  3.31it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.20it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.28it/s]
100%|██████████| 3/3 [00:00<00:00,  3.29it/s][2025-07-17 05:14:03] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 70.83% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.28it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.27it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.25it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.26it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.25it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.13it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.19it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.24it/s]
100%|██████████| 8/8 [00:02<00:00,  3.24it/s][2025-07-17 05:14:06] diningtable...PCK-Transfer@0.10: 44.79% | PCK-Transfer@0.05: 13.02% | PCK-Transfer@0.15: 60.94%
+
100%|██████████| 8/8 [00:02<00:00,  3.23it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
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 29%|██▉       | 7/24 [00:02<00:05,  3.20it/s]
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 46%|████▌     | 11/24 [00:03<00:04,  3.21it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.23it/s]
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 58%|█████▊    | 14/24 [00:04<00:03,  3.26it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.26it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.27it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.28it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.28it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.30it/s]
 96%|█████████▌| 23/24 [00:07<00:00,  3.34it/s]
100%|██████████| 24/24 [00:07<00:00,  3.38it/s][2025-07-17 05:14:13] dog...PCK-Transfer@0.10: 76.00% | PCK-Transfer@0.05: 58.46% | PCK-Transfer@0.15: 84.28%
+
100%|██████████| 24/24 [00:07<00:00,  3.26it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.43it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.44it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.37it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.40it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.42it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.43it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.44it/s]
100%|██████████| 9/9 [00:02<00:00,  3.43it/s][2025-07-17 05:14:16] horse...PCK-Transfer@0.10: 78.92% | PCK-Transfer@0.05: 52.35% | PCK-Transfer@0.15: 87.51%
+
100%|██████████| 9/9 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.48it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.46it/s]
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 63%|██████▎   | 17/27 [00:04<00:02,  3.48it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.48it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.44it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.47it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.47it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.43it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.44it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.44it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.37it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.36it/s]
100%|██████████| 27/27 [00:07<00:00,  3.35it/s][2025-07-17 05:14:24] motorbike...PCK-Transfer@0.10: 83.67% | PCK-Transfer@0.05: 63.81% | PCK-Transfer@0.15: 88.88%
+
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+
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100%|██████████| 20/20 [00:05<00:00,  3.40it/s][2025-07-17 05:14:39] train...PCK-Transfer@0.10: 73.75% | PCK-Transfer@0.05: 44.50% | PCK-Transfer@0.15: 80.75%
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+
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+[2025-07-17 05:14:44] Weighted Per image PCK0.10: 72.90%, image PCK0.05: 54.54%, image PCK0.01: 80.82%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_5__t_0.6_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_5__t_0.6_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..ad97419e2ffc048d31aae239505b155c06fc47eb
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_5__t_0.6_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 02:43:05] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_5__t_0.6_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.6_layer_5', 't_0.6_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.6_layer_5', 't_0.6_layer_15']
+Number of parameters corr net: 120
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100%|██████████| 32/32 [00:09<00:00,  3.46it/s][2025-07-17 02:43:38] bus...PCK-Transfer@0.10: 67.45% | PCK-Transfer@0.05: 51.30% | PCK-Transfer@0.15: 79.01%
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100%|██████████| 20/20 [00:05<00:00,  3.39it/s][2025-07-17 02:44:30] train...PCK-Transfer@0.10: 66.75% | PCK-Transfer@0.05: 39.25% | PCK-Transfer@0.15: 81.75%
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100%|██████████| 15/15 [00:04<00:00,  3.55it/s][2025-07-17 02:44:34] tvmonitor...PCK-Transfer@0.10: 32.78% | PCK-Transfer@0.05: 19.44% | PCK-Transfer@0.15: 47.78%
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+[2025-07-17 02:44:34] Weighted Per image PCK0.10: 66.40%, image PCK0.05: 48.93%, image PCK0.01: 77.79%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_5__t_0.8_layer_10_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_5__t_0.8_layer_10_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..36884b740a62021f2f824faac0d5bec6cc4fbf1e
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_5__t_0.8_layer_10_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 02:54:20] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_5__t_0.8_layer_10_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.6_layer_5', 't_0.8_layer_10'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.6_layer_5', 't_0.8_layer_10']
+Number of parameters corr net: 120
+
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 27%|██▋       | 4/15 [00:02<00:05,  1.97it/s]
 33%|███▎      | 5/15 [00:02<00:04,  2.23it/s]
 40%|████      | 6/15 [00:03<00:03,  2.42it/s]
 47%|████▋     | 7/15 [00:03<00:02,  2.72it/s]
 53%|█████▎    | 8/15 [00:03<00:02,  2.93it/s]
 60%|██████    | 9/15 [00:04<00:01,  3.07it/s]
 67%|██████▋   | 10/15 [00:04<00:01,  3.20it/s]
 73%|███████▎  | 11/15 [00:04<00:01,  3.33it/s]
 80%|████████  | 12/15 [00:05<00:00,  3.28it/s]
 87%|████████▋ | 13/15 [00:05<00:00,  3.40it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.35it/s]
100%|██████████| 15/15 [00:05<00:00,  3.37it/s][2025-07-17 02:54:27] aeroplane...PCK-Transfer@0.10: 79.45% | PCK-Transfer@0.05: 60.52% | PCK-Transfer@0.15: 88.94%
+
100%|██████████| 15/15 [00:05<00:00,  2.54it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:07,  3.67it/s]
  7%|▋         | 2/30 [00:00<00:07,  3.64it/s]
 10%|█         | 3/30 [00:00<00:07,  3.49it/s]
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 17%|█▋        | 5/30 [00:01<00:07,  3.46it/s]
 20%|██        | 6/30 [00:01<00:06,  3.55it/s]
 23%|██▎       | 7/30 [00:01<00:06,  3.53it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.33it/s]
 30%|███       | 9/30 [00:02<00:06,  3.38it/s]
 33%|███▎      | 10/30 [00:02<00:05,  3.42it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.43it/s]
 40%|████      | 12/30 [00:03<00:05,  3.26it/s]
 43%|████▎     | 13/30 [00:03<00:05,  3.38it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.35it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.43it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.50it/s]
 57%|█████▋    | 17/30 [00:04<00:03,  3.58it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.57it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.50it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.51it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.49it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.48it/s]
 77%|███████▋  | 23/30 [00:06<00:01,  3.57it/s]
 80%|████████  | 24/30 [00:06<00:01,  3.55it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.49it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.53it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.56it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.56it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.60it/s]
100%|██████████| 30/30 [00:08<00:00,  3.59it/s][2025-07-17 02:54:36] bicycle...PCK-Transfer@0.10: 74.55% | PCK-Transfer@0.05: 63.94% | PCK-Transfer@0.15: 82.15%
+
100%|██████████| 30/30 [00:08<00:00,  3.50it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.27it/s]
 20%|██        | 2/10 [00:00<00:02,  3.39it/s]
 30%|███       | 3/10 [00:00<00:01,  3.56it/s]
 40%|████      | 4/10 [00:01<00:01,  3.58it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.58it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.68it/s]
 70%|███████   | 7/10 [00:01<00:00,  3.66it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.69it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.67it/s]
100%|██████████| 10/10 [00:02<00:00,  3.71it/s][2025-07-17 02:54:38] bird...PCK-Transfer@0.10: 70.78% | PCK-Transfer@0.05: 43.58% | PCK-Transfer@0.15: 84.58%
+
100%|██████████| 10/10 [00:02<00:00,  3.63it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.43it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.49it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.58it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.66it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.73it/s]
100%|██████████| 6/6 [00:01<00:00,  3.65it/s][2025-07-17 02:54:40] boat...PCK-Transfer@0.10: 44.44% | PCK-Transfer@0.05: 26.39% | PCK-Transfer@0.15: 70.83%
+
100%|██████████| 6/6 [00:01<00:00,  3.63it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.73it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.62it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.66it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.68it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.67it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.73it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.67it/s]
100%|██████████| 8/8 [00:02<00:00,  3.65it/s][2025-07-17 02:54:42] bottle...PCK-Transfer@0.10: 65.62% | PCK-Transfer@0.05: 46.88% | PCK-Transfer@0.15: 78.12%
+
100%|██████████| 8/8 [00:02<00:00,  3.67it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  2.92it/s]
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  9%|▉         | 3/32 [00:00<00:08,  3.39it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.47it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.45it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.53it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.62it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.64it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.55it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.53it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.53it/s]
 41%|████      | 13/32 [00:03<00:05,  3.57it/s]
 44%|████▍     | 14/32 [00:03<00:04,  3.62it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.63it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.61it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.59it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.60it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.58it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.57it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.54it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.46it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.48it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.54it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.63it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.59it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.62it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.56it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.56it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.55it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.62it/s]
100%|██████████| 32/32 [00:09<00:00,  3.64it/s][2025-07-17 02:54:51] bus...PCK-Transfer@0.10: 67.71% | PCK-Transfer@0.05: 52.34% | PCK-Transfer@0.15: 79.01%
+
100%|██████████| 32/32 [00:09<00:00,  3.55it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:04,  3.66it/s]
 11%|█         | 2/19 [00:00<00:04,  3.62it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.61it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.55it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.50it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.55it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.30it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.42it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.44it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.46it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.51it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.58it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.62it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.63it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.59it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.65it/s]
100%|██████████| 19/19 [00:05<00:00,  3.73it/s][2025-07-17 02:54:57] car...PCK-Transfer@0.10: 88.42% | PCK-Transfer@0.05: 77.15% | PCK-Transfer@0.15: 91.57%
+
100%|██████████| 19/19 [00:05<00:00,  3.57it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:06,  3.79it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.65it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.65it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.69it/s]
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 33%|███▎      | 9/27 [00:02<00:04,  3.69it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.70it/s]
 41%|████      | 11/27 [00:02<00:04,  3.70it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.70it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.62it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.59it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.62it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.67it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.63it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.60it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.59it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.58it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.63it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.60it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.59it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.60it/s]
100%|██████████| 27/27 [00:07<00:00,  3.58it/s][2025-07-17 02:55:04] cat...PCK-Transfer@0.10: 77.99% | PCK-Transfer@0.05: 58.70% | PCK-Transfer@0.15: 86.22%
+
100%|██████████| 27/27 [00:07<00:00,  3.63it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.51it/s]
 15%|█▌        | 2/13 [00:00<00:02,  3.67it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.69it/s]
 31%|███       | 4/13 [00:01<00:02,  3.64it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.65it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.59it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.60it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.61it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.64it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.67it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.69it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.66it/s]
100%|██████████| 13/13 [00:03<00:00,  3.67it/s][2025-07-17 02:55:08] chair...PCK-Transfer@0.10: 51.77% | PCK-Transfer@0.05: 27.71% | PCK-Transfer@0.15: 61.32%
+
100%|██████████| 13/13 [00:03<00:00,  3.65it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.70it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.68it/s]
100%|██████████| 3/3 [00:00<00:00,  3.67it/s][2025-07-17 02:55:08] cow...PCK-Transfer@0.10: 79.17% | PCK-Transfer@0.05: 47.92% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.68it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.70it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.71it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.71it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.78it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.75it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.71it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.70it/s]
100%|██████████| 8/8 [00:02<00:00,  3.71it/s][2025-07-17 02:55:11] diningtable...PCK-Transfer@0.10: 52.60% | PCK-Transfer@0.05: 34.90% | PCK-Transfer@0.15: 64.58%
+
100%|██████████| 8/8 [00:02<00:00,  3.72it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.63it/s]
  8%|▊         | 2/24 [00:00<00:05,  3.70it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.67it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.74it/s]
 21%|██        | 5/24 [00:01<00:05,  3.71it/s]
 25%|██▌       | 6/24 [00:01<00:04,  3.67it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.62it/s]
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 38%|███▊      | 9/24 [00:02<00:04,  3.61it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.66it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.67it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.66it/s]
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 58%|█████▊    | 14/24 [00:03<00:02,  3.65it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.65it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.63it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.68it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.59it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.62it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.63it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.64it/s]
100%|██████████| 24/24 [00:06<00:00,  3.66it/s][2025-07-17 02:55:17] dog...PCK-Transfer@0.10: 66.50% | PCK-Transfer@0.05: 48.77% | PCK-Transfer@0.15: 83.73%
+
100%|██████████| 24/24 [00:06<00:00,  3.65it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.70it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.70it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.75it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.82it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.74it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.68it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.55it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.57it/s]
100%|██████████| 9/9 [00:02<00:00,  3.62it/s][2025-07-17 02:55:20] horse...PCK-Transfer@0.10: 76.69% | PCK-Transfer@0.05: 46.56% | PCK-Transfer@0.15: 83.28%
+
100%|██████████| 9/9 [00:02<00:00,  3.66it/s]
+
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 41%|████      | 11/27 [00:03<00:04,  3.62it/s]
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100%|██████████| 15/15 [00:04<00:00,  3.62it/s][2025-07-17 02:55:47] tvmonitor...PCK-Transfer@0.10: 29.44% | PCK-Transfer@0.05: 11.67% | PCK-Transfer@0.15: 44.44%
+
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+[2025-07-17 02:55:47] Weighted Per image PCK0.10: 66.38%, image PCK0.05: 47.36%, image PCK0.01: 78.05%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..99afc8ee0c89a6d0f0fd3ed0f54487664e90125c
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 02:23:09] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.6_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.6_layer_5']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.38it/s][2025-07-12 02:23:41] bus...PCK-Transfer@0.10: 65.89% | PCK-Transfer@0.05: 49.48% | PCK-Transfer@0.15: 77.45%
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100%|██████████| 19/19 [00:05<00:00,  3.32it/s][2025-07-12 02:23:47] car...PCK-Transfer@0.10: 84.86% | PCK-Transfer@0.05: 71.36% | PCK-Transfer@0.15: 86.84%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.43it/s][2025-07-12 02:23:55] cat...PCK-Transfer@0.10: 78.03% | PCK-Transfer@0.05: 57.02% | PCK-Transfer@0.15: 86.34%
+
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+
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100%|██████████| 13/13 [00:03<00:00,  3.41it/s][2025-07-12 02:23:58] chair...PCK-Transfer@0.10: 47.24% | PCK-Transfer@0.05: 23.95% | PCK-Transfer@0.15: 58.65%
+
100%|██████████| 13/13 [00:03<00:00,  3.33it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.40it/s][2025-07-12 02:23:59] cow...PCK-Transfer@0.10: 79.17% | PCK-Transfer@0.05: 45.83% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 3/3 [00:00<00:00,  3.33it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.49it/s][2025-07-12 02:24:02] diningtable...PCK-Transfer@0.10: 47.92% | PCK-Transfer@0.05: 23.96% | PCK-Transfer@0.15: 66.67%
+
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+
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100%|██████████| 24/24 [00:06<00:00,  3.48it/s][2025-07-12 02:24:09] dog...PCK-Transfer@0.10: 65.49% | PCK-Transfer@0.05: 48.63% | PCK-Transfer@0.15: 82.30%
+
100%|██████████| 24/24 [00:06<00:00,  3.43it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.62it/s][2025-07-12 02:24:11] horse...PCK-Transfer@0.10: 72.59% | PCK-Transfer@0.05: 40.98% | PCK-Transfer@0.15: 80.77%
+
100%|██████████| 9/9 [00:02<00:00,  3.48it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.57it/s][2025-07-12 02:24:19] motorbike...PCK-Transfer@0.10: 71.43% | PCK-Transfer@0.05: 44.80% | PCK-Transfer@0.15: 83.00%
+
100%|██████████| 27/27 [00:07<00:00,  3.54it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.66it/s][2025-07-12 02:24:22] person...PCK-Transfer@0.10: 50.16% | PCK-Transfer@0.05: 34.16% | PCK-Transfer@0.15: 66.89%
+
100%|██████████| 12/12 [00:03<00:00,  3.60it/s]
+
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100%|██████████| 7/7 [00:02<00:00,  3.35it/s][2025-07-12 02:24:24] pottedplant...PCK-Transfer@0.10: 41.90% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 63.81%
+
100%|██████████| 7/7 [00:02<00:00,  3.40it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.48it/s][2025-07-12 02:24:25] sheep...PCK-Transfer@0.10: 20.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 20.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.47it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.39it/s][2025-07-12 02:24:29] sofa...PCK-Transfer@0.10: 48.68% | PCK-Transfer@0.05: 27.80% | PCK-Transfer@0.15: 63.27%
+
100%|██████████| 13/13 [00:03<00:00,  3.37it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.71it/s][2025-07-12 02:24:34] train...PCK-Transfer@0.10: 63.75% | PCK-Transfer@0.05: 42.25% | PCK-Transfer@0.15: 79.75%
+
100%|██████████| 20/20 [00:05<00:00,  3.59it/s]
+
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100%|██████████| 15/15 [00:04<00:00,  3.68it/s][2025-07-12 02:24:38] tvmonitor...PCK-Transfer@0.10: 26.11% | PCK-Transfer@0.05: 11.11% | PCK-Transfer@0.15: 44.44%
+
100%|██████████| 15/15 [00:04<00:00,  3.64it/s]
+[2025-07-12 02:24:38] Weighted Per image PCK0.10: 64.29%, image PCK0.05: 45.04%, image PCK0.01: 76.64%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_9__t_0.7_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_9__t_0.7_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..adfc80ecb324336a4dc9dfd0a092a8354ba6c8f0
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_9__t_0.7_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 03:05:30] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_9__t_0.7_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.6_layer_9', 't_0.7_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.6_layer_9', 't_0.7_layer_5']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:01<00:00,  3.52it/s][2025-07-17 03:06:44] pottedplant...PCK-Transfer@0.10: 44.29% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 66.19%
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100%|██████████| 15/15 [00:04<00:00,  3.59it/s][2025-07-17 03:06:58] tvmonitor...PCK-Transfer@0.10: 31.11% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 50.56%
+
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+[2025-07-17 03:06:58] Weighted Per image PCK0.10: 68.76%, image PCK0.05: 51.95%, image PCK0.01: 79.81%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_9__t_0.8_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_9__t_0.8_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..dc9fd6a7d803f14db1fc6285d2704ae1eb9b80aa
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_9__t_0.8_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 03:15:39] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.6_layer_9__t_0.8_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.6_layer_9', 't_0.8_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.6_layer_9', 't_0.8_layer_12']
+Number of parameters corr net: 120
+
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 53%|█████▎    | 17/32 [00:04<00:04,  3.56it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.56it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.38it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.43it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.49it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.41it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.44it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.48it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.55it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.54it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.60it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.56it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.46it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.35it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.41it/s]
100%|██████████| 32/32 [00:09<00:00,  3.50it/s][2025-07-17 03:16:11] bus...PCK-Transfer@0.10: 77.60% | PCK-Transfer@0.05: 66.67% | PCK-Transfer@0.15: 86.82%
+
100%|██████████| 32/32 [00:09<00:00,  3.50it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:04,  3.69it/s]
 11%|█         | 2/19 [00:00<00:04,  3.67it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.36it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.30it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.41it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.44it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.56it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.61it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.60it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.64it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.70it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.72it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.69it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.66it/s]
 95%|█████████▍| 18/19 [00:04<00:00,  3.70it/s]
100%|██████████| 19/19 [00:05<00:00,  3.77it/s][2025-07-17 03:16:16] car...PCK-Transfer@0.10: 88.93% | PCK-Transfer@0.05: 81.45% | PCK-Transfer@0.15: 91.27%
+
100%|██████████| 19/19 [00:05<00:00,  3.62it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:06,  3.72it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.46it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.28it/s]
 41%|████      | 11/27 [00:03<00:04,  3.31it/s]
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 59%|█████▉    | 16/27 [00:04<00:03,  3.55it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.60it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.57it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.53it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.53it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.53it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.56it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.61it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.63it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.63it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.64it/s]
100%|██████████| 27/27 [00:07<00:00,  3.63it/s][2025-07-17 03:16:24] cat...PCK-Transfer@0.10: 80.31% | PCK-Transfer@0.05: 64.14% | PCK-Transfer@0.15: 88.29%
+
100%|██████████| 27/27 [00:07<00:00,  3.53it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.45it/s]
 15%|█▌        | 2/13 [00:00<00:02,  3.68it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.73it/s]
 31%|███       | 4/13 [00:01<00:02,  3.47it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.51it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.52it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.58it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.67it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.72it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.76it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.78it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.75it/s]
100%|██████████| 13/13 [00:03<00:00,  3.76it/s][2025-07-17 03:16:27] chair...PCK-Transfer@0.10: 57.07% | PCK-Transfer@0.05: 41.05% | PCK-Transfer@0.15: 66.90%
+
100%|██████████| 13/13 [00:03<00:00,  3.67it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.68it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.66it/s]
100%|██████████| 3/3 [00:00<00:00,  3.65it/s][2025-07-17 03:16:28] cow...PCK-Transfer@0.10: 85.42% | PCK-Transfer@0.05: 60.42% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.65it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.45it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.57it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.60it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.67it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.65it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.62it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.63it/s]
100%|██████████| 8/8 [00:02<00:00,  3.67it/s][2025-07-17 03:16:30] diningtable...PCK-Transfer@0.10: 51.04% | PCK-Transfer@0.05: 31.77% | PCK-Transfer@0.15: 66.15%
+
100%|██████████| 8/8 [00:02<00:00,  3.64it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.58it/s]
  8%|▊         | 2/24 [00:00<00:05,  3.68it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.66it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.73it/s]
 21%|██        | 5/24 [00:01<00:05,  3.71it/s]
 25%|██▌       | 6/24 [00:01<00:04,  3.68it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.59it/s]
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 42%|████▏     | 10/24 [00:02<00:03,  3.67it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.69it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.70it/s]
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 58%|█████▊    | 14/24 [00:03<00:02,  3.69it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.68it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.70it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.61it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.64it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.66it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.64it/s]
100%|██████████| 24/24 [00:06<00:00,  3.65it/s][2025-07-17 03:16:37] dog...PCK-Transfer@0.10: 80.53% | PCK-Transfer@0.05: 58.67% | PCK-Transfer@0.15: 90.01%
+
100%|██████████| 24/24 [00:06<00:00,  3.66it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.66it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.70it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.79it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.70it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.58it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.60it/s]
100%|██████████| 9/9 [00:02<00:00,  3.65it/s][2025-07-17 03:16:39] horse...PCK-Transfer@0.10: 80.93% | PCK-Transfer@0.05: 59.37% | PCK-Transfer@0.15: 86.59%
+
100%|██████████| 9/9 [00:02<00:00,  3.67it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.63it/s]
 41%|████      | 11/27 [00:03<00:04,  3.67it/s]
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 67%|██████▋   | 18/27 [00:04<00:02,  3.64it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.60it/s]
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 78%|███████▊  | 21/27 [00:05<00:01,  3.61it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.69it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.67it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.70it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.71it/s][2025-07-17 03:16:47] motorbike...PCK-Transfer@0.10: 81.50% | PCK-Transfer@0.05: 58.86% | PCK-Transfer@0.15: 88.60%
+
100%|██████████| 27/27 [00:07<00:00,  3.66it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.62it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.70it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.75it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.41it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.26it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.12it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.11it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.24it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.30it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.36it/s]
100%|██████████| 12/12 [00:03<00:00,  3.32it/s][2025-07-17 03:16:50] person...PCK-Transfer@0.10: 62.04% | PCK-Transfer@0.05: 44.96% | PCK-Transfer@0.15: 75.20%
+
100%|██████████| 12/12 [00:03<00:00,  3.35it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:02,  2.94it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.15it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.35it/s]
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 71%|███████▏  | 5/7 [00:01<00:00,  3.15it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.22it/s]
100%|██████████| 7/7 [00:02<00:00,  3.21it/s][2025-07-17 03:16:52] pottedplant...PCK-Transfer@0.10: 53.81% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 72.86%
+
100%|██████████| 7/7 [00:02<00:00,  3.21it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  2.70it/s][2025-07-17 03:16:53] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  2.70it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.28it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.40it/s]
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 85%|████████▍ | 11/13 [00:03<00:00,  3.33it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.47it/s]
100%|██████████| 13/13 [00:03<00:00,  3.41it/s][2025-07-17 03:16:57] sofa...PCK-Transfer@0.10: 56.70% | PCK-Transfer@0.05: 41.10% | PCK-Transfer@0.15: 68.63%
+
100%|██████████| 13/13 [00:03<00:00,  3.35it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
  5%|▌         | 1/20 [00:00<00:05,  3.55it/s]
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 15%|█▌        | 3/20 [00:00<00:04,  3.64it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.56it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.56it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.54it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.51it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.57it/s]
 65%|██████▌   | 13/20 [00:03<00:01,  3.56it/s]
 70%|███████   | 14/20 [00:03<00:01,  3.56it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.62it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.61it/s]
 85%|████████▌ | 17/20 [00:04<00:00,  3.55it/s]
 90%|█████████ | 18/20 [00:05<00:00,  3.51it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.57it/s]
100%|██████████| 20/20 [00:05<00:00,  3.46it/s][2025-07-17 03:17:02] train...PCK-Transfer@0.10: 71.00% | PCK-Transfer@0.05: 48.25% | PCK-Transfer@0.15: 84.00%
+
100%|██████████| 20/20 [00:05<00:00,  3.55it/s]
+
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+[2025-07-17 03:17:06] Weighted Per image PCK0.10: 73.27%, image PCK0.05: 56.04%, image PCK0.01: 82.85%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_10__t_0.7_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_10__t_0.7_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..da9bc0563c2138e1806addb22aada9756a8ef6b9
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_10__t_0.7_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 05:43:18] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_10__t_0.7_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.7_layer_10', 't_0.7_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.7_layer_10', 't_0.7_layer_11']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.62it/s][2025-07-17 05:44:48] tvmonitor...PCK-Transfer@0.10: 41.11% | PCK-Transfer@0.05: 21.67% | PCK-Transfer@0.15: 59.44%
+
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+[2025-07-17 05:44:48] Weighted Per image PCK0.10: 74.51%, image PCK0.05: 56.99%, image PCK0.01: 83.74%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_10__t_0.7_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_10__t_0.7_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..25d1fdc97a2f6667f32d13eecc994879f4189974
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_10__t_0.7_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 05:44:52] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_10__t_0.7_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.7_layer_10', 't_0.7_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.7_layer_10', 't_0.7_layer_13']
+Number of parameters corr net: 120
+
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100%|██████████| 8/8 [00:02<00:00,  3.60it/s][2025-07-17 05:45:16] bottle...PCK-Transfer@0.10: 68.75% | PCK-Transfer@0.05: 51.56% | PCK-Transfer@0.15: 79.69%
+
100%|██████████| 8/8 [00:02<00:00,  3.58it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 47%|████▋     | 15/32 [00:04<00:04,  3.52it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.55it/s]
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 59%|█████▉    | 19/32 [00:05<00:03,  3.51it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.45it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.51it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.38it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.43it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.41it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.38it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.25it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.29it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.33it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.38it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.41it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.37it/s]
100%|██████████| 32/32 [00:09<00:00,  3.36it/s][2025-07-17 05:45:25] bus...PCK-Transfer@0.10: 79.69% | PCK-Transfer@0.05: 70.31% | PCK-Transfer@0.15: 86.04%
+
100%|██████████| 32/32 [00:09<00:00,  3.38it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.90it/s]
 11%|█         | 2/19 [00:00<00:05,  3.25it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.30it/s]
 21%|██        | 4/19 [00:01<00:04,  3.29it/s]
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 32%|███▏      | 6/19 [00:01<00:04,  3.15it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.11it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.08it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.06it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.11it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.18it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.28it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.29it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.26it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.23it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.30it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.39it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.30it/s]
100%|██████████| 19/19 [00:05<00:00,  3.28it/s][2025-07-17 05:45:31] car...PCK-Transfer@0.10: 90.12% | PCK-Transfer@0.05: 82.21% | PCK-Transfer@0.15: 92.72%
+
100%|██████████| 19/19 [00:05<00:00,  3.23it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:10,  2.58it/s]
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 11%|█         | 3/27 [00:00<00:07,  3.20it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.19it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.26it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.23it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.26it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.25it/s]
 41%|████      | 11/27 [00:03<00:04,  3.33it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.41it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.51it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.49it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.48it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.38it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.48it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.53it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.59it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.59it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.48it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.45it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.49it/s]
100%|██████████| 27/27 [00:07<00:00,  3.51it/s][2025-07-17 05:45:39] cat...PCK-Transfer@0.10: 82.35% | PCK-Transfer@0.05: 66.66% | PCK-Transfer@0.15: 89.72%
+
100%|██████████| 27/27 [00:07<00:00,  3.39it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.47it/s]
 15%|█▌        | 2/13 [00:00<00:03,  2.88it/s]
 23%|██▎       | 3/13 [00:01<00:03,  3.06it/s]
 31%|███       | 4/13 [00:01<00:02,  3.11it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.22it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.30it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.34it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.38it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.41it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.42it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.38it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.38it/s]
100%|██████████| 13/13 [00:03<00:00,  3.31it/s][2025-07-17 05:45:43] chair...PCK-Transfer@0.10: 57.35% | PCK-Transfer@0.05: 41.84% | PCK-Transfer@0.15: 65.94%
+
100%|██████████| 13/13 [00:03<00:00,  3.27it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.85it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.20it/s]
100%|██████████| 3/3 [00:00<00:00,  3.34it/s][2025-07-17 05:45:44] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 70.83% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.25it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.42it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.42it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.48it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.47it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.39it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.47it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.53it/s]
100%|██████████| 8/8 [00:02<00:00,  3.55it/s][2025-07-17 05:45:46] diningtable...PCK-Transfer@0.10: 56.25% | PCK-Transfer@0.05: 27.08% | PCK-Transfer@0.15: 74.48%
+
100%|██████████| 8/8 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  2.90it/s]
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 12%|█▎        | 3/24 [00:00<00:06,  3.35it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.40it/s]
 21%|██        | 5/24 [00:01<00:05,  3.47it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.51it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.51it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.55it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.55it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.51it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.52it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.54it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.55it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.55it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.59it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.56it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.59it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.58it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.58it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.56it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.56it/s]
100%|██████████| 24/24 [00:06<00:00,  3.55it/s][2025-07-17 05:45:53] dog...PCK-Transfer@0.10: 79.55% | PCK-Transfer@0.05: 58.67% | PCK-Transfer@0.15: 87.59%
+
100%|██████████| 24/24 [00:06<00:00,  3.52it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.17it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.39it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.50it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.57it/s]
100%|██████████| 9/9 [00:02<00:00,  3.57it/s][2025-07-17 05:45:56] horse...PCK-Transfer@0.10: 81.98% | PCK-Transfer@0.05: 56.85% | PCK-Transfer@0.15: 86.22%
+
100%|██████████| 9/9 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.61it/s]
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 67%|██████▋   | 18/27 [00:04<00:02,  3.63it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.59it/s]
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 78%|███████▊  | 21/27 [00:05<00:01,  3.61it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.58it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.60it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.60it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.56it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.56it/s]
100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-17 05:46:03] motorbike...PCK-Transfer@0.10: 79.20% | PCK-Transfer@0.05: 58.78% | PCK-Transfer@0.15: 87.37%
+
100%|██████████| 27/27 [00:07<00:00,  3.60it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.30it/s]
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 25%|██▌       | 3/12 [00:00<00:02,  3.42it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.48it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.56it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.56it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.52it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.59it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.53it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.59it/s]
100%|██████████| 12/12 [00:03<00:00,  3.58it/s][2025-07-17 05:46:07] person...PCK-Transfer@0.10: 63.83% | PCK-Transfer@0.05: 47.43% | PCK-Transfer@0.15: 75.37%
+
100%|██████████| 12/12 [00:03<00:00,  3.53it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.44it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.67it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.67it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.74it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.65it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.60it/s]
100%|██████████| 7/7 [00:01<00:00,  3.60it/s][2025-07-17 05:46:08] pottedplant...PCK-Transfer@0.10: 66.19% | PCK-Transfer@0.05: 36.67% | PCK-Transfer@0.15: 70.95%
+
100%|██████████| 7/7 [00:01<00:00,  3.62it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.51it/s][2025-07-17 05:46:09] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.50it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.38it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.42it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.55it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.58it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.52it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.60it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.55it/s]
100%|██████████| 13/13 [00:03<00:00,  3.50it/s][2025-07-17 05:46:13] sofa...PCK-Transfer@0.10: 57.17% | PCK-Transfer@0.05: 33.79% | PCK-Transfer@0.15: 69.84%
+
100%|██████████| 13/13 [00:03<00:00,  3.51it/s]
+
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+[2025-07-17 05:46:22] Weighted Per image PCK0.10: 74.78%, image PCK0.05: 57.64%, image PCK0.01: 83.15%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_10_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_10_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..415999b96203a1f551868a32c956f2cf29d53634
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_10_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 02:32:23] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_10_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.7_layer_10'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.7_layer_10']
+Number of parameters corr net: 120
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+
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+[2025-07-12 02:33:54] Weighted Per image PCK0.10: 72.89%, image PCK0.05: 55.95%, image PCK0.01: 82.32%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_11__t_0.8_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_11__t_0.8_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..07f8fc8d052e0bebb37e4416ec23771323cc5f1c
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_11__t_0.8_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-17 06:02:37] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_11__t_0.8_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.7_layer_11', 't_0.8_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.7_layer_11', 't_0.8_layer_13']
+Number of parameters corr net: 120
+
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 33%|███▎      | 2/6 [00:00<00:01,  3.35it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.38it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.32it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.24it/s]
100%|██████████| 6/6 [00:01<00:00,  3.35it/s][2025-07-17 06:02:58] boat...PCK-Transfer@0.10: 61.11% | PCK-Transfer@0.05: 41.67% | PCK-Transfer@0.15: 80.56%
+
100%|██████████| 6/6 [00:01<00:00,  3.34it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.39it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.51it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.47it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.46it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.39it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.41it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.47it/s]
100%|██████████| 8/8 [00:02<00:00,  3.48it/s][2025-07-17 06:03:01] bottle...PCK-Transfer@0.10: 70.31% | PCK-Transfer@0.05: 54.69% | PCK-Transfer@0.15: 82.81%
+
100%|██████████| 8/8 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  3.01it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.02it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.20it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.33it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.27it/s]
 19%|█▉        | 6/32 [00:01<00:08,  3.22it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.31it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.33it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.39it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.20it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.31it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.36it/s]
 41%|████      | 13/32 [00:03<00:05,  3.32it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.32it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.37it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.37it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.44it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.49it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.40it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.36it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.40it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.33it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.36it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.39it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.40it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.30it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.34it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.38it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.45it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.49it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.46it/s]
100%|██████████| 32/32 [00:09<00:00,  3.46it/s][2025-07-17 06:03:10] bus...PCK-Transfer@0.10: 81.77% | PCK-Transfer@0.05: 72.40% | PCK-Transfer@0.15: 86.30%
+
100%|██████████| 32/32 [00:09<00:00,  3.36it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.10it/s]
 11%|█         | 2/19 [00:00<00:05,  3.38it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.45it/s]
 21%|██        | 4/19 [00:01<00:04,  3.43it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.26it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.16it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.16it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.20it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.26it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.25it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.19it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.26it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.31it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.17it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.15it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.11it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.23it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  2.94it/s]
100%|██████████| 19/19 [00:05<00:00,  2.99it/s][2025-07-17 06:03:16] car...PCK-Transfer@0.10: 91.08% | PCK-Transfer@0.05: 82.97% | PCK-Transfer@0.15: 93.36%
+
100%|██████████| 19/19 [00:05<00:00,  3.17it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.18it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.42it/s]
 11%|█         | 3/27 [00:00<00:06,  3.54it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.34it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.39it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.32it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.27it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.35it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.16it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.17it/s]
 41%|████      | 11/27 [00:03<00:04,  3.27it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.31it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.42it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.46it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.33it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.39it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.38it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.37it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.30it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.36it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.38it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.45it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.38it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.32it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.29it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.29it/s]
100%|██████████| 27/27 [00:08<00:00,  3.34it/s][2025-07-17 06:03:24] cat...PCK-Transfer@0.10: 83.03% | PCK-Transfer@0.05: 70.01% | PCK-Transfer@0.15: 90.30%
+
100%|██████████| 27/27 [00:08<00:00,  3.34it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.92it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.20it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.32it/s]
 31%|███       | 4/13 [00:01<00:02,  3.32it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.40it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.41it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.45it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.44it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.40it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.41it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.42it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.45it/s]
100%|██████████| 13/13 [00:03<00:00,  3.45it/s][2025-07-17 06:03:28] chair...PCK-Transfer@0.10: 56.52% | PCK-Transfer@0.05: 40.30% | PCK-Transfer@0.15: 68.25%
+
100%|██████████| 13/13 [00:03<00:00,  3.39it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.25it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.35it/s]
100%|██████████| 3/3 [00:00<00:00,  3.36it/s][2025-07-17 06:03:29] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 70.83% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.34it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.45it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.38it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.42it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.42it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.32it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.38it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.40it/s]
100%|██████████| 8/8 [00:02<00:00,  3.43it/s][2025-07-17 06:03:31] diningtable...PCK-Transfer@0.10: 55.21% | PCK-Transfer@0.05: 38.54% | PCK-Transfer@0.15: 70.31%
+
100%|██████████| 8/8 [00:02<00:00,  3.40it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.23it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.41it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.44it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.37it/s]
 21%|██        | 5/24 [00:01<00:05,  3.40it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.42it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.34it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.37it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.38it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.39it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.39it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.37it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.41it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.43it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.46it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.44it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.42it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.44it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.42it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.43it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.44it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.44it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.45it/s]
100%|██████████| 24/24 [00:07<00:00,  3.43it/s][2025-07-17 06:03:39] dog...PCK-Transfer@0.10: 82.89% | PCK-Transfer@0.05: 66.39% | PCK-Transfer@0.15: 88.80%
+
100%|██████████| 24/24 [00:07<00:00,  3.41it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.57it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.57it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.51it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.46it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.51it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.56it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.56it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.57it/s]
100%|██████████| 9/9 [00:02<00:00,  3.50it/s][2025-07-17 06:03:41] horse...PCK-Transfer@0.10: 83.15% | PCK-Transfer@0.05: 57.28% | PCK-Transfer@0.15: 87.38%
+
100%|██████████| 9/9 [00:02<00:00,  3.52it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.05it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.21it/s]
 11%|█         | 3/27 [00:00<00:07,  3.33it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.43it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.47it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.58it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.52it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.50it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.54it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.54it/s]
 41%|████      | 11/27 [00:03<00:04,  3.52it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.48it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.47it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.48it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.45it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.47it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.45it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.46it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.41it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.44it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.44it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.40it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.42it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.44it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.41it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.43it/s]
100%|██████████| 27/27 [00:07<00:00,  3.43it/s][2025-07-17 06:03:49] motorbike...PCK-Transfer@0.10: 84.18% | PCK-Transfer@0.05: 61.58% | PCK-Transfer@0.15: 90.91%
+
100%|██████████| 27/27 [00:07<00:00,  3.45it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.50it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.43it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.40it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.37it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.40it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.42it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.42it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.38it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.43it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.41it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.47it/s]
100%|██████████| 12/12 [00:03<00:00,  3.46it/s][2025-07-17 06:03:52] person...PCK-Transfer@0.10: 65.55% | PCK-Transfer@0.05: 46.93% | PCK-Transfer@0.15: 77.00%
+
100%|██████████| 12/12 [00:03<00:00,  3.43it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.36it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.43it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.47it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.51it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.43it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.39it/s]
100%|██████████| 7/7 [00:02<00:00,  3.39it/s][2025-07-17 06:03:54] pottedplant...PCK-Transfer@0.10: 53.33% | PCK-Transfer@0.05: 31.43% | PCK-Transfer@0.15: 72.38%
+
100%|██████████| 7/7 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.42it/s][2025-07-17 06:03:55] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.41it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.42it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.45it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.46it/s]
 31%|███       | 4/13 [00:01<00:02,  3.40it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.40it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.37it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.31it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.32it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.35it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.31it/s]
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+[2025-07-17 06:04:09] Weighted Per image PCK0.10: 76.26%, image PCK0.05: 60.27%, image PCK0.01: 84.58%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_12__t_0.8_layer_10_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_12__t_0.8_layer_10_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..f50cf3b255d67057a52428e6f0ad07d20b4cd829
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_12__t_0.8_layer_10_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 06:10:35] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_12__t_0.8_layer_10_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.7_layer_12', 't_0.8_layer_10'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.7_layer_12', 't_0.8_layer_10']
+Number of parameters corr net: 120
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+[2025-07-17 06:12:02] Weighted Per image PCK0.10: 76.12%, image PCK0.05: 58.50%, image PCK0.01: 84.34%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_12__t_0.8_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_12__t_0.8_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..5652e34959f12be6604a64b2febbeab5d7891309
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_12__t_0.8_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-17 06:13:39] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_12__t_0.8_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.7_layer_12', 't_0.8_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.7_layer_12', 't_0.8_layer_15']
+Number of parameters corr net: 120
+
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 97%|█████████▋| 29/30 [00:08<00:00,  3.37it/s]
100%|██████████| 30/30 [00:09<00:00,  3.42it/s][2025-07-17 06:13:55] bicycle...PCK-Transfer@0.10: 87.94% | PCK-Transfer@0.05: 76.39% | PCK-Transfer@0.15: 90.36%
+
100%|██████████| 30/30 [00:09<00:00,  3.25it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.06it/s]
 20%|██        | 2/10 [00:00<00:02,  3.05it/s]
 30%|███       | 3/10 [00:00<00:02,  3.13it/s]
 40%|████      | 4/10 [00:01<00:01,  3.21it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.27it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.28it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.23it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.27it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.31it/s]
100%|██████████| 10/10 [00:03<00:00,  3.30it/s][2025-07-17 06:13:58] bird...PCK-Transfer@0.10: 81.61% | PCK-Transfer@0.05: 56.64% | PCK-Transfer@0.15: 94.03%
+
100%|██████████| 10/10 [00:03<00:00,  3.25it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.41it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.47it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.41it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.35it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.35it/s]
100%|██████████| 6/6 [00:01<00:00,  3.41it/s][2025-07-17 06:14:00] boat...PCK-Transfer@0.10: 66.67% | PCK-Transfer@0.05: 41.67% | PCK-Transfer@0.15: 87.50%
+
100%|██████████| 6/6 [00:01<00:00,  3.40it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.33it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.51it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.42it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.41it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.32it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.32it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.42it/s]
100%|██████████| 8/8 [00:02<00:00,  3.42it/s][2025-07-17 06:14:02] bottle...PCK-Transfer@0.10: 68.75% | PCK-Transfer@0.05: 48.44% | PCK-Transfer@0.15: 81.25%
+
100%|██████████| 8/8 [00:02<00:00,  3.40it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  2.99it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.22it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.26it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.29it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.23it/s]
 19%|█▉        | 6/32 [00:01<00:08,  3.21it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.26it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.24it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.27it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.15it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.19it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.23it/s]
 41%|████      | 13/32 [00:04<00:05,  3.26it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.24it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.27it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.27it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.32it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.34it/s]
 59%|█████▉    | 19/32 [00:05<00:04,  3.22it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.16it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.18it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.12it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.18it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.20it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.23it/s]
 81%|████████▏ | 26/32 [00:08<00:01,  3.15it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.22it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.28it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.34it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.37it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.34it/s]
100%|██████████| 32/32 [00:09<00:00,  3.34it/s][2025-07-17 06:14:12] bus...PCK-Transfer@0.10: 86.30% | PCK-Transfer@0.05: 75.10% | PCK-Transfer@0.15: 89.69%
+
100%|██████████| 32/32 [00:09<00:00,  3.25it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.33it/s]
 11%|█         | 2/19 [00:00<00:05,  3.39it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.42it/s]
 21%|██        | 4/19 [00:01<00:04,  3.41it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.40it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.28it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.21it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.27it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.32it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.28it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.32it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.37it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.39it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.32it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.28it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.34it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.40it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.24it/s]
100%|██████████| 19/19 [00:05<00:00,  3.21it/s][2025-07-17 06:14:18] car...PCK-Transfer@0.10: 88.69% | PCK-Transfer@0.05: 81.22% | PCK-Transfer@0.15: 90.75%
+
100%|██████████| 19/19 [00:05<00:00,  3.31it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.26it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.41it/s]
 11%|█         | 3/27 [00:00<00:06,  3.49it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.44it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.41it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.31it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.12it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.19it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.14it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.12it/s]
 41%|████      | 11/27 [00:03<00:05,  3.18it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.22it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.32it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.33it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.18it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.29it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.28it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.22it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.14it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.25it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.31it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.36it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.37it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.29it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.27it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.31it/s]
100%|██████████| 27/27 [00:08<00:00,  3.33it/s][2025-07-17 06:14:26] cat...PCK-Transfer@0.10: 83.92% | PCK-Transfer@0.05: 69.30% | PCK-Transfer@0.15: 90.45%
+
100%|██████████| 27/27 [00:08<00:00,  3.28it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.29it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.30it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.28it/s]
 31%|███       | 4/13 [00:01<00:02,  3.31it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.36it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.38it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.39it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.35it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.35it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.33it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.32it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.37it/s]
100%|██████████| 13/13 [00:03<00:00,  3.37it/s][2025-07-17 06:14:30] chair...PCK-Transfer@0.10: 56.79% | PCK-Transfer@0.05: 38.33% | PCK-Transfer@0.15: 66.56%
+
100%|██████████| 13/13 [00:03<00:00,  3.35it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.17it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.28it/s]
100%|██████████| 3/3 [00:00<00:00,  3.35it/s][2025-07-17 06:14:31] cow...PCK-Transfer@0.10: 95.83% | PCK-Transfer@0.05: 75.00% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.32it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.39it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.33it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.39it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.37it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.26it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.33it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.38it/s]
100%|██████████| 8/8 [00:02<00:00,  3.39it/s][2025-07-17 06:14:33] diningtable...PCK-Transfer@0.10: 48.44% | PCK-Transfer@0.05: 31.77% | PCK-Transfer@0.15: 64.06%
+
100%|██████████| 8/8 [00:02<00:00,  3.36it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.36it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.40it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.46it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.40it/s]
 21%|██        | 5/24 [00:01<00:05,  3.38it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.40it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.38it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.39it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.39it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.35it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.37it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.35it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.36it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.37it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.40it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.39it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.38it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.39it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.34it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.35it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.36it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.35it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.35it/s]
100%|██████████| 24/24 [00:07<00:00,  3.34it/s][2025-07-17 06:14:41] dog...PCK-Transfer@0.10: 84.51% | PCK-Transfer@0.05: 65.44% | PCK-Transfer@0.15: 91.16%
+
100%|██████████| 24/24 [00:07<00:00,  3.37it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.40it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.41it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.37it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.34it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.36it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.41it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.45it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.47it/s]
100%|██████████| 9/9 [00:02<00:00,  3.45it/s][2025-07-17 06:14:43] horse...PCK-Transfer@0.10: 80.50% | PCK-Transfer@0.05: 61.08% | PCK-Transfer@0.15: 86.46%
+
100%|██████████| 9/9 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.33it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.41it/s]
 11%|█         | 3/27 [00:00<00:06,  3.44it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.45it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.44it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.51it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.46it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.44it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.47it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.46it/s]
 41%|████      | 11/27 [00:03<00:04,  3.48it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.44it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.45it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.46it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.45it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.46it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.46it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.46it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.40it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.42it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.42it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.40it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.41it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.42it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.37it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.38it/s]
100%|██████████| 27/27 [00:07<00:00,  3.39it/s][2025-07-17 06:14:51] motorbike...PCK-Transfer@0.10: 82.62% | PCK-Transfer@0.05: 65.19% | PCK-Transfer@0.15: 89.71%
+
100%|██████████| 27/27 [00:07<00:00,  3.43it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.43it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.37it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.37it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.36it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.39it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.46it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.45it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.42it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.47it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.42it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.47it/s]
100%|██████████| 12/12 [00:03<00:00,  3.45it/s][2025-07-17 06:14:55] person...PCK-Transfer@0.10: 63.80% | PCK-Transfer@0.05: 48.15% | PCK-Transfer@0.15: 77.24%
+
100%|██████████| 12/12 [00:03<00:00,  3.43it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.33it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.48it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.40it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.44it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.34it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.28it/s]
100%|██████████| 7/7 [00:02<00:00,  3.29it/s][2025-07-17 06:14:57] pottedplant...PCK-Transfer@0.10: 62.86% | PCK-Transfer@0.05: 39.05% | PCK-Transfer@0.15: 74.76%
+
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100%|██████████| 20/20 [00:05<00:00,  3.31it/s][2025-07-17 06:15:07] train...PCK-Transfer@0.10: 78.75% | PCK-Transfer@0.05: 54.25% | PCK-Transfer@0.15: 87.75%
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100%|██████████| 15/15 [00:04<00:00,  3.40it/s][2025-07-17 06:15:11] tvmonitor...PCK-Transfer@0.10: 48.89% | PCK-Transfer@0.05: 34.44% | PCK-Transfer@0.15: 61.67%
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+[2025-07-17 06:15:11] Weighted Per image PCK0.10: 77.48%, image PCK0.05: 61.25%, image PCK0.01: 85.20%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_13__t_0.7_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_13__t_0.7_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..f5814bb33ffc43bd3d91ec2f81336a2d882e7286
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_13__t_0.7_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-17 06:16:17] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_13__t_0.7_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.7_layer_13', 't_0.7_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.7_layer_13', 't_0.7_layer_15']
+Number of parameters corr net: 120
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+[2025-07-17 06:17:50] Weighted Per image PCK0.10: 77.25%, image PCK0.05: 60.07%, image PCK0.01: 83.91%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_13__t_0.7_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_13__t_0.7_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..726c063edef11357c3e48806219bc79c8acacb89
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_13__t_0.7_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 06:17:54] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_13__t_0.7_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.7_layer_13', 't_0.7_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.7_layer_13', 't_0.7_layer_20']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.43it/s][2025-07-17 06:18:01] aeroplane...PCK-Transfer@0.10: 78.72% | PCK-Transfer@0.05: 63.34% | PCK-Transfer@0.15: 86.72%
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 33%|███▎      | 10/30 [00:03<00:07,  2.64it/s]
 37%|███▋      | 11/30 [00:03<00:06,  2.80it/s]
 40%|████      | 12/30 [00:04<00:06,  2.99it/s]
 43%|████▎     | 13/30 [00:04<00:05,  3.14it/s]
 47%|████▋     | 14/30 [00:04<00:05,  3.16it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.29it/s]
 53%|█████▎    | 16/30 [00:05<00:04,  3.38it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.43it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.50it/s]
 63%|██████▎   | 19/30 [00:06<00:03,  3.53it/s]
 67%|██████▋   | 20/30 [00:06<00:02,  3.52it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.36it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.41it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.26it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.38it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.44it/s]
 87%|████████▋ | 26/30 [00:08<00:01,  3.31it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.38it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.30it/s]
 97%|█████████▋| 29/30 [00:09<00:00,  3.25it/s]
100%|██████████| 30/30 [00:09<00:00,  3.40it/s][2025-07-17 06:18:11] bicycle...PCK-Transfer@0.10: 84.30% | PCK-Transfer@0.05: 75.18% | PCK-Transfer@0.15: 87.33%
+
100%|██████████| 30/30 [00:09<00:00,  3.20it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:03,  2.69it/s]
 20%|██        | 2/10 [00:00<00:02,  3.03it/s]
 30%|███       | 3/10 [00:00<00:02,  3.18it/s]
 40%|████      | 4/10 [00:01<00:01,  3.29it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.39it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.42it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.37it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.42it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.46it/s]
100%|██████████| 10/10 [00:02<00:00,  3.40it/s][2025-07-17 06:18:14] bird...PCK-Transfer@0.10: 77.78% | PCK-Transfer@0.05: 54.06% | PCK-Transfer@0.15: 89.44%
+
100%|██████████| 10/10 [00:03<00:00,  3.33it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.18it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.42it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.46it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.42it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.47it/s]
100%|██████████| 6/6 [00:01<00:00,  3.53it/s][2025-07-17 06:18:16] boat...PCK-Transfer@0.10: 40.28% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 73.61%
+
100%|██████████| 6/6 [00:01<00:00,  3.47it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.45it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.62it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.46it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.45it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.40it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.45it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.60it/s]
100%|██████████| 8/8 [00:02<00:00,  3.61it/s][2025-07-17 06:18:18] bottle...PCK-Transfer@0.10: 53.12% | PCK-Transfer@0.05: 31.25% | PCK-Transfer@0.15: 60.94%
+
100%|██████████| 8/8 [00:02<00:00,  3.53it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  2.89it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.31it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.43it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.50it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.41it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.40it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.48it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.47it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.42it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.36it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.44it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.52it/s]
 41%|████      | 13/32 [00:03<00:05,  3.49it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.49it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.53it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.54it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.59it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.62it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.51it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.45it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.48it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.40it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.47it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.49it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.48it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.37it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.41it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.47it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.54it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.57it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.54it/s]
100%|██████████| 32/32 [00:09<00:00,  3.53it/s][2025-07-17 06:18:27] bus...PCK-Transfer@0.10: 78.75% | PCK-Transfer@0.05: 65.21% | PCK-Transfer@0.15: 82.92%
+
100%|██████████| 32/32 [00:09<00:00,  3.47it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.50it/s]
 11%|█         | 2/19 [00:00<00:04,  3.63it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.60it/s]
 21%|██        | 4/19 [00:01<00:04,  3.59it/s]
 26%|██▋       | 5/19 [00:01<00:03,  3.61it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.51it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.43it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.48it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.56it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.53it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.42it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.42it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.31it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.27it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.23it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.35it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.44it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.40it/s]
100%|██████████| 19/19 [00:05<00:00,  3.42it/s][2025-07-17 06:18:33] car...PCK-Transfer@0.10: 88.74% | PCK-Transfer@0.05: 78.22% | PCK-Transfer@0.15: 91.83%
+
100%|██████████| 19/19 [00:05<00:00,  3.44it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.48it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.58it/s]
 11%|█         | 3/27 [00:00<00:07,  3.17it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.23it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.39it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.13it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.22it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.31it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.28it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.30it/s]
 41%|████      | 11/27 [00:03<00:04,  3.39it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.43it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.55it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.59it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.50it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.62it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.61it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.60it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.50it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.61it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.67it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.73it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.72it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.61it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.56it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.57it/s]
100%|██████████| 27/27 [00:07<00:00,  3.62it/s][2025-07-17 06:18:40] cat...PCK-Transfer@0.10: 85.19% | PCK-Transfer@0.05: 64.57% | PCK-Transfer@0.15: 89.52%
+
100%|██████████| 27/27 [00:07<00:00,  3.49it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.47it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.54it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.59it/s]
 31%|███       | 4/13 [00:01<00:02,  3.59it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.56it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.61it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.63it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.58it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.54it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.54it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.54it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.59it/s]
100%|██████████| 13/13 [00:03<00:00,  3.58it/s][2025-07-17 06:18:44] chair...PCK-Transfer@0.10: 50.83% | PCK-Transfer@0.05: 28.35% | PCK-Transfer@0.15: 56.73%
+
100%|██████████| 13/13 [00:03<00:00,  3.57it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.56it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.60it/s]
100%|██████████| 3/3 [00:00<00:00,  3.61it/s][2025-07-17 06:18:45] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 66.67% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.60it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.56it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.51it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.58it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.57it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.46it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.51it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.56it/s]
100%|██████████| 8/8 [00:02<00:00,  3.57it/s][2025-07-17 06:18:47] diningtable...PCK-Transfer@0.10: 42.71% | PCK-Transfer@0.05: 18.23% | PCK-Transfer@0.15: 61.46%
+
100%|██████████| 8/8 [00:02<00:00,  3.54it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.43it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.52it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.61it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.49it/s]
 21%|██        | 5/24 [00:01<00:05,  3.53it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.58it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.57it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.60it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.57it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.54it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.54it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.53it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.55it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.54it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.57it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.60it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.57it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.61it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.62it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.60it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.59it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.56it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.55it/s]
100%|██████████| 24/24 [00:06<00:00,  3.55it/s][2025-07-17 06:18:54] dog...PCK-Transfer@0.10: 73.22% | PCK-Transfer@0.05: 57.66% | PCK-Transfer@0.15: 83.30%
+
100%|██████████| 24/24 [00:06<00:00,  3.56it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.61it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.61it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.50it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.47it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.53it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.55it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.58it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.62it/s]
100%|██████████| 9/9 [00:02<00:00,  3.58it/s][2025-07-17 06:18:56] horse...PCK-Transfer@0.10: 76.69% | PCK-Transfer@0.05: 53.41% | PCK-Transfer@0.15: 79.87%
+
100%|██████████| 9/9 [00:02<00:00,  3.56it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.45it/s]
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 11%|█         | 3/27 [00:00<00:06,  3.63it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.68it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.73it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.65it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.67it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.70it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.71it/s]
 41%|████      | 11/27 [00:03<00:04,  3.66it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.60it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.61it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.63it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.65it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.68it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.71it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.69it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.62it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.65it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.65it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.58it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.58it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.60it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.57it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.60it/s]
100%|██████████| 27/27 [00:07<00:00,  3.62it/s][2025-07-17 06:19:04] motorbike...PCK-Transfer@0.10: 80.16% | PCK-Transfer@0.05: 61.13% | PCK-Transfer@0.15: 87.81%
+
100%|██████████| 27/27 [00:07<00:00,  3.64it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:02,  3.71it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.61it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.55it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.51it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.57it/s][2025-07-17 06:19:19] train...PCK-Transfer@0.10: 72.75% | PCK-Transfer@0.05: 39.25% | PCK-Transfer@0.15: 82.75%
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100%|██████████| 15/15 [00:04<00:00,  3.69it/s][2025-07-17 06:19:23] tvmonitor...PCK-Transfer@0.10: 37.22% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 43.89%
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+[2025-07-17 06:19:23] Weighted Per image PCK0.10: 71.65%, image PCK0.05: 53.76%, image PCK0.01: 79.64%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_15__t_0.8_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_15__t_0.8_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..bbcf3856bfb7529ad0922736068dfe06f6c3d6f4
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_15__t_0.8_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-17 06:30:28] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_15__t_0.8_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.7_layer_15', 't_0.8_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.7_layer_15', 't_0.8_layer_12']
+Number of parameters corr net: 120
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+
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+[2025-07-17 06:31:59] Weighted Per image PCK0.10: 77.37%, image PCK0.05: 60.35%, image PCK0.01: 84.84%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_18__t_0.8_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_18__t_0.8_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..38f25fcc0fce501de46857a45114bd26bd164dda
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_18__t_0.8_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-17 06:39:56] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_18__t_0.8_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.7_layer_18', 't_0.8_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.7_layer_18', 't_0.8_layer_15']
+Number of parameters corr net: 120
+
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 73%|███████▎  | 11/15 [00:04<00:01,  3.29it/s]
 80%|████████  | 12/15 [00:05<00:00,  3.40it/s]
 87%|████████▋ | 13/15 [00:05<00:00,  3.43it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.42it/s]
100%|██████████| 15/15 [00:06<00:00,  3.44it/s][2025-07-17 06:40:03] aeroplane...PCK-Transfer@0.10: 82.29% | PCK-Transfer@0.05: 63.45% | PCK-Transfer@0.15: 90.71%
+
100%|██████████| 15/15 [00:06<00:00,  2.49it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:08,  3.45it/s]
  7%|▋         | 2/30 [00:00<00:08,  3.49it/s]
 10%|█         | 3/30 [00:00<00:08,  3.34it/s]
 13%|█▎        | 4/30 [00:01<00:07,  3.39it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.47it/s]
 20%|██        | 6/30 [00:01<00:06,  3.50it/s]
 23%|██▎       | 7/30 [00:02<00:06,  3.47it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.38it/s]
 30%|███       | 9/30 [00:02<00:06,  3.37it/s]
 33%|███▎      | 10/30 [00:02<00:05,  3.38it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.44it/s]
 40%|████      | 12/30 [00:03<00:05,  3.45it/s]
 43%|████▎     | 13/30 [00:03<00:04,  3.45it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.38it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.40it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.45it/s]
 57%|█████▋    | 17/30 [00:04<00:03,  3.50it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.49it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.48it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.44it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.41it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.39it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.47it/s]
 80%|████████  | 24/30 [00:06<00:01,  3.43it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.43it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.47it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.45it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.43it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.43it/s]
100%|██████████| 30/30 [00:08<00:00,  3.42it/s][2025-07-17 06:40:11] bicycle...PCK-Transfer@0.10: 86.12% | PCK-Transfer@0.05: 75.82% | PCK-Transfer@0.15: 88.24%
+
100%|██████████| 30/30 [00:08<00:00,  3.43it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.23it/s]
 20%|██        | 2/10 [00:00<00:02,  3.30it/s]
 30%|███       | 3/10 [00:00<00:02,  3.42it/s]
 40%|████      | 4/10 [00:01<00:01,  3.41it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.38it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.45it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.42it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.43it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.41it/s]
100%|██████████| 10/10 [00:02<00:00,  3.44it/s][2025-07-17 06:40:14] bird...PCK-Transfer@0.10: 80.42% | PCK-Transfer@0.05: 51.92% | PCK-Transfer@0.15: 89.58%
+
100%|██████████| 10/10 [00:02<00:00,  3.41it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.31it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.38it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.44it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.52it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.58it/s]
100%|██████████| 6/6 [00:01<00:00,  3.51it/s][2025-07-17 06:40:16] boat...PCK-Transfer@0.10: 63.89% | PCK-Transfer@0.05: 41.67% | PCK-Transfer@0.15: 84.72%
+
100%|██████████| 6/6 [00:01<00:00,  3.49it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.58it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.53it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.58it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.60it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.58it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.63it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.57it/s]
100%|██████████| 8/8 [00:02<00:00,  3.53it/s][2025-07-17 06:40:18] bottle...PCK-Transfer@0.10: 59.38% | PCK-Transfer@0.05: 46.88% | PCK-Transfer@0.15: 68.75%
+
100%|██████████| 8/8 [00:02<00:00,  3.56it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.26it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.32it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.33it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.39it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.35it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.42it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.42it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.47it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.47it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.39it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.36it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.37it/s]
 41%|████      | 13/32 [00:03<00:05,  3.42it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.46it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.48it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.46it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.42it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.42it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.39it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.41it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.42it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.36it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.34it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.44it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.49it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.47it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.52it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.49it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.31it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.34it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.43it/s]
100%|██████████| 32/32 [00:09<00:00,  3.48it/s][2025-07-17 06:40:28] bus...PCK-Transfer@0.10: 83.70% | PCK-Transfer@0.05: 69.38% | PCK-Transfer@0.15: 87.08%
+
100%|██████████| 32/32 [00:09<00:00,  3.42it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.43it/s]
 11%|█         | 2/19 [00:00<00:05,  3.12it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.25it/s]
 21%|██        | 4/19 [00:01<00:04,  3.30it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.36it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.30it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.27it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.32it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.34it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.41it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.47it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.49it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.53it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.60it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.60it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.53it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.48it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.48it/s]
100%|██████████| 19/19 [00:05<00:00,  3.49it/s][2025-07-17 06:40:33] car...PCK-Transfer@0.10: 87.58% | PCK-Transfer@0.05: 80.16% | PCK-Transfer@0.15: 91.50%
+
100%|██████████| 19/19 [00:05<00:00,  3.43it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.47it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.44it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.43it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.46it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.47it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.48it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.49it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.47it/s]
 41%|████      | 11/27 [00:03<00:04,  3.48it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.48it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.38it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.36it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.36it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.44it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.43it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.41it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.39it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.38it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.38it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.37it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.38it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.38it/s]
100%|██████████| 27/27 [00:07<00:00,  3.37it/s][2025-07-17 06:40:41] cat...PCK-Transfer@0.10: 85.14% | PCK-Transfer@0.05: 67.45% | PCK-Transfer@0.15: 88.40%
+
100%|██████████| 27/27 [00:07<00:00,  3.41it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.19it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.38it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.41it/s]
 31%|███       | 4/13 [00:01<00:02,  3.40it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.43it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.38it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.40it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.46it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.50it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.54it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.53it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.51it/s]
100%|██████████| 13/13 [00:03<00:00,  3.49it/s][2025-07-17 06:40:45] chair...PCK-Transfer@0.10: 40.19% | PCK-Transfer@0.05: 26.45% | PCK-Transfer@0.15: 52.86%
+
100%|██████████| 13/13 [00:03<00:00,  3.46it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.48it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.49it/s]
100%|██████████| 3/3 [00:00<00:00,  3.52it/s][2025-07-17 06:40:46] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 68.75% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.51it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.47it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.42it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.47it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.55it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.54it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.49it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.48it/s]
100%|██████████| 8/8 [00:02<00:00,  3.51it/s][2025-07-17 06:40:48] diningtable...PCK-Transfer@0.10: 42.19% | PCK-Transfer@0.05: 19.27% | PCK-Transfer@0.15: 61.46%
+
100%|██████████| 8/8 [00:02<00:00,  3.50it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.43it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.51it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.49it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.55it/s]
 21%|██        | 5/24 [00:01<00:05,  3.53it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.49it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.45it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.45it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.46it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.52it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.54it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.54it/s]
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 58%|█████▊    | 14/24 [00:03<00:02,  3.52it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.50it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.47it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.49it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.48it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.48it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.41it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.46it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.44it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.47it/s]
100%|██████████| 24/24 [00:06<00:00,  3.46it/s][2025-07-17 06:40:55] dog...PCK-Transfer@0.10: 76.59% | PCK-Transfer@0.05: 59.33% | PCK-Transfer@0.15: 84.69%
+
100%|██████████| 24/24 [00:06<00:00,  3.48it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.54it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.53it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.58it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.61it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.56it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.53it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.42it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.42it/s]
100%|██████████| 9/9 [00:02<00:00,  3.45it/s][2025-07-17 06:40:58] horse...PCK-Transfer@0.10: 82.35% | PCK-Transfer@0.05: 58.31% | PCK-Transfer@0.15: 88.81%
+
100%|██████████| 9/9 [00:02<00:00,  3.49it/s]
+
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 41%|████      | 11/27 [00:03<00:04,  3.43it/s]
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+
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+[2025-07-17 06:41:26] Weighted Per image PCK0.10: 74.31%, image PCK0.05: 56.61%, image PCK0.01: 81.40%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_5__t_0.7_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_5__t_0.7_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..8fc1611474337f3f136b699c736af82c936459be
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_5__t_0.7_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-17 05:18:18] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.7_layer_5__t_0.7_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.7_layer_5', 't_0.7_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.7_layer_5', 't_0.7_layer_11']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.32it/s][2025-07-17 05:18:51] bus...PCK-Transfer@0.10: 76.30% | PCK-Transfer@0.05: 66.15% | PCK-Transfer@0.15: 83.70%
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100%|██████████| 19/19 [00:05<00:00,  3.24it/s][2025-07-17 05:18:57] car...PCK-Transfer@0.10: 90.43% | PCK-Transfer@0.05: 83.11% | PCK-Transfer@0.15: 93.30%
+
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+
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100%|██████████| 27/27 [00:08<00:00,  3.27it/s][2025-07-17 05:19:05] cat...PCK-Transfer@0.10: 83.78% | PCK-Transfer@0.05: 68.05% | PCK-Transfer@0.15: 90.22%
+
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+
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100%|██████████| 13/13 [00:03<00:00,  3.34it/s][2025-07-17 05:19:09] chair...PCK-Transfer@0.10: 54.36% | PCK-Transfer@0.05: 39.98% | PCK-Transfer@0.15: 66.05%
+
100%|██████████| 13/13 [00:03<00:00,  3.35it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.41it/s][2025-07-17 05:19:10] cow...PCK-Transfer@0.10: 79.17% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.41it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.25it/s][2025-07-17 05:19:13] diningtable...PCK-Transfer@0.10: 54.17% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 68.75%
+
100%|██████████| 8/8 [00:02<00:00,  3.26it/s]
+
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100%|██████████| 24/24 [00:07<00:00,  3.38it/s][2025-07-17 05:19:20] dog...PCK-Transfer@0.10: 82.61% | PCK-Transfer@0.05: 60.85% | PCK-Transfer@0.15: 89.60%
+
100%|██████████| 24/24 [00:07<00:00,  3.37it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.44it/s][2025-07-17 05:19:22] horse...PCK-Transfer@0.10: 82.49% | PCK-Transfer@0.05: 59.89% | PCK-Transfer@0.15: 88.31%
+
100%|██████████| 9/9 [00:02<00:00,  3.42it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.41it/s][2025-07-17 05:19:30] motorbike...PCK-Transfer@0.10: 83.12% | PCK-Transfer@0.05: 61.78% | PCK-Transfer@0.15: 91.23%
+
100%|██████████| 27/27 [00:07<00:00,  3.41it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.31it/s][2025-07-17 05:19:34] person...PCK-Transfer@0.10: 60.58% | PCK-Transfer@0.05: 42.91% | PCK-Transfer@0.15: 74.05%
+
100%|██████████| 12/12 [00:03<00:00,  3.32it/s]
+
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100%|██████████| 7/7 [00:02<00:00,  3.35it/s][2025-07-17 05:19:36] pottedplant...PCK-Transfer@0.10: 50.95% | PCK-Transfer@0.05: 31.43% | PCK-Transfer@0.15: 58.57%
+
100%|██████████| 7/7 [00:02<00:00,  3.37it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.39it/s][2025-07-17 05:19:36] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.39it/s]
+
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 62%|██████▏   | 8/13 [00:02<00:01,  3.33it/s]
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100%|██████████| 13/13 [00:03<00:00,  3.33it/s][2025-07-17 05:19:40] sofa...PCK-Transfer@0.10: 58.24% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 69.32%
+
100%|██████████| 13/13 [00:03<00:00,  3.35it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.36it/s][2025-07-17 05:19:46] train...PCK-Transfer@0.10: 74.00% | PCK-Transfer@0.05: 50.50% | PCK-Transfer@0.15: 84.00%
+
100%|██████████| 20/20 [00:05<00:00,  3.38it/s]
+
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 80%|████████  | 12/15 [00:03<00:00,  3.38it/s]
 87%|████████▋ | 13/15 [00:03<00:00,  3.42it/s]
 93%|█████████▎| 14/15 [00:04<00:00,  3.43it/s]
100%|██████████| 15/15 [00:04<00:00,  3.43it/s][2025-07-17 05:19:51] tvmonitor...PCK-Transfer@0.10: 37.22% | PCK-Transfer@0.05: 27.78% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 15/15 [00:04<00:00,  3.34it/s]
+[2025-07-17 05:19:51] Weighted Per image PCK0.10: 74.39%, image PCK0.05: 58.13%, image PCK0.01: 83.38%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.8_layer_11__t_0.8_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.8_layer_11__t_0.8_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..94cdda520ab4273707f49da8560573e4a40074b6
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.8_layer_11__t_0.8_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 07:06:41] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.8_layer_11__t_0.8_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.8_layer_11', 't_0.8_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.8_layer_11', 't_0.8_layer_13']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.68it/s][2025-07-17 07:08:10] tvmonitor...PCK-Transfer@0.10: 47.22% | PCK-Transfer@0.05: 24.44% | PCK-Transfer@0.15: 60.00%
+
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+[2025-07-17 07:08:10] Weighted Per image PCK0.10: 74.81%, image PCK0.05: 55.66%, image PCK0.01: 83.66%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.8_layer_15__t_0.8_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.8_layer_15__t_0.8_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..d7a0b93ab166349eba27770574f347b4f14577ae
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.8_layer_15__t_0.8_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 07:16:09] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.8_layer_15__t_0.8_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.8_layer_15', 't_0.8_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.8_layer_15', 't_0.8_layer_20']
+Number of parameters corr net: 120
+
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 53%|█████▎    | 17/32 [00:05<00:04,  3.46it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.50it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.43it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.36it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.41it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.34it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.41it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.28it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.33it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.24it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.31it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.33it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.41it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.43it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.43it/s]
100%|██████████| 32/32 [00:09<00:00,  3.45it/s][2025-07-17 07:16:42] bus...PCK-Transfer@0.10: 78.75% | PCK-Transfer@0.05: 62.86% | PCK-Transfer@0.15: 82.92%
+
100%|██████████| 32/32 [00:09<00:00,  3.37it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.45it/s]
 11%|█         | 2/19 [00:00<00:04,  3.57it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.41it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.34it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.38it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.45it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.45it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.48it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.55it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.54it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.48it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.42it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.49it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.53it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.46it/s]
100%|██████████| 19/19 [00:05<00:00,  3.45it/s][2025-07-17 07:16:48] car...PCK-Transfer@0.10: 85.62% | PCK-Transfer@0.05: 72.07% | PCK-Transfer@0.15: 89.01%
+
100%|██████████| 19/19 [00:05<00:00,  3.47it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.37it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.41it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.42it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.52it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.49it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.39it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.44it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.46it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.48it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.46it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.40it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.27it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.35it/s]
100%|██████████| 27/27 [00:07<00:00,  3.40it/s][2025-07-17 07:16:55] cat...PCK-Transfer@0.10: 77.02% | PCK-Transfer@0.05: 58.99% | PCK-Transfer@0.15: 87.84%
+
100%|██████████| 27/27 [00:07<00:00,  3.45it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.81it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.15it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.29it/s]
 31%|███       | 4/13 [00:01<00:02,  3.38it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.45it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.50it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.44it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.43it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.45it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.45it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.45it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.50it/s]
100%|██████████| 13/13 [00:03<00:00,  3.50it/s][2025-07-17 07:16:59] chair...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 25.36% | PCK-Transfer@0.15: 50.53%
+
100%|██████████| 13/13 [00:03<00:00,  3.42it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.61it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  2.99it/s]
100%|██████████| 3/3 [00:00<00:00,  3.23it/s][2025-07-17 07:17:00] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.11it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.56it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.55it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.42it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.41it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.28it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.27it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.36it/s]
100%|██████████| 8/8 [00:02<00:00,  3.42it/s][2025-07-17 07:17:03] diningtable...PCK-Transfer@0.10: 48.44% | PCK-Transfer@0.05: 13.02% | PCK-Transfer@0.15: 55.21%
+
100%|██████████| 8/8 [00:02<00:00,  3.39it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.49it/s]
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 12%|█▎        | 3/24 [00:00<00:05,  3.55it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.52it/s]
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 25%|██▌       | 6/24 [00:01<00:05,  3.57it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.56it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.54it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.54it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.58it/s]
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 83%|████████▎ | 20/24 [00:05<00:01,  3.58it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.58it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.57it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.55it/s]
100%|██████████| 24/24 [00:06<00:00,  3.55it/s][2025-07-17 07:17:09] dog...PCK-Transfer@0.10: 71.70% | PCK-Transfer@0.05: 51.65% | PCK-Transfer@0.15: 81.36%
+
100%|██████████| 24/24 [00:06<00:00,  3.56it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.56it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.58it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.51it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.57it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.58it/s]
100%|██████████| 9/9 [00:02<00:00,  3.55it/s][2025-07-17 07:17:12] horse...PCK-Transfer@0.10: 74.71% | PCK-Transfer@0.05: 50.37% | PCK-Transfer@0.15: 83.68%
+
100%|██████████| 9/9 [00:02<00:00,  3.55it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.60it/s]
 41%|████      | 11/27 [00:03<00:04,  3.60it/s]
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 67%|██████▋   | 18/27 [00:05<00:02,  3.61it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.55it/s]
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 81%|████████▏ | 22/27 [00:06<00:01,  3.56it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.56it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-17 07:17:19] motorbike...PCK-Transfer@0.10: 78.89% | PCK-Transfer@0.05: 55.31% | PCK-Transfer@0.15: 86.03%
+
100%|██████████| 27/27 [00:07<00:00,  3.56it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.44it/s]
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 25%|██▌       | 3/12 [00:00<00:02,  3.47it/s]
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 42%|████▏     | 5/12 [00:01<00:01,  3.52it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.46it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.38it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.40it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.49it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.48it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.55it/s]
100%|██████████| 12/12 [00:03<00:00,  3.55it/s][2025-07-17 07:17:23] person...PCK-Transfer@0.10: 59.44% | PCK-Transfer@0.05: 40.18% | PCK-Transfer@0.15: 71.94%
+
100%|██████████| 12/12 [00:03<00:00,  3.49it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
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 29%|██▊       | 2/7 [00:00<00:01,  3.66it/s]
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 86%|████████▌ | 6/7 [00:01<00:00,  3.54it/s]
100%|██████████| 7/7 [00:01<00:00,  3.56it/s][2025-07-17 07:17:25] pottedplant...PCK-Transfer@0.10: 58.10% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 70.00%
+
100%|██████████| 7/7 [00:01<00:00,  3.58it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.54it/s][2025-07-17 07:17:25] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.53it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.57it/s]
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 85%|████████▍ | 11/13 [00:03<00:00,  3.58it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.53it/s]
100%|██████████| 13/13 [00:03<00:00,  3.50it/s][2025-07-17 07:17:29] sofa...PCK-Transfer@0.10: 58.05% | PCK-Transfer@0.05: 40.42% | PCK-Transfer@0.15: 68.47%
+
100%|██████████| 13/13 [00:03<00:00,  3.53it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.66it/s]
 45%|████▌     | 9/20 [00:02<00:02,  3.71it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.61it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.51it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.55it/s]
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 80%|████████  | 16/20 [00:04<00:01,  3.75it/s]
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 90%|█████████ | 18/20 [00:04<00:00,  3.62it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.62it/s]
100%|██████████| 20/20 [00:05<00:00,  3.59it/s][2025-07-17 07:17:34] train...PCK-Transfer@0.10: 71.75% | PCK-Transfer@0.05: 45.25% | PCK-Transfer@0.15: 80.75%
+
100%|██████████| 20/20 [00:05<00:00,  3.63it/s]
+
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+[2025-07-17 07:17:39] Weighted Per image PCK0.10: 69.90%, image PCK0.05: 50.88%, image PCK0.01: 78.58%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.8_layer_5__t_0.8_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.8_layer_5__t_0.8_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..17933340c4741085fb33a5e90b605af669418557
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.8_layer_5__t_0.8_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-17 06:52:31] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.8_layer_5__t_0.8_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.8_layer_5', 't_0.8_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.8_layer_5', 't_0.8_layer_13']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.50it/s][2025-07-17 06:54:03] tvmonitor...PCK-Transfer@0.10: 32.22% | PCK-Transfer@0.05: 17.78% | PCK-Transfer@0.15: 51.67%
+
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+[2025-07-17 06:54:03] Weighted Per image PCK0.10: 71.53%, image PCK0.05: 53.53%, image PCK0.01: 81.72%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.8_layer_5__t_0.8_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.8_layer_5__t_0.8_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..158d478697b4b79dfa4ebd84025c5e26ddeee367
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_11__t_0.8_layer_5__t_0.8_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-17 06:53:05] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_11__t_0.8_layer_5__t_0.8_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_11', 't_0.8_layer_5', 't_0.8_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_11', 't_0.8_layer_5', 't_0.8_layer_15']
+Number of parameters corr net: 120
+
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+
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 47%|████▋     | 15/32 [00:04<00:04,  3.54it/s]
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 72%|███████▏  | 23/32 [00:06<00:02,  3.41it/s]
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 78%|███████▊  | 25/32 [00:07<00:01,  3.55it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.50it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.50it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.46it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.45it/s]
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100%|██████████| 32/32 [00:09<00:00,  3.54it/s][2025-07-17 06:53:36] bus...PCK-Transfer@0.10: 74.22% | PCK-Transfer@0.05: 63.02% | PCK-Transfer@0.15: 81.35%
+
100%|██████████| 32/32 [00:09<00:00,  3.48it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
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 42%|████▏     | 8/19 [00:02<00:03,  3.39it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.41it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.49it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.53it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.49it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.51it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.57it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.58it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.51it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.52it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.54it/s]
100%|██████████| 19/19 [00:05<00:00,  3.61it/s][2025-07-17 06:53:41] car...PCK-Transfer@0.10: 88.84% | PCK-Transfer@0.05: 80.14% | PCK-Transfer@0.15: 90.59%
+
100%|██████████| 19/19 [00:05<00:00,  3.50it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.52it/s]
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 63%|██████▎   | 17/27 [00:04<00:02,  3.54it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.58it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.55it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.53it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.52it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.51it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.52it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.50it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.49it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.50it/s]
100%|██████████| 27/27 [00:07<00:00,  3.50it/s][2025-07-17 06:53:49] cat...PCK-Transfer@0.10: 80.03% | PCK-Transfer@0.05: 62.10% | PCK-Transfer@0.15: 87.98%
+
100%|██████████| 27/27 [00:07<00:00,  3.49it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.31it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.53it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.58it/s]
 31%|███       | 4/13 [00:01<00:02,  3.55it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.56it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.54it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.56it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.63it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.66it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.68it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.70it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.65it/s]
100%|██████████| 13/13 [00:03<00:00,  3.65it/s][2025-07-17 06:53:52] chair...PCK-Transfer@0.10: 51.26% | PCK-Transfer@0.05: 27.80% | PCK-Transfer@0.15: 61.13%
+
100%|██████████| 13/13 [00:03<00:00,  3.61it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.54it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.47it/s]
100%|██████████| 3/3 [00:00<00:00,  3.51it/s][2025-07-17 06:53:53] cow...PCK-Transfer@0.10: 85.42% | PCK-Transfer@0.05: 60.42% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.50it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.56it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.59it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.59it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.65it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.63it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.60it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.59it/s]
100%|██████████| 8/8 [00:02<00:00,  3.61it/s][2025-07-17 06:53:55] diningtable...PCK-Transfer@0.10: 54.69% | PCK-Transfer@0.05: 31.77% | PCK-Transfer@0.15: 70.83%
+
100%|██████████| 8/8 [00:02<00:00,  3.61it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
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 17%|█▋        | 4/24 [00:01<00:05,  3.64it/s]
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 29%|██▉       | 7/24 [00:01<00:04,  3.55it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.60it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.59it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.57it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.57it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.49it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.53it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.55it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.56it/s]
100%|██████████| 24/24 [00:06<00:00,  3.54it/s][2025-07-17 06:54:02] dog...PCK-Transfer@0.10: 76.36% | PCK-Transfer@0.05: 55.30% | PCK-Transfer@0.15: 86.82%
+
100%|██████████| 24/24 [00:06<00:00,  3.57it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
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 22%|██▏       | 2/9 [00:00<00:01,  3.61it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.47it/s]
100%|██████████| 9/9 [00:02<00:00,  3.51it/s][2025-07-17 06:54:05] horse...PCK-Transfer@0.10: 80.13% | PCK-Transfer@0.05: 54.07% | PCK-Transfer@0.15: 86.59%
+
100%|██████████| 9/9 [00:02<00:00,  3.55it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 81%|████████▏ | 22/27 [00:06<00:01,  3.57it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.49it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.61it/s][2025-07-17 06:54:12] motorbike...PCK-Transfer@0.10: 78.46% | PCK-Transfer@0.05: 54.57% | PCK-Transfer@0.15: 87.49%
+
100%|██████████| 27/27 [00:07<00:00,  3.56it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.28it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.15it/s]
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 67%|██████▋   | 8/12 [00:02<00:01,  3.04it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.17it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.22it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.22it/s]
100%|██████████| 12/12 [00:03<00:00,  3.19it/s][2025-07-17 06:54:16] person...PCK-Transfer@0.10: 56.23% | PCK-Transfer@0.05: 36.08% | PCK-Transfer@0.15: 70.71%
+
100%|██████████| 12/12 [00:03<00:00,  3.24it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
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 86%|████████▌ | 6/7 [00:01<00:00,  3.31it/s]
100%|██████████| 7/7 [00:02<00:00,  3.28it/s][2025-07-17 06:54:18] pottedplant...PCK-Transfer@0.10: 44.29% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 60.95%
+
100%|██████████| 7/7 [00:02<00:00,  3.23it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.32it/s][2025-07-17 06:54:19] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.31it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.42it/s]
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 85%|████████▍ | 11/13 [00:03<00:00,  3.31it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.42it/s]
100%|██████████| 13/13 [00:03<00:00,  3.36it/s][2025-07-17 06:54:22] sofa...PCK-Transfer@0.10: 53.68% | PCK-Transfer@0.05: 38.08% | PCK-Transfer@0.15: 68.25%
+
100%|██████████| 13/13 [00:03<00:00,  3.37it/s]
+
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+[2025-07-17 06:54:33] Weighted Per image PCK0.10: 71.10%, image PCK0.05: 52.90%, image PCK0.01: 80.87%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_13__t_0.6_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_13__t_0.6_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..7488723c980e93faced7a6bc8b6a092c73a35dcd
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_13__t_0.6_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 07:25:36] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_13__t_0.6_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.5_layer_13', 't_0.6_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.5_layer_13', 't_0.6_layer_18']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.66it/s][2025-07-17 07:27:05] tvmonitor...PCK-Transfer@0.10: 38.89% | PCK-Transfer@0.05: 26.11% | PCK-Transfer@0.15: 52.22%
+
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+[2025-07-17 07:27:05] Weighted Per image PCK0.10: 71.00%, image PCK0.05: 54.77%, image PCK0.01: 79.18%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_13__t_0.7_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_13__t_0.7_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..0dc774a14c45c9c217d7113da7734d7aca6a1096
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_13__t_0.7_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 07:27:41] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_13__t_0.7_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.5_layer_13', 't_0.7_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.5_layer_13', 't_0.7_layer_9']
+Number of parameters corr net: 120
+
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 33%|███▎      | 2/6 [00:00<00:01,  3.46it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.49it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.46it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.48it/s]
100%|██████████| 6/6 [00:01<00:00,  3.55it/s][2025-07-17 07:28:02] boat...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 29.17% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 6/6 [00:01<00:00,  3.52it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.09it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.42it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.47it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.50it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.43it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.46it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.58it/s]
100%|██████████| 8/8 [00:02<00:00,  3.56it/s][2025-07-17 07:28:04] bottle...PCK-Transfer@0.10: 56.25% | PCK-Transfer@0.05: 46.88% | PCK-Transfer@0.15: 67.19%
+
100%|██████████| 8/8 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  3.00it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.30it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.39it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.45it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.39it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.48it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.48it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.53it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.43it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.50it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.53it/s]
 41%|████      | 13/32 [00:03<00:05,  3.47it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.44it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.49it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.41it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.49it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.51it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.33it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.28it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.33it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.23it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.34it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.34it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.35it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.25it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.29it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.23it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.31it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.35it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.32it/s]
100%|██████████| 32/32 [00:09<00:00,  3.36it/s][2025-07-17 07:28:14] bus...PCK-Transfer@0.10: 80.57% | PCK-Transfer@0.05: 66.67% | PCK-Transfer@0.15: 84.74%
+
100%|██████████| 32/32 [00:09<00:00,  3.38it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:07,  2.54it/s]
 11%|█         | 2/19 [00:00<00:05,  2.95it/s]
 16%|█▌        | 3/19 [00:01<00:05,  3.08it/s]
 21%|██        | 4/19 [00:01<00:04,  3.21it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.24it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.23it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.24it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.16it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.31it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.34it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.38it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.21it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.29it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.27it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.27it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.28it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.42it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.37it/s]
100%|██████████| 19/19 [00:05<00:00,  3.39it/s][2025-07-17 07:28:19] car...PCK-Transfer@0.10: 88.45% | PCK-Transfer@0.05: 81.70% | PCK-Transfer@0.15: 90.38%
+
100%|██████████| 19/19 [00:05<00:00,  3.27it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.30it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.42it/s]
 11%|█         | 3/27 [00:00<00:06,  3.56it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.42it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.48it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.42it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.43it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.46it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.39it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.37it/s]
 41%|████      | 11/27 [00:03<00:04,  3.44it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.46it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.56it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.59it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.48it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.58it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.56it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.55it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.43it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.53it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.54it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.61it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.61it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.51it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.49it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.52it/s]
100%|██████████| 27/27 [00:07<00:00,  3.54it/s][2025-07-17 07:28:27] cat...PCK-Transfer@0.10: 85.23% | PCK-Transfer@0.05: 70.71% | PCK-Transfer@0.15: 91.31%
+
100%|██████████| 27/27 [00:07<00:00,  3.50it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.77it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.12it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.25it/s]
 31%|███       | 4/13 [00:01<00:02,  3.17it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.31it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.37it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.43it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.44it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.48it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.48it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.49it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.54it/s]
100%|██████████| 13/13 [00:03<00:00,  3.53it/s][2025-07-17 07:28:31] chair...PCK-Transfer@0.10: 47.95% | PCK-Transfer@0.05: 33.53% | PCK-Transfer@0.15: 61.09%
+
100%|██████████| 13/13 [00:03<00:00,  3.40it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.55it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.49it/s]
100%|██████████| 3/3 [00:00<00:00,  3.51it/s][2025-07-17 07:28:32] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 66.67% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.51it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.08it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.30it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.39it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.41it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.34it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.41it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.47it/s]
100%|██████████| 8/8 [00:02<00:00,  3.47it/s][2025-07-17 07:28:34] diningtable...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 28.12% | PCK-Transfer@0.15: 65.10%
+
100%|██████████| 8/8 [00:02<00:00,  3.41it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.50it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.54it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.58it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.54it/s]
 21%|██        | 5/24 [00:01<00:05,  3.58it/s]
 25%|██▌       | 6/24 [00:01<00:04,  3.61it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.59it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.62it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.62it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.58it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.59it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.59it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.58it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.59it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.63it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.62it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.62it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.64it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.63it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.63it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.59it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.58it/s]
100%|██████████| 24/24 [00:06<00:00,  3.60it/s][2025-07-17 07:28:41] dog...PCK-Transfer@0.10: 76.88% | PCK-Transfer@0.05: 59.33% | PCK-Transfer@0.15: 87.55%
+
100%|██████████| 24/24 [00:06<00:00,  3.60it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.54it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.58it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.52it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.49it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.55it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.61it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.66it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.68it/s]
100%|██████████| 9/9 [00:02<00:00,  3.66it/s][2025-07-17 07:28:43] horse...PCK-Transfer@0.10: 81.56% | PCK-Transfer@0.05: 56.46% | PCK-Transfer@0.15: 84.87%
+
100%|██████████| 9/9 [00:02<00:00,  3.61it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.58it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.62it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.67it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.72it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.66it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.65it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.69it/s]
 41%|████      | 11/27 [00:02<00:04,  3.67it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.62it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.62it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.63it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.64it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.64it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.66it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.65it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.58it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.61it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.62it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.58it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.60it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.61it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.57it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.57it/s]
100%|██████████| 27/27 [00:07<00:00,  3.57it/s][2025-07-17 07:28:51] motorbike...PCK-Transfer@0.10: 80.85% | PCK-Transfer@0.05: 58.06% | PCK-Transfer@0.15: 87.45%
+
100%|██████████| 27/27 [00:07<00:00,  3.62it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.57it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.50it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.51it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.51it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.58it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.64it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.65it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.61it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.66it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.61it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.64it/s]
100%|██████████| 12/12 [00:03<00:00,  3.62it/s][2025-07-17 07:28:54] person...PCK-Transfer@0.10: 58.67% | PCK-Transfer@0.05: 44.38% | PCK-Transfer@0.15: 71.48%
+
100%|██████████| 12/12 [00:03<00:00,  3.60it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.42it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.61it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.61it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.68it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.53it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.49it/s]
100%|██████████| 7/7 [00:01<00:00,  3.52it/s][2025-07-17 07:28:56] pottedplant...PCK-Transfer@0.10: 53.81% | PCK-Transfer@0.05: 31.90% | PCK-Transfer@0.15: 80.48%
+
100%|██████████| 7/7 [00:01<00:00,  3.54it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.53it/s][2025-07-17 07:28:56] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.52it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.57it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.57it/s]
 31%|███       | 4/13 [00:01<00:02,  3.56it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.58it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.57it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.59it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.62it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.54it/s]
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+[2025-07-17 07:29:10] Weighted Per image PCK0.10: 72.91%, image PCK0.05: 56.69%, image PCK0.01: 81.99%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_13__t_0.8_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_13__t_0.8_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..a60bb0112f1fe6464808d22cf416203f0e0e78e9
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_13__t_0.8_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 07:36:46] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_13__t_0.8_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.5_layer_13', 't_0.8_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.5_layer_13', 't_0.8_layer_11']
+Number of parameters corr net: 120
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+[2025-07-17 07:38:15] Weighted Per image PCK0.10: 72.87%, image PCK0.05: 56.70%, image PCK0.01: 82.43%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_15__t_0.6_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_15__t_0.6_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..7b322998efb40cc0c4c64b4491f87c32e0e8a3ae
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_15__t_0.6_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 07:46:53] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_15__t_0.6_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.5_layer_15', 't_0.6_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.5_layer_15', 't_0.6_layer_13']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.47it/s][2025-07-17 07:47:00] aeroplane...PCK-Transfer@0.10: 82.45% | PCK-Transfer@0.05: 66.32% | PCK-Transfer@0.15: 88.94%
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 97%|█████████▋| 29/30 [00:08<00:00,  3.30it/s]
100%|██████████| 30/30 [00:08<00:00,  3.31it/s][2025-07-17 07:47:09] bicycle...PCK-Transfer@0.10: 85.21% | PCK-Transfer@0.05: 75.48% | PCK-Transfer@0.15: 88.88%
+
100%|██████████| 30/30 [00:08<00:00,  3.34it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.17it/s]
 20%|██        | 2/10 [00:00<00:02,  3.18it/s]
 30%|███       | 3/10 [00:00<00:02,  3.29it/s]
 40%|████      | 4/10 [00:01<00:01,  3.36it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.43it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.40it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.35it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.39it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.34it/s]
100%|██████████| 10/10 [00:02<00:00,  3.34it/s][2025-07-17 07:47:12] bird...PCK-Transfer@0.10: 73.00% | PCK-Transfer@0.05: 50.53% | PCK-Transfer@0.15: 85.56%
+
100%|██████████| 10/10 [00:02<00:00,  3.34it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.28it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.46it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.46it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.42it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.43it/s]
100%|██████████| 6/6 [00:01<00:00,  3.51it/s][2025-07-17 07:47:14] boat...PCK-Transfer@0.10: 61.11% | PCK-Transfer@0.05: 31.94% | PCK-Transfer@0.15: 80.56%
+
100%|██████████| 6/6 [00:01<00:00,  3.46it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.33it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.59it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.57it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.55it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.44it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.45it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.55it/s]
100%|██████████| 8/8 [00:02<00:00,  3.55it/s][2025-07-17 07:47:16] bottle...PCK-Transfer@0.10: 53.12% | PCK-Transfer@0.05: 42.19% | PCK-Transfer@0.15: 60.94%
+
100%|██████████| 8/8 [00:02<00:00,  3.52it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  2.95it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.25it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.18it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.27it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.28it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.30it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.39it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.40it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.46it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.35it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.45it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.50it/s]
 41%|████      | 13/32 [00:03<00:05,  3.50it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.49it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.53it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.55it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.62it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.63it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.51it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.42it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.42it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.35it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.45it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.47it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.42it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.33it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.36it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.41it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.41it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.43it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.36it/s]
100%|██████████| 32/32 [00:09<00:00,  3.38it/s][2025-07-17 07:47:26] bus...PCK-Transfer@0.10: 76.30% | PCK-Transfer@0.05: 66.93% | PCK-Transfer@0.15: 81.09%
+
100%|██████████| 32/32 [00:09<00:00,  3.41it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:07,  2.49it/s]
 11%|█         | 2/19 [00:00<00:05,  3.03it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.21it/s]
 21%|██        | 4/19 [00:01<00:04,  3.30it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.35it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.26it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.20it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.22it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.32it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.30it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.37it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.20it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.26it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.23it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.17it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.30it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.37it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.32it/s]
100%|██████████| 19/19 [00:05<00:00,  3.31it/s][2025-07-17 07:47:31] car...PCK-Transfer@0.10: 86.42% | PCK-Transfer@0.05: 77.98% | PCK-Transfer@0.15: 88.24%
+
100%|██████████| 19/19 [00:05<00:00,  3.26it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:10,  2.42it/s]
  7%|▋         | 2/27 [00:00<00:08,  2.99it/s]
 11%|█         | 3/27 [00:01<00:07,  3.07it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.20it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.28it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.25it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.16it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.21it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.19it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.01it/s]
 41%|████      | 11/27 [00:03<00:05,  3.14it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.22it/s]
 48%|████▊     | 13/27 [00:04<00:04,  3.35it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.41it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.35it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.44it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.41it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.41it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.32it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.41it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.36it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.45it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.48it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.42it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.39it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.42it/s]
100%|██████████| 27/27 [00:08<00:00,  3.44it/s][2025-07-17 07:47:40] cat...PCK-Transfer@0.10: 86.73% | PCK-Transfer@0.05: 68.13% | PCK-Transfer@0.15: 91.83%
+
100%|██████████| 27/27 [00:08<00:00,  3.30it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:05,  2.30it/s]
 15%|█▌        | 2/13 [00:00<00:04,  2.70it/s]
 23%|██▎       | 3/13 [00:01<00:03,  2.78it/s]
 31%|███       | 4/13 [00:01<00:03,  2.95it/s]
 38%|███▊      | 5/13 [00:01<00:02,  2.90it/s]
 46%|████▌     | 6/13 [00:02<00:02,  3.07it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.16it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.19it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.15it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.22it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.27it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.31it/s]
100%|██████████| 13/13 [00:04<00:00,  3.25it/s][2025-07-17 07:47:44] chair...PCK-Transfer@0.10: 42.63% | PCK-Transfer@0.05: 31.41% | PCK-Transfer@0.15: 48.78%
+
100%|██████████| 13/13 [00:04<00:00,  3.10it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.15it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.27it/s]
100%|██████████| 3/3 [00:00<00:00,  3.41it/s][2025-07-17 07:47:45] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.35it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.41it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.45it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.53it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.51it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.40it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.45it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.51it/s]
100%|██████████| 8/8 [00:02<00:00,  3.50it/s][2025-07-17 07:47:47] diningtable...PCK-Transfer@0.10: 35.42% | PCK-Transfer@0.05: 23.96% | PCK-Transfer@0.15: 54.69%
+
100%|██████████| 8/8 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.49it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.51it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.54it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.49it/s]
 21%|██        | 5/24 [00:01<00:05,  3.49it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.52it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.53it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.55it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.55it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.50it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.51it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.51it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.52it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.52it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.55it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.39it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.42it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.46it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.48it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.51it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.53it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.50it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.51it/s]
100%|██████████| 24/24 [00:06<00:00,  3.53it/s][2025-07-17 07:47:54] dog...PCK-Transfer@0.10: 76.18% | PCK-Transfer@0.05: 58.45% | PCK-Transfer@0.15: 85.33%
+
100%|██████████| 24/24 [00:06<00:00,  3.51it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.56it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.57it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.53it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.51it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.56it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.60it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.60it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.62it/s]
100%|██████████| 9/9 [00:02<00:00,  3.59it/s][2025-07-17 07:47:56] horse...PCK-Transfer@0.10: 78.78% | PCK-Transfer@0.05: 57.65% | PCK-Transfer@0.15: 81.96%
+
100%|██████████| 9/9 [00:02<00:00,  3.57it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.53it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.62it/s]
 11%|█         | 3/27 [00:00<00:06,  3.65it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.64it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.61it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.69it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.63it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.63it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.65it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.65it/s]
 41%|████      | 11/27 [00:03<00:04,  3.59it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.56it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.57it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.59it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.59it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.60it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.61it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.57it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.53it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.58it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.60it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.56it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.56it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.55it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.52it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.54it/s]
100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-17 07:48:04] motorbike...PCK-Transfer@0.10: 80.81% | PCK-Transfer@0.05: 59.29% | PCK-Transfer@0.15: 86.26%
+
100%|██████████| 27/27 [00:07<00:00,  3.59it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.62it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.50it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.53it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.50it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.56it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.63it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.62it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.59it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.63it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.58it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.60it/s]
100%|██████████| 12/12 [00:03<00:00,  3.57it/s][2025-07-17 07:48:07] person...PCK-Transfer@0.10: 55.98% | PCK-Transfer@0.05: 40.85% | PCK-Transfer@0.15: 68.41%
+
100%|██████████| 12/12 [00:03<00:00,  3.58it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.46it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.66it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.66it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.71it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.62it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.53it/s]
100%|██████████| 7/7 [00:01<00:00,  3.55it/s][2025-07-17 07:48:09] pottedplant...PCK-Transfer@0.10: 56.67% | PCK-Transfer@0.05: 31.90% | PCK-Transfer@0.15: 78.10%
+
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100%|██████████| 20/20 [00:05<00:00,  3.60it/s][2025-07-17 07:48:19] train...PCK-Transfer@0.10: 69.75% | PCK-Transfer@0.05: 41.25% | PCK-Transfer@0.15: 82.00%
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100%|██████████| 15/15 [00:04<00:00,  3.61it/s][2025-07-17 07:48:23] tvmonitor...PCK-Transfer@0.10: 37.22% | PCK-Transfer@0.05: 27.78% | PCK-Transfer@0.15: 52.22%
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+[2025-07-17 07:48:23] Weighted Per image PCK0.10: 71.48%, image PCK0.05: 55.25%, image PCK0.01: 79.68%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_15__t_0.8_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_15__t_0.8_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..5bb7173a21e50e16ee132babf5161955ec8d1a22
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_15__t_0.8_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-17 08:02:10] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_15__t_0.8_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.5_layer_15', 't_0.8_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.5_layer_15', 't_0.8_layer_15']
+Number of parameters corr net: 120
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+
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+[2025-07-17 08:03:41] Weighted Per image PCK0.10: 75.67%, image PCK0.05: 58.50%, image PCK0.01: 83.18%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_18__t_0.8_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_18__t_0.8_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..ab4fa49bbb1e8ab10ab6848e8fde8fc8931b258c
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_18__t_0.8_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-17 08:21:07] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_18__t_0.8_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.5_layer_18', 't_0.8_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.5_layer_18', 't_0.8_layer_10']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.51it/s][2025-07-17 08:21:14] aeroplane...PCK-Transfer@0.10: 86.09% | PCK-Transfer@0.05: 68.23% | PCK-Transfer@0.15: 91.69%
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 37%|███▋      | 11/30 [00:03<00:05,  3.46it/s]
 40%|████      | 12/30 [00:03<00:05,  3.50it/s]
 43%|████▎     | 13/30 [00:03<00:04,  3.57it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.47it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.43it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.47it/s]
 57%|█████▋    | 17/30 [00:04<00:03,  3.49it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.47it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.45it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.39it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.36it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.34it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.40it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.40it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.47it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.45it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.47it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.43it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.49it/s]
100%|██████████| 30/30 [00:08<00:00,  3.50it/s][2025-07-17 08:21:23] bicycle...PCK-Transfer@0.10: 87.00% | PCK-Transfer@0.05: 76.09% | PCK-Transfer@0.15: 89.73%
+
100%|██████████| 30/30 [00:08<00:00,  3.42it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.38it/s]
 20%|██        | 2/10 [00:00<00:02,  3.37it/s]
 30%|███       | 3/10 [00:00<00:02,  3.48it/s]
 40%|████      | 4/10 [00:01<00:01,  3.48it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.46it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.47it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.47it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.46it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.44it/s]
100%|██████████| 10/10 [00:02<00:00,  3.45it/s][2025-07-17 08:21:26] bird...PCK-Transfer@0.10: 83.83% | PCK-Transfer@0.05: 61.75% | PCK-Transfer@0.15: 91.81%
+
100%|██████████| 10/10 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.26it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.31it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.42it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.46it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.55it/s]
100%|██████████| 6/6 [00:01<00:00,  3.48it/s][2025-07-17 08:21:27] boat...PCK-Transfer@0.10: 59.72% | PCK-Transfer@0.05: 45.83% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 6/6 [00:01<00:00,  3.45it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.81it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.09it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.23it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.28it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.31it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.37it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.39it/s]
100%|██████████| 8/8 [00:02<00:00,  3.43it/s][2025-07-17 08:21:30] bottle...PCK-Transfer@0.10: 71.88% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 79.69%
+
100%|██████████| 8/8 [00:02<00:00,  3.33it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.25it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.45it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.42it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.52it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.44it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.51it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.55it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.63it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.65it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.56it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.51it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.45it/s]
 41%|████      | 13/32 [00:03<00:05,  3.50it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.57it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.59it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.60it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.57it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.59it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.56it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.57it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.56it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.49it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.52it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.60it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.66it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.53it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.52it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.49it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.47it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.49it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.53it/s]
100%|██████████| 32/32 [00:09<00:00,  3.58it/s][2025-07-17 08:21:39] bus...PCK-Transfer@0.10: 87.08% | PCK-Transfer@0.05: 75.63% | PCK-Transfer@0.15: 91.25%
+
100%|██████████| 32/32 [00:09<00:00,  3.54it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:04,  3.62it/s]
 11%|█         | 2/19 [00:00<00:04,  3.56it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.54it/s]
 21%|██        | 4/19 [00:01<00:04,  3.52it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.50it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.03it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.09it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.19it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.24it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.34it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.36it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.36it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.40it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.45it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.48it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.48it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.47it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.51it/s]
100%|██████████| 19/19 [00:05<00:00,  3.58it/s][2025-07-17 08:21:44] car...PCK-Transfer@0.10: 94.80% | PCK-Transfer@0.05: 83.71% | PCK-Transfer@0.15: 97.08%
+
100%|██████████| 19/19 [00:05<00:00,  3.41it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.04it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.18it/s]
 11%|█         | 3/27 [00:00<00:07,  3.26it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.38it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.28it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.33it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.35it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.37it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.37it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.40it/s]
 41%|████      | 11/27 [00:03<00:04,  3.44it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.46it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.41it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.44it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.43it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.44it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.46it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.39it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.36it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.36it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.38it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.38it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.41it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.42it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.41it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.38it/s]
100%|██████████| 27/27 [00:07<00:00,  3.39it/s][2025-07-17 08:21:52] cat...PCK-Transfer@0.10: 84.95% | PCK-Transfer@0.05: 67.87% | PCK-Transfer@0.15: 90.95%
+
100%|██████████| 27/27 [00:07<00:00,  3.38it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.29it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.45it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.52it/s]
 31%|███       | 4/13 [00:01<00:02,  3.50it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.50it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.45it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.47it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.50it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.54it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.54it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.55it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.52it/s]
100%|██████████| 13/13 [00:03<00:00,  3.52it/s][2025-07-17 08:21:56] chair...PCK-Transfer@0.10: 52.78% | PCK-Transfer@0.05: 34.68% | PCK-Transfer@0.15: 62.18%
+
100%|██████████| 13/13 [00:03<00:00,  3.50it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.54it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.51it/s]
100%|██████████| 3/3 [00:00<00:00,  3.49it/s][2025-07-17 08:21:57] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 72.92% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.49it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.39it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.47it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.43it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.51it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.51it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.46it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.45it/s]
100%|██████████| 8/8 [00:02<00:00,  3.46it/s][2025-07-17 08:21:59] diningtable...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 30.21% | PCK-Transfer@0.15: 68.23%
+
100%|██████████| 8/8 [00:02<00:00,  3.46it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.42it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.48it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.49it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.52it/s]
 21%|██        | 5/24 [00:01<00:05,  3.51it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.51it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.46it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.45it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.45it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.51it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.52it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.51it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.50it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.46it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.48it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.46it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.46it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.46it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.47it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.37it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.40it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.43it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.43it/s]
100%|██████████| 24/24 [00:06<00:00,  3.43it/s][2025-07-17 08:22:06] dog...PCK-Transfer@0.10: 85.14% | PCK-Transfer@0.05: 65.75% | PCK-Transfer@0.15: 90.61%
+
100%|██████████| 24/24 [00:06<00:00,  3.46it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.47it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.48it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.53it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.61it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.52it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.48it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.37it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.40it/s]
100%|██████████| 9/9 [00:02<00:00,  3.45it/s][2025-07-17 08:22:09] horse...PCK-Transfer@0.10: 80.13% | PCK-Transfer@0.05: 63.07% | PCK-Transfer@0.15: 87.38%
+
100%|██████████| 9/9 [00:02<00:00,  3.46it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.30it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.39it/s]
 11%|█         | 3/27 [00:00<00:07,  3.43it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.43it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.45it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.39it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.45it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.43it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.44it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.44it/s]
 41%|████      | 11/27 [00:03<00:04,  3.46it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.42it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.45it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.45it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.48it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.46it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.46it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.48it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.42it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.45it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.50it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.59it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.57it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.60it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.65it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.62it/s]
100%|██████████| 27/27 [00:07<00:00,  3.59it/s][2025-07-17 08:22:17] motorbike...PCK-Transfer@0.10: 86.08% | PCK-Transfer@0.05: 62.53% | PCK-Transfer@0.15: 91.98%
+
100%|██████████| 27/27 [00:07<00:00,  3.49it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.51it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.61it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.63it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.64it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.30it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.30it/s][2025-07-17 08:22:33] train...PCK-Transfer@0.10: 77.00% | PCK-Transfer@0.05: 53.50% | PCK-Transfer@0.15: 84.00%
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+[2025-07-17 08:22:37] Weighted Per image PCK0.10: 77.92%, image PCK0.05: 60.72%, image PCK0.01: 85.41%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_18__t_0.8_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_18__t_0.8_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..e864b66712dbdf0a52b2ef17edd55bc3243f3ffb
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_18__t_0.8_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-17 08:22:41] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_18__t_0.8_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.5_layer_18', 't_0.8_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.5_layer_18', 't_0.8_layer_12']
+Number of parameters corr net: 120
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100%|██████████| 20/20 [00:05<00:00,  3.41it/s][2025-07-17 08:24:07] train...PCK-Transfer@0.10: 73.75% | PCK-Transfer@0.05: 49.25% | PCK-Transfer@0.15: 81.75%
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100%|██████████| 15/15 [00:04<00:00,  3.53it/s][2025-07-17 08:24:11] tvmonitor...PCK-Transfer@0.10: 48.33% | PCK-Transfer@0.05: 32.78% | PCK-Transfer@0.15: 60.00%
+
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+[2025-07-17 08:24:11] Weighted Per image PCK0.10: 75.90%, image PCK0.05: 58.88%, image PCK0.01: 83.81%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_20__t_0.6_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_20__t_0.6_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..70ebf21e6926223f8f1cc4cb097f683c5fa6b1dc
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_20__t_0.6_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-17 08:27:55] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_20__t_0.6_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.5_layer_20', 't_0.6_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.5_layer_20', 't_0.6_layer_10']
+Number of parameters corr net: 120
+
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 80%|████████  | 12/15 [00:05<00:00,  3.26it/s]
 87%|████████▋ | 13/15 [00:05<00:00,  3.33it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.33it/s]
100%|██████████| 15/15 [00:06<00:00,  3.32it/s][2025-07-17 08:28:02] aeroplane...PCK-Transfer@0.10: 82.19% | PCK-Transfer@0.05: 64.88% | PCK-Transfer@0.15: 90.15%
+
100%|██████████| 15/15 [00:06<00:00,  2.41it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:08,  3.44it/s]
  7%|▋         | 2/30 [00:00<00:08,  3.40it/s]
 10%|█         | 3/30 [00:00<00:08,  3.20it/s]
 13%|█▎        | 4/30 [00:01<00:07,  3.29it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.40it/s]
 20%|██        | 6/30 [00:01<00:06,  3.46it/s]
 23%|██▎       | 7/30 [00:02<00:06,  3.43it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.37it/s]
 30%|███       | 9/30 [00:02<00:06,  3.36it/s]
 33%|███▎      | 10/30 [00:02<00:05,  3.36it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.41it/s]
 40%|████      | 12/30 [00:03<00:05,  3.40it/s]
 43%|████▎     | 13/30 [00:03<00:04,  3.41it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.35it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.40it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.47it/s]
 57%|█████▋    | 17/30 [00:04<00:03,  3.56it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.56it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.52it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.45it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.39it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.31it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.44it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.43it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.47it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.47it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.47it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.47it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.47it/s]
100%|██████████| 30/30 [00:08<00:00,  3.45it/s][2025-07-17 08:28:11] bicycle...PCK-Transfer@0.10: 87.06% | PCK-Transfer@0.05: 78.27% | PCK-Transfer@0.15: 91.00%
+
100%|██████████| 30/30 [00:08<00:00,  3.42it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.22it/s]
 20%|██        | 2/10 [00:00<00:02,  3.22it/s]
 30%|███       | 3/10 [00:00<00:02,  3.37it/s]
 40%|████      | 4/10 [00:01<00:01,  3.36it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.35it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.42it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.41it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.41it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.38it/s]
100%|██████████| 10/10 [00:02<00:00,  3.42it/s][2025-07-17 08:28:14] bird...PCK-Transfer@0.10: 81.47% | PCK-Transfer@0.05: 63.00% | PCK-Transfer@0.15: 89.31%
+
100%|██████████| 10/10 [00:02<00:00,  3.38it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.23it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.25it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.35it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.42it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.47it/s]
100%|██████████| 6/6 [00:01<00:00,  3.38it/s][2025-07-17 08:28:15] boat...PCK-Transfer@0.10: 65.28% | PCK-Transfer@0.05: 37.50% | PCK-Transfer@0.15: 80.56%
+
100%|██████████| 6/6 [00:01<00:00,  3.37it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.41it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.39it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.41it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.44it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.41it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.42it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.36it/s]
100%|██████████| 8/8 [00:02<00:00,  3.35it/s][2025-07-17 08:28:18] bottle...PCK-Transfer@0.10: 60.94% | PCK-Transfer@0.05: 45.31% | PCK-Transfer@0.15: 65.62%
+
100%|██████████| 8/8 [00:02<00:00,  3.38it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  3.08it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.20it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.19it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.22it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.17it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.26it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.29it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.37it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.37it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.29it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.30it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.30it/s]
 41%|████      | 13/32 [00:03<00:05,  3.35it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.39it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.39it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.40it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.38it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.38it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.34it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.33it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.35it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.29it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.32it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.35it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.40it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.36it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.40it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.37it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.37it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.39it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.44it/s]
100%|██████████| 32/32 [00:09<00:00,  3.48it/s][2025-07-17 08:28:27] bus...PCK-Transfer@0.10: 81.87% | PCK-Transfer@0.05: 67.03% | PCK-Transfer@0.15: 86.56%
+
100%|██████████| 32/32 [00:09<00:00,  3.35it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.48it/s]
 11%|█         | 2/19 [00:00<00:04,  3.42it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.40it/s]
 21%|██        | 4/19 [00:01<00:04,  3.38it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.40it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.29it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.26it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.32it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.35it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.41it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.43it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.39it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.40it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.46it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.46it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.44it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.42it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.46it/s]
100%|██████████| 19/19 [00:05<00:00,  3.49it/s][2025-07-17 08:28:33] car...PCK-Transfer@0.10: 89.74% | PCK-Transfer@0.05: 80.62% | PCK-Transfer@0.15: 92.31%
+
100%|██████████| 19/19 [00:05<00:00,  3.41it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.21it/s]
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 11%|█         | 3/27 [00:00<00:07,  3.23it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.36it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.35it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.38it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.42it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.36it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.39it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.40it/s]
 41%|████      | 11/27 [00:03<00:04,  3.42it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.46it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.38it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.26it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.33it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.41it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.39it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.37it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.36it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.36it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.37it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.37it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.36it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.38it/s]
100%|██████████| 27/27 [00:08<00:00,  3.37it/s][2025-07-17 08:28:41] cat...PCK-Transfer@0.10: 83.15% | PCK-Transfer@0.05: 66.98% | PCK-Transfer@0.15: 88.90%
+
100%|██████████| 27/27 [00:08<00:00,  3.37it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.24it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.45it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.51it/s]
 31%|███       | 4/13 [00:01<00:02,  3.42it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.44it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.41it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.41it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.47it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.44it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.45it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.44it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.40it/s]
100%|██████████| 13/13 [00:03<00:00,  3.43it/s][2025-07-17 08:28:45] chair...PCK-Transfer@0.10: 48.89% | PCK-Transfer@0.05: 32.84% | PCK-Transfer@0.15: 52.76%
+
100%|██████████| 13/13 [00:03<00:00,  3.43it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.47it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.47it/s]
100%|██████████| 3/3 [00:00<00:00,  3.46it/s][2025-07-17 08:28:46] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 70.83% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.46it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.44it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.45it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.44it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.49it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.46it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.44it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.44it/s]
100%|██████████| 8/8 [00:02<00:00,  3.47it/s][2025-07-17 08:28:48] diningtable...PCK-Transfer@0.10: 40.62% | PCK-Transfer@0.05: 18.23% | PCK-Transfer@0.15: 54.69%
+
100%|██████████| 8/8 [00:02<00:00,  3.46it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.37it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.44it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.40it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.47it/s]
 21%|██        | 5/24 [00:01<00:05,  3.46it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.43it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.36it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.37it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.40it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.42it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.44it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.46it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.45it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.41it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.41it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.39it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.41it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.41it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.41it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.33it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.36it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.38it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.39it/s]
100%|██████████| 24/24 [00:07<00:00,  3.40it/s][2025-07-17 08:28:55] dog...PCK-Transfer@0.10: 80.94% | PCK-Transfer@0.05: 62.80% | PCK-Transfer@0.15: 89.92%
+
100%|██████████| 24/24 [00:07<00:00,  3.40it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.39it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.44it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.49it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.55it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.47it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.45it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.33it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.35it/s]
100%|██████████| 9/9 [00:02<00:00,  3.37it/s][2025-07-17 08:28:58] horse...PCK-Transfer@0.10: 83.68% | PCK-Transfer@0.05: 61.48% | PCK-Transfer@0.15: 89.37%
+
100%|██████████| 9/9 [00:02<00:00,  3.41it/s]
+
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 37%|███▋      | 10/27 [00:02<00:05,  3.40it/s]
 41%|████      | 11/27 [00:03<00:04,  3.41it/s]
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100%|██████████| 7/7 [00:02<00:00,  3.20it/s][2025-07-17 08:29:12] pottedplant...PCK-Transfer@0.10: 55.71% | PCK-Transfer@0.05: 36.67% | PCK-Transfer@0.15: 65.24%
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100%|██████████| 20/20 [00:05<00:00,  3.28it/s][2025-07-17 08:29:22] train...PCK-Transfer@0.10: 75.50% | PCK-Transfer@0.05: 52.25% | PCK-Transfer@0.15: 80.50%
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+
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+[2025-07-17 08:29:26] Weighted Per image PCK0.10: 75.37%, image PCK0.05: 58.52%, image PCK0.01: 82.14%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_20__t_0.6_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_20__t_0.6_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..ba45c6840179785307b3f649c06904b14e28d262
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_20__t_0.6_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 08:29:33] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_20__t_0.6_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.5_layer_20', 't_0.6_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.5_layer_20', 't_0.6_layer_12']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.36it/s][2025-07-17 08:30:06] bus...PCK-Transfer@0.10: 60.16% | PCK-Transfer@0.05: 40.36% | PCK-Transfer@0.15: 70.68%
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100%|██████████| 19/19 [00:05<00:00,  3.35it/s][2025-07-17 08:30:12] car...PCK-Transfer@0.10: 76.06% | PCK-Transfer@0.05: 64.17% | PCK-Transfer@0.15: 79.64%
+
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+
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100%|██████████| 27/27 [00:08<00:00,  3.32it/s][2025-07-17 08:30:20] cat...PCK-Transfer@0.10: 77.56% | PCK-Transfer@0.05: 59.67% | PCK-Transfer@0.15: 83.80%
+
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+
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100%|██████████| 13/13 [00:04<00:00,  3.42it/s][2025-07-17 08:30:24] chair...PCK-Transfer@0.10: 29.27% | PCK-Transfer@0.05: 17.71% | PCK-Transfer@0.15: 36.18%
+
100%|██████████| 13/13 [00:04<00:00,  3.25it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.30it/s][2025-07-17 08:30:25] cow...PCK-Transfer@0.10: 72.92% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 81.25%
+
100%|██████████| 3/3 [00:00<00:00,  3.19it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.51it/s][2025-07-17 08:30:28] diningtable...PCK-Transfer@0.10: 29.17% | PCK-Transfer@0.05: 9.90% | PCK-Transfer@0.15: 43.23%
+
100%|██████████| 8/8 [00:02<00:00,  3.43it/s]
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100%|██████████| 24/24 [00:06<00:00,  3.59it/s][2025-07-17 08:30:34] dog...PCK-Transfer@0.10: 65.38% | PCK-Transfer@0.05: 48.71% | PCK-Transfer@0.15: 79.91%
+
100%|██████████| 24/24 [00:06<00:00,  3.56it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.57it/s][2025-07-17 08:30:37] horse...PCK-Transfer@0.10: 66.61% | PCK-Transfer@0.05: 46.53% | PCK-Transfer@0.15: 72.43%
+
100%|██████████| 9/9 [00:02<00:00,  3.43it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.58it/s][2025-07-17 08:30:45] motorbike...PCK-Transfer@0.10: 70.13% | PCK-Transfer@0.05: 51.30% | PCK-Transfer@0.15: 79.89%
+
100%|██████████| 27/27 [00:07<00:00,  3.61it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.63it/s][2025-07-17 08:30:48] person...PCK-Transfer@0.10: 52.06% | PCK-Transfer@0.05: 37.78% | PCK-Transfer@0.15: 65.91%
+
100%|██████████| 12/12 [00:03<00:00,  3.51it/s]
+
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100%|██████████| 7/7 [00:01<00:00,  3.55it/s][2025-07-17 08:30:50] pottedplant...PCK-Transfer@0.10: 43.81% | PCK-Transfer@0.05: 29.05% | PCK-Transfer@0.15: 65.24%
+
100%|██████████| 7/7 [00:01<00:00,  3.57it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  2.91it/s][2025-07-17 08:30:50] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  2.90it/s]
+
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 62%|██████▏   | 8/13 [00:02<00:01,  3.45it/s]
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 92%|█████████▏| 12/13 [00:03<00:00,  3.51it/s]
100%|██████████| 13/13 [00:03<00:00,  3.42it/s][2025-07-17 08:30:54] sofa...PCK-Transfer@0.10: 35.94% | PCK-Transfer@0.05: 17.97% | PCK-Transfer@0.15: 53.28%
+
100%|██████████| 13/13 [00:03<00:00,  3.42it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.62it/s][2025-07-17 08:31:00] train...PCK-Transfer@0.10: 63.50% | PCK-Transfer@0.05: 33.25% | PCK-Transfer@0.15: 73.50%
+
100%|██████████| 20/20 [00:05<00:00,  3.67it/s]
+
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 80%|████████  | 12/15 [00:03<00:00,  3.62it/s]
 87%|████████▋ | 13/15 [00:03<00:00,  3.66it/s]
 93%|█████████▎| 14/15 [00:04<00:00,  3.56it/s]
100%|██████████| 15/15 [00:04<00:00,  3.45it/s][2025-07-17 08:31:04] tvmonitor...PCK-Transfer@0.10: 32.78% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 42.78%
+
100%|██████████| 15/15 [00:04<00:00,  3.46it/s]
+[2025-07-17 08:31:04] Weighted Per image PCK0.10: 60.09%, image PCK0.05: 43.29%, image PCK0.01: 70.42%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_20__t_0.7_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_20__t_0.7_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..cdb9ed77726d1f38e5d29a9e4d278fd332c902f9
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_20__t_0.7_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-17 08:33:41] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.5_layer_20__t_0.7_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.5_layer_20', 't_0.7_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.5_layer_20', 't_0.7_layer_5']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:02<00:00,  3.28it/s][2025-07-17 08:34:57] pottedplant...PCK-Transfer@0.10: 50.95% | PCK-Transfer@0.05: 31.43% | PCK-Transfer@0.15: 62.86%
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100%|██████████| 15/15 [00:04<00:00,  3.54it/s][2025-07-17 08:35:12] tvmonitor...PCK-Transfer@0.10: 34.44% | PCK-Transfer@0.05: 23.33% | PCK-Transfer@0.15: 48.89%
+
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+[2025-07-17 08:35:12] Weighted Per image PCK0.10: 67.68%, image PCK0.05: 48.44%, image PCK0.01: 76.58%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_10__t_0.6_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_10__t_0.6_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..d62768c148dbe537e5acb00f8bf2c28a48f1ccf1
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_10__t_0.6_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 09:31:12] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_10__t_0.6_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.6_layer_10', 't_0.6_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.6_layer_10', 't_0.6_layer_18']
+Number of parameters corr net: 120
+
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 53%|█████▎    | 17/32 [00:04<00:04,  3.56it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.55it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.52it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.52it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.55it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.45it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.47it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.52it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.58it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.53it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.56it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.49it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.47it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.47it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.54it/s]
100%|██████████| 32/32 [00:09<00:00,  3.57it/s][2025-07-17 09:31:44] bus...PCK-Transfer@0.10: 79.43% | PCK-Transfer@0.05: 69.27% | PCK-Transfer@0.15: 84.48%
+
100%|██████████| 32/32 [00:09<00:00,  3.54it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:04,  3.66it/s]
 11%|█         | 2/19 [00:00<00:04,  3.60it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.60it/s]
 21%|██        | 4/19 [00:01<00:04,  3.60it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.47it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.18it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.21it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.27it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.38it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.43it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.43it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.48it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.51it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.52it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.53it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.50it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.51it/s]
100%|██████████| 19/19 [00:05<00:00,  3.60it/s][2025-07-17 09:31:49] car...PCK-Transfer@0.10: 88.29% | PCK-Transfer@0.05: 80.72% | PCK-Transfer@0.15: 90.10%
+
100%|██████████| 19/19 [00:05<00:00,  3.48it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:06,  3.83it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.63it/s]
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 15%|█▍        | 4/27 [00:01<00:07,  3.11it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.41it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.51it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.57it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.60it/s]
 41%|████      | 11/27 [00:03<00:04,  3.63it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.67it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.60it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.60it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.63it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.67it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.64it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.63it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.62it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.58it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.57it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.55it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.54it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.55it/s]
100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-17 09:31:57] cat...PCK-Transfer@0.10: 88.21% | PCK-Transfer@0.05: 69.65% | PCK-Transfer@0.15: 92.91%
+
100%|██████████| 27/27 [00:07<00:00,  3.55it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.42it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.57it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.60it/s]
 31%|███       | 4/13 [00:01<00:02,  3.53it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.53it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.51it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.52it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.59it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.63it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.64it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.67it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.66it/s]
100%|██████████| 13/13 [00:03<00:00,  3.68it/s][2025-07-17 09:32:00] chair...PCK-Transfer@0.10: 53.59% | PCK-Transfer@0.05: 35.06% | PCK-Transfer@0.15: 61.05%
+
100%|██████████| 13/13 [00:03<00:00,  3.61it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.78it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.74it/s]
100%|██████████| 3/3 [00:00<00:00,  3.72it/s][2025-07-17 09:32:01] cow...PCK-Transfer@0.10: 95.83% | PCK-Transfer@0.05: 68.75% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.73it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.72it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.71it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.70it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.72it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.65it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.59it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.56it/s]
100%|██████████| 8/8 [00:02<00:00,  3.56it/s][2025-07-17 09:32:03] diningtable...PCK-Transfer@0.10: 44.27% | PCK-Transfer@0.05: 27.60% | PCK-Transfer@0.15: 62.50%
+
100%|██████████| 8/8 [00:02<00:00,  3.61it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.48it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.50it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.49it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.61it/s]
 21%|██        | 5/24 [00:01<00:05,  3.63it/s]
 25%|██▌       | 6/24 [00:01<00:04,  3.65it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.61it/s]
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 42%|████▏     | 10/24 [00:02<00:03,  3.64it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.64it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.66it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.66it/s]
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 71%|███████   | 17/24 [00:04<00:01,  3.68it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.69it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.59it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.57it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.62it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.61it/s]
100%|██████████| 24/24 [00:06<00:00,  3.60it/s][2025-07-17 09:32:10] dog...PCK-Transfer@0.10: 75.94% | PCK-Transfer@0.05: 59.09% | PCK-Transfer@0.15: 86.30%
+
100%|██████████| 24/24 [00:06<00:00,  3.62it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.73it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.72it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.74it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.79it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.65it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.51it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.54it/s]
100%|██████████| 9/9 [00:02<00:00,  3.60it/s][2025-07-17 09:32:12] horse...PCK-Transfer@0.10: 81.69% | PCK-Transfer@0.05: 62.28% | PCK-Transfer@0.15: 85.66%
+
100%|██████████| 9/9 [00:02<00:00,  3.63it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.57it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.62it/s]
 41%|████      | 11/27 [00:03<00:04,  3.66it/s]
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 48%|████▊     | 13/27 [00:03<00:03,  3.67it/s]
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 59%|█████▉    | 16/27 [00:04<00:02,  3.69it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.68it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.67it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.61it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.61it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.64it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.71it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.71it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.72it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.78it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.74it/s][2025-07-17 09:32:20] motorbike...PCK-Transfer@0.10: 81.46% | PCK-Transfer@0.05: 60.40% | PCK-Transfer@0.15: 88.97%
+
100%|██████████| 27/27 [00:07<00:00,  3.67it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:02,  3.73it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.79it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.82it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.45it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.29it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.16it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.14it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.25it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.32it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.40it/s]
100%|██████████| 12/12 [00:03<00:00,  3.35it/s][2025-07-17 09:32:23] person...PCK-Transfer@0.10: 58.76% | PCK-Transfer@0.05: 43.61% | PCK-Transfer@0.15: 74.05%
+
100%|██████████| 12/12 [00:03<00:00,  3.39it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.07it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.27it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.38it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.37it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.25it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.23it/s]
100%|██████████| 7/7 [00:02<00:00,  3.20it/s][2025-07-17 09:32:26] pottedplant...PCK-Transfer@0.10: 63.81% | PCK-Transfer@0.05: 34.29% | PCK-Transfer@0.15: 78.10%
+
100%|██████████| 7/7 [00:02<00:00,  3.24it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.35it/s][2025-07-17 09:32:26] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.34it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.18it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.39it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.27it/s]
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 46%|████▌     | 6/13 [00:01<00:02,  3.48it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.43it/s]
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 77%|███████▋  | 10/13 [00:02<00:00,  3.31it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.36it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.47it/s]
100%|██████████| 13/13 [00:03<00:00,  3.37it/s][2025-07-17 09:32:30] sofa...PCK-Transfer@0.10: 55.63% | PCK-Transfer@0.05: 35.00% | PCK-Transfer@0.15: 69.87%
+
100%|██████████| 13/13 [00:03<00:00,  3.39it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
  5%|▌         | 1/20 [00:00<00:05,  3.49it/s]
 10%|█         | 2/20 [00:00<00:05,  3.55it/s]
 15%|█▌        | 3/20 [00:00<00:04,  3.57it/s]
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 30%|███       | 6/20 [00:01<00:03,  3.54it/s]
 35%|███▌      | 7/20 [00:01<00:03,  3.50it/s]
 40%|████      | 8/20 [00:02<00:03,  3.49it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.48it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.47it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.44it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.50it/s]
 65%|██████▌   | 13/20 [00:03<00:02,  3.50it/s]
 70%|███████   | 14/20 [00:04<00:01,  3.51it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.56it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.55it/s]
 85%|████████▌ | 17/20 [00:04<00:00,  3.49it/s]
 90%|█████████ | 18/20 [00:05<00:00,  3.46it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.54it/s]
100%|██████████| 20/20 [00:05<00:00,  3.41it/s][2025-07-17 09:32:35] train...PCK-Transfer@0.10: 66.50% | PCK-Transfer@0.05: 46.25% | PCK-Transfer@0.15: 76.75%
+
100%|██████████| 20/20 [00:05<00:00,  3.49it/s]
+
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 53%|█████▎    | 8/15 [00:02<00:02,  3.37it/s]
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+[2025-07-17 09:32:40] Weighted Per image PCK0.10: 73.42%, image PCK0.05: 57.43%, image PCK0.01: 81.61%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_11__t_0.7_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_11__t_0.7_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..6804edc063d372edbc0c1b695e1b837dacdf6031
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_11__t_0.7_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-17 09:53:17] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_11__t_0.7_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.6_layer_11', 't_0.7_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.6_layer_11', 't_0.7_layer_10']
+Number of parameters corr net: 120
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+
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+[2025-07-17 09:54:49] Weighted Per image PCK0.10: 79.88%, image PCK0.05: 65.21%, image PCK0.01: 86.74%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_11__t_0.7_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_11__t_0.7_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..c8433332108ec25b6eb74ab970e239e28f63cd28
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_11__t_0.7_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-17 09:54:58] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_11__t_0.7_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.6_layer_11', 't_0.7_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.6_layer_11', 't_0.7_layer_13']
+Number of parameters corr net: 120
+
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+
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 47%|████▋     | 15/32 [00:04<00:04,  3.67it/s]
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 72%|███████▏  | 23/32 [00:06<00:02,  3.51it/s]
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 78%|███████▊  | 25/32 [00:06<00:01,  3.68it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.62it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.64it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.59it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.59it/s]
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100%|██████████| 32/32 [00:08<00:00,  3.69it/s][2025-07-17 09:55:29] bus...PCK-Transfer@0.10: 86.72% | PCK-Transfer@0.05: 76.30% | PCK-Transfer@0.15: 89.17%
+
100%|██████████| 32/32 [00:08<00:00,  3.60it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
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 42%|████▏     | 8/19 [00:02<00:03,  3.53it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.57it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.65it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.67it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.62it/s]
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 74%|███████▎  | 14/19 [00:03<00:01,  3.71it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.73it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.70it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.66it/s]
 95%|█████████▍| 18/19 [00:04<00:00,  3.69it/s]
100%|██████████| 19/19 [00:05<00:00,  3.75it/s][2025-07-17 09:55:34] car...PCK-Transfer@0.10: 92.94% | PCK-Transfer@0.05: 84.45% | PCK-Transfer@0.15: 93.42%
+
100%|██████████| 19/19 [00:05<00:00,  3.63it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.64it/s]
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 63%|██████▎   | 17/27 [00:04<00:02,  3.63it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.64it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.60it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.58it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.58it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.57it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.60it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.51it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.47it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.45it/s]
100%|██████████| 27/27 [00:07<00:00,  3.42it/s][2025-07-17 09:55:42] cat...PCK-Transfer@0.10: 86.87% | PCK-Transfer@0.05: 72.09% | PCK-Transfer@0.15: 90.82%
+
100%|██████████| 27/27 [00:07<00:00,  3.57it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.25it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.46it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.36it/s]
 31%|███       | 4/13 [00:01<00:02,  3.40it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.51it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.47it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.33it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.45it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.55it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.62it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.67it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.66it/s]
100%|██████████| 13/13 [00:03<00:00,  3.69it/s][2025-07-17 09:55:45] chair...PCK-Transfer@0.10: 57.48% | PCK-Transfer@0.05: 39.68% | PCK-Transfer@0.15: 67.59%
+
100%|██████████| 13/13 [00:03<00:00,  3.54it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.76it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.69it/s]
100%|██████████| 3/3 [00:00<00:00,  3.68it/s][2025-07-17 09:55:46] cow...PCK-Transfer@0.10: 95.83% | PCK-Transfer@0.05: 72.92% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.69it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.69it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.72it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.68it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.75it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.71it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.59it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.58it/s]
100%|██████████| 8/8 [00:02<00:00,  3.62it/s][2025-07-17 09:55:48] diningtable...PCK-Transfer@0.10: 48.96% | PCK-Transfer@0.05: 41.67% | PCK-Transfer@0.15: 71.88%
+
100%|██████████| 8/8 [00:02<00:00,  3.65it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
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 17%|█▋        | 4/24 [00:01<00:05,  3.71it/s]
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 29%|██▉       | 7/24 [00:01<00:04,  3.62it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.70it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.66it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.58it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.65it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.57it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.61it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.57it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.54it/s]
100%|██████████| 24/24 [00:06<00:00,  3.57it/s][2025-07-17 09:55:55] dog...PCK-Transfer@0.10: 84.79% | PCK-Transfer@0.05: 65.62% | PCK-Transfer@0.15: 91.48%
+
100%|██████████| 24/24 [00:06<00:00,  3.62it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
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 22%|██▏       | 2/9 [00:00<00:01,  3.66it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.52it/s]
100%|██████████| 9/9 [00:02<00:00,  3.57it/s][2025-07-17 09:55:58] horse...PCK-Transfer@0.10: 84.07% | PCK-Transfer@0.05: 62.14% | PCK-Transfer@0.15: 89.10%
+
100%|██████████| 9/9 [00:02<00:00,  3.60it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 81%|████████▏ | 22/27 [00:06<00:01,  3.64it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.75it/s][2025-07-17 09:56:05] motorbike...PCK-Transfer@0.10: 85.38% | PCK-Transfer@0.05: 65.94% | PCK-Transfer@0.15: 90.91%
+
100%|██████████| 27/27 [00:07<00:00,  3.64it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.39it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.23it/s]
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 67%|██████▋   | 8/12 [00:02<00:01,  3.08it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.19it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.23it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.30it/s]
100%|██████████| 12/12 [00:03<00:00,  3.27it/s][2025-07-17 09:56:09] person...PCK-Transfer@0.10: 67.97% | PCK-Transfer@0.05: 49.93% | PCK-Transfer@0.15: 80.23%
+
100%|██████████| 12/12 [00:03<00:00,  3.31it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
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 29%|██▊       | 2/7 [00:00<00:01,  3.26it/s]
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 71%|███████▏  | 5/7 [00:01<00:00,  3.29it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.35it/s]
100%|██████████| 7/7 [00:02<00:00,  3.30it/s][2025-07-17 09:56:11] pottedplant...PCK-Transfer@0.10: 60.95% | PCK-Transfer@0.05: 33.81% | PCK-Transfer@0.15: 72.86%
+
100%|██████████| 7/7 [00:02<00:00,  3.31it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.29it/s][2025-07-17 09:56:11] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.29it/s]
+
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 62%|██████▏   | 8/13 [00:02<00:01,  3.31it/s]
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 92%|█████████▏| 12/13 [00:03<00:00,  3.33it/s]
100%|██████████| 13/13 [00:03<00:00,  3.26it/s][2025-07-17 09:56:15] sofa...PCK-Transfer@0.10: 64.12% | PCK-Transfer@0.05: 46.98% | PCK-Transfer@0.15: 78.63%
+
100%|██████████| 13/13 [00:03<00:00,  3.28it/s]
+
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+[2025-07-17 09:56:25] Weighted Per image PCK0.10: 78.16%, image PCK0.05: 63.06%, image PCK0.01: 85.45%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_11__t_0.7_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_11__t_0.7_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..1509ee97113ce3d4b1dd85ee75c9af9577b81729
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_11__t_0.7_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 09:58:05] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_11__t_0.7_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.6_layer_11', 't_0.7_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.6_layer_11', 't_0.7_layer_20']
+Number of parameters corr net: 120
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+
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+[2025-07-17 09:59:34] Weighted Per image PCK0.10: 71.98%, image PCK0.05: 54.35%, image PCK0.01: 80.03%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_12__t_0.6_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_12__t_0.6_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..fa31fda9bb77a96d2dd5a99b8b5863bf8d7a7824
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_12__t_0.6_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-17 10:06:03] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_12__t_0.6_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.6_layer_12', 't_0.6_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.6_layer_12', 't_0.6_layer_15']
+Number of parameters corr net: 120
+
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 50%|█████     | 3/6 [00:00<00:00,  3.26it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.24it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.26it/s]
100%|██████████| 6/6 [00:01<00:00,  3.29it/s][2025-07-17 10:06:25] boat...PCK-Transfer@0.10: 65.28% | PCK-Transfer@0.05: 44.44% | PCK-Transfer@0.15: 83.33%
+
100%|██████████| 6/6 [00:01<00:00,  3.26it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.35it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.50it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.41it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.38it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.29it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.30it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.39it/s]
100%|██████████| 8/8 [00:02<00:00,  3.37it/s][2025-07-17 10:06:27] bottle...PCK-Transfer@0.10: 65.62% | PCK-Transfer@0.05: 53.12% | PCK-Transfer@0.15: 81.25%
+
100%|██████████| 8/8 [00:02<00:00,  3.37it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:11,  2.68it/s]
  6%|▋         | 2/32 [00:00<00:10,  2.99it/s]
  9%|▉         | 3/32 [00:01<00:10,  2.76it/s]
 12%|█▎        | 4/32 [00:01<00:09,  2.95it/s]
 16%|█▌        | 5/32 [00:01<00:09,  2.96it/s]
 19%|█▉        | 6/32 [00:02<00:08,  3.02it/s]
 22%|██▏       | 7/32 [00:02<00:08,  2.97it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.04it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.13it/s]
 31%|███▏      | 10/32 [00:03<00:07,  3.04it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.15it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.22it/s]
 41%|████      | 13/32 [00:04<00:05,  3.24it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.25it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.30it/s]
 50%|█████     | 16/32 [00:05<00:04,  3.31it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.37it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.37it/s]
 59%|█████▉    | 19/32 [00:06<00:03,  3.28it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.22it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.26it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.20it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.28it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.29it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.24it/s]
 81%|████████▏ | 26/32 [00:08<00:01,  3.16it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.20it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.22it/s]
 91%|█████████ | 29/32 [00:09<00:00,  3.29it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.33it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.28it/s]
100%|██████████| 32/32 [00:10<00:00,  3.29it/s][2025-07-17 10:06:37] bus...PCK-Transfer@0.10: 83.59% | PCK-Transfer@0.05: 74.48% | PCK-Transfer@0.15: 88.13%
+
100%|██████████| 32/32 [00:10<00:00,  3.19it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:07,  2.31it/s]
 11%|█         | 2/19 [00:00<00:06,  2.81it/s]
 16%|█▌        | 3/19 [00:01<00:05,  2.97it/s]
 21%|██        | 4/19 [00:01<00:04,  3.09it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.14it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.10it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.07it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.09it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.08it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.11it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.16it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.24it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.26it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.21it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.18it/s]
 84%|████████▍ | 16/19 [00:05<00:00,  3.25it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.33it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.25it/s]
100%|██████████| 19/19 [00:06<00:00,  3.24it/s][2025-07-17 10:06:43] car...PCK-Transfer@0.10: 90.96% | PCK-Transfer@0.05: 82.97% | PCK-Transfer@0.15: 93.24%
+
100%|██████████| 19/19 [00:06<00:00,  3.15it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:10,  2.38it/s]
  7%|▋         | 2/27 [00:00<00:08,  2.83it/s]
 11%|█         | 3/27 [00:01<00:07,  3.10it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.17it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.25it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.21it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.20it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.24it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.13it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.01it/s]
 41%|████      | 11/27 [00:03<00:05,  3.07it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.13it/s]
 48%|████▊     | 13/27 [00:04<00:04,  3.24it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.27it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.19it/s]
 59%|█████▉    | 16/27 [00:05<00:03,  3.28it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.27it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.26it/s]
 70%|███████   | 19/27 [00:06<00:02,  3.19it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.29it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.33it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.38it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.38it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.29it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.25it/s]
 96%|█████████▋| 26/27 [00:08<00:00,  3.29it/s]
100%|██████████| 27/27 [00:08<00:00,  3.32it/s][2025-07-17 10:06:52] cat...PCK-Transfer@0.10: 88.18% | PCK-Transfer@0.05: 71.58% | PCK-Transfer@0.15: 91.30%
+
100%|██████████| 27/27 [00:08<00:00,  3.22it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.31it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.31it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.30it/s]
 31%|███       | 4/13 [00:01<00:02,  3.33it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.35it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.25it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.27it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.28it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.28it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.27it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.29it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.35it/s]
100%|██████████| 13/13 [00:03<00:00,  3.34it/s][2025-07-17 10:06:55] chair...PCK-Transfer@0.10: 53.08% | PCK-Transfer@0.05: 37.71% | PCK-Transfer@0.15: 61.47%
+
100%|██████████| 13/13 [00:03<00:00,  3.31it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.36it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.35it/s]
100%|██████████| 3/3 [00:00<00:00,  3.36it/s][2025-07-17 10:06:56] cow...PCK-Transfer@0.10: 95.83% | PCK-Transfer@0.05: 70.83% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.35it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.31it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.31it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.37it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.31it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.20it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.29it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.31it/s]
100%|██████████| 8/8 [00:02<00:00,  3.33it/s][2025-07-17 10:06:59] diningtable...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 35.42% | PCK-Transfer@0.15: 67.71%
+
100%|██████████| 8/8 [00:02<00:00,  3.31it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.31it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.36it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.41it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.32it/s]
 21%|██        | 5/24 [00:01<00:05,  3.35it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.37it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.34it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.36it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.35it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.33it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.35it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.37it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.39it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.38it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.38it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.38it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.38it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.39it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.39it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.39it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.38it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.37it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.37it/s]
100%|██████████| 24/24 [00:07<00:00,  3.37it/s][2025-07-17 10:07:06] dog...PCK-Transfer@0.10: 82.15% | PCK-Transfer@0.05: 65.16% | PCK-Transfer@0.15: 90.47%
+
100%|██████████| 24/24 [00:07<00:00,  3.37it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.39it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.37it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.32it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.30it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.35it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.39it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.42it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.41it/s]
100%|██████████| 9/9 [00:02<00:00,  3.38it/s][2025-07-17 10:07:09] horse...PCK-Transfer@0.10: 84.71% | PCK-Transfer@0.05: 63.07% | PCK-Transfer@0.15: 91.19%
+
100%|██████████| 9/9 [00:02<00:00,  3.38it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.32it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.39it/s]
 11%|█         | 3/27 [00:00<00:07,  3.41it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.41it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.39it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.46it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.41it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.41it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.42it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.42it/s]
 41%|████      | 11/27 [00:03<00:04,  3.41it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.36it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.37it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.37it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.38it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.39it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.41it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.42it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.38it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.41it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.41it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.38it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.39it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.38it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.35it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.35it/s]
100%|██████████| 27/27 [00:07<00:00,  3.37it/s][2025-07-17 10:07:17] motorbike...PCK-Transfer@0.10: 86.12% | PCK-Transfer@0.05: 65.42% | PCK-Transfer@0.15: 90.86%
+
100%|██████████| 27/27 [00:07<00:00,  3.39it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.35it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.31it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.34it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.34it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.37it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.42it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.41it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.37it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.42it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.39it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.44it/s]
100%|██████████| 12/12 [00:03<00:00,  3.41it/s][2025-07-17 10:07:20] person...PCK-Transfer@0.10: 65.30% | PCK-Transfer@0.05: 45.44% | PCK-Transfer@0.15: 76.51%
+
100%|██████████| 12/12 [00:03<00:00,  3.39it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.25it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.45it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.46it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.49it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.40it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.37it/s]
100%|██████████| 7/7 [00:02<00:00,  3.35it/s][2025-07-17 10:07:22] pottedplant...PCK-Transfer@0.10: 65.71% | PCK-Transfer@0.05: 39.52% | PCK-Transfer@0.15: 77.62%
+
100%|██████████| 7/7 [00:02<00:00,  3.39it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.39it/s][2025-07-17 10:07:23] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.38it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.37it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.38it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.39it/s]
 31%|███       | 4/13 [00:01<00:02,  3.36it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.38it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.36it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.34it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.37it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.41it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.35it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.39it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.32it/s]
100%|██████████| 13/13 [00:03<00:00,  3.30it/s][2025-07-17 10:07:26] sofa...PCK-Transfer@0.10: 64.05% | PCK-Transfer@0.05: 46.14% | PCK-Transfer@0.15: 76.22%
+
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+[2025-07-17 10:07:37] Weighted Per image PCK0.10: 77.23%, image PCK0.05: 61.94%, image PCK0.01: 84.57%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_12__t_0.7_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_12__t_0.7_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..976a0892982a4d4d35fc62417f87bef78e70eef5
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_12__t_0.7_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-17 10:12:12] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_12__t_0.7_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.6_layer_12', 't_0.7_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.6_layer_12', 't_0.7_layer_12']
+Number of parameters corr net: 120
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100%|██████████| 13/13 [00:03<00:00,  3.31it/s][2025-07-17 10:13:32] sofa...PCK-Transfer@0.10: 65.99% | PCK-Transfer@0.05: 48.52% | PCK-Transfer@0.15: 81.71%
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+
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+[2025-07-17 10:13:42] Weighted Per image PCK0.10: 79.86%, image PCK0.05: 64.10%, image PCK0.01: 86.54%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_12__t_0.8_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_12__t_0.8_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..d512839b73d3af6942c8450f13bb2a4a9e0deafb
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_12__t_0.8_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-17 10:18:50] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_12__t_0.8_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.6_layer_12', 't_0.8_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.6_layer_12', 't_0.8_layer_12']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.47it/s][2025-07-17 10:18:56] aeroplane...PCK-Transfer@0.10: 86.03% | PCK-Transfer@0.05: 72.28% | PCK-Transfer@0.15: 92.11%
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100%|██████████| 30/30 [00:08<00:00,  3.43it/s][2025-07-17 10:19:05] bicycle...PCK-Transfer@0.10: 90.06% | PCK-Transfer@0.05: 80.03% | PCK-Transfer@0.15: 92.52%
+
100%|██████████| 30/30 [00:08<00:00,  3.40it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.32it/s]
 20%|██        | 2/10 [00:00<00:02,  3.41it/s]
 30%|███       | 3/10 [00:00<00:01,  3.53it/s]
 40%|████      | 4/10 [00:01<00:01,  3.49it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.46it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.52it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.47it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.51it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.50it/s]
100%|██████████| 10/10 [00:02<00:00,  3.51it/s][2025-07-17 10:19:08] bird...PCK-Transfer@0.10: 84.72% | PCK-Transfer@0.05: 60.72% | PCK-Transfer@0.15: 94.17%
+
100%|██████████| 10/10 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.27it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.34it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.38it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.45it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.51it/s]
100%|██████████| 6/6 [00:01<00:00,  3.46it/s][2025-07-17 10:19:10] boat...PCK-Transfer@0.10: 77.78% | PCK-Transfer@0.05: 54.17% | PCK-Transfer@0.15: 84.72%
+
100%|██████████| 6/6 [00:01<00:00,  3.43it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.49it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.46it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.47it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.47it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.42it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.48it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.44it/s]
100%|██████████| 8/8 [00:02<00:00,  3.47it/s][2025-07-17 10:19:12] bottle...PCK-Transfer@0.10: 73.44% | PCK-Transfer@0.05: 59.38% | PCK-Transfer@0.15: 85.94%
+
100%|██████████| 8/8 [00:02<00:00,  3.46it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.16it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.33it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.33it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.38it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.35it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.43it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.45it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.49it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.52it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.44it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.42it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.38it/s]
 41%|████      | 13/32 [00:03<00:05,  3.42it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.47it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.48it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.47it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.45it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.44it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.38it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.37it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.42it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.36it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.37it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.43it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.46it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.40it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.31it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.28it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.29it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.30it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.37it/s]
100%|██████████| 32/32 [00:09<00:00,  3.40it/s][2025-07-17 10:19:22] bus...PCK-Transfer@0.10: 88.91% | PCK-Transfer@0.05: 77.97% | PCK-Transfer@0.15: 91.25%
+
100%|██████████| 32/32 [00:09<00:00,  3.40it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.49it/s]
 11%|█         | 2/19 [00:00<00:05,  3.40it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.40it/s]
 21%|██        | 4/19 [00:01<00:04,  3.42it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.45it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.26it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.19it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.27it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.32it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.39it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.42it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.38it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.38it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.43it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.44it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.43it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.40it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.42it/s]
100%|██████████| 19/19 [00:05<00:00,  3.49it/s][2025-07-17 10:19:27] car...PCK-Transfer@0.10: 89.05% | PCK-Transfer@0.05: 85.69% | PCK-Transfer@0.15: 91.86%
+
100%|██████████| 19/19 [00:05<00:00,  3.39it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.59it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.44it/s]
 11%|█         | 3/27 [00:00<00:07,  3.21it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.32it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.35it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.39it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.46it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.45it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.47it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.49it/s]
 41%|████      | 11/27 [00:03<00:04,  3.49it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.50it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.44it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.42it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.41it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.41it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.44it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.43it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.42it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.42it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.39it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.40it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.38it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.38it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.39it/s]
100%|██████████| 27/27 [00:07<00:00,  3.42it/s][2025-07-17 10:19:35] cat...PCK-Transfer@0.10: 85.05% | PCK-Transfer@0.05: 70.69% | PCK-Transfer@0.15: 91.90%
+
100%|██████████| 27/27 [00:07<00:00,  3.42it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.24it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.42it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.47it/s]
 31%|███       | 4/13 [00:01<00:02,  3.43it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.46it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.43it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.45it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.49it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.49it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.50it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.51it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.50it/s]
100%|██████████| 13/13 [00:03<00:00,  3.50it/s][2025-07-17 10:19:39] chair...PCK-Transfer@0.10: 56.65% | PCK-Transfer@0.05: 39.96% | PCK-Transfer@0.15: 66.73%
+
100%|██████████| 13/13 [00:03<00:00,  3.47it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.50it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.45it/s]
100%|██████████| 3/3 [00:00<00:00,  3.48it/s][2025-07-17 10:19:40] cow...PCK-Transfer@0.10: 97.92% | PCK-Transfer@0.05: 72.92% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.47it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.47it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.48it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.46it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.50it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.46it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.39it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.37it/s]
100%|██████████| 8/8 [00:02<00:00,  3.38it/s][2025-07-17 10:19:42] diningtable...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 39.58% | PCK-Transfer@0.15: 69.27%
+
100%|██████████| 8/8 [00:02<00:00,  3.41it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.41it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.44it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.44it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.49it/s]
 21%|██        | 5/24 [00:01<00:05,  3.46it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.46it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.42it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.39it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.39it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.41it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.40it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.37it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.38it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.34it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.36it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.38it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.41it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.40it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.39it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.32it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.32it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.33it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.35it/s]
100%|██████████| 24/24 [00:07<00:00,  3.36it/s][2025-07-17 10:19:49] dog...PCK-Transfer@0.10: 85.63% | PCK-Transfer@0.05: 67.42% | PCK-Transfer@0.15: 91.34%
+
100%|██████████| 24/24 [00:07<00:00,  3.38it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.32it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.31it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.33it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.40it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.36it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.36it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.27it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.31it/s]
100%|██████████| 9/9 [00:02<00:00,  3.39it/s][2025-07-17 10:19:52] horse...PCK-Transfer@0.10: 85.93% | PCK-Transfer@0.05: 62.94% | PCK-Transfer@0.15: 89.10%
+
100%|██████████| 9/9 [00:02<00:00,  3.35it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.27it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.28it/s]
 11%|█         | 3/27 [00:00<00:07,  3.40it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.39it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.36it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.37it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.32it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.29it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.29it/s]
 41%|████      | 11/27 [00:03<00:04,  3.31it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.31it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.38it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.36it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.39it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.38it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.36it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.39it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.37it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.36it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.40it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.45it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.43it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.45it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.51it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.52it/s]
100%|██████████| 27/27 [00:07<00:00,  3.51it/s][2025-07-17 10:20:00] motorbike...PCK-Transfer@0.10: 86.48% | PCK-Transfer@0.05: 64.32% | PCK-Transfer@0.15: 92.43%
+
100%|██████████| 27/27 [00:07<00:00,  3.39it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.43it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.55it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.61it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.58it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.30it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.18it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.06it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.05it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.14it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.19it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.26it/s]
100%|██████████| 12/12 [00:03<00:00,  3.22it/s][2025-07-17 10:20:04] person...PCK-Transfer@0.10: 69.05% | PCK-Transfer@0.05: 46.68% | PCK-Transfer@0.15: 82.87%
+
100%|██████████| 12/12 [00:03<00:00,  3.25it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:02,  2.94it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.15it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.30it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.26it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.17it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.27it/s]
100%|██████████| 7/7 [00:02<00:00,  3.20it/s][2025-07-17 10:20:06] pottedplant...PCK-Transfer@0.10: 60.48% | PCK-Transfer@0.05: 36.19% | PCK-Transfer@0.15: 79.52%
+
100%|██████████| 7/7 [00:02<00:00,  3.20it/s]
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+[2025-07-17 10:20:21] Weighted Per image PCK0.10: 78.95%, image PCK0.05: 63.29%, image PCK0.01: 86.82%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_12__t_0.8_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_12__t_0.8_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..e431b59e0099963e8b36da25b76190b8c8587aad
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_12__t_0.8_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 10:18:52] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_12__t_0.8_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.6_layer_12', 't_0.8_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.6_layer_12', 't_0.8_layer_12']
+Number of parameters corr net: 120
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+[2025-07-17 10:20:21] Weighted Per image PCK0.10: 76.44%, image PCK0.05: 60.53%, image PCK0.01: 85.24%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_12__t_0.8_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_12__t_0.8_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..3cf205216b7e350492d18211e1806ffbd1a4e6ca
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_12__t_0.8_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 10:20:19] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_12__t_0.8_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.6_layer_12', 't_0.8_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.6_layer_12', 't_0.8_layer_13']
+Number of parameters corr net: 120
+
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 43%|████▎     | 13/30 [00:04<00:05,  3.22it/s]
 47%|████▋     | 14/30 [00:04<00:05,  3.19it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.20it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.27it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.30it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.36it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.42it/s]
 67%|██████▋   | 20/30 [00:06<00:02,  3.39it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.46it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.43it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.44it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.50it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.50it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.49it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.51it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.43it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.44it/s]
100%|██████████| 30/30 [00:09<00:00,  3.48it/s][2025-07-17 10:20:35] bicycle...PCK-Transfer@0.10: 87.27% | PCK-Transfer@0.05: 77.27% | PCK-Transfer@0.15: 90.03%
+
100%|██████████| 30/30 [00:09<00:00,  3.33it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.19it/s]
 20%|██        | 2/10 [00:00<00:02,  3.17it/s]
 30%|███       | 3/10 [00:00<00:02,  3.23it/s]
 40%|████      | 4/10 [00:01<00:01,  3.35it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.38it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.40it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.37it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.42it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.45it/s]
100%|██████████| 10/10 [00:02<00:00,  3.42it/s][2025-07-17 10:20:38] bird...PCK-Transfer@0.10: 75.64% | PCK-Transfer@0.05: 56.28% | PCK-Transfer@0.15: 91.94%
+
100%|██████████| 10/10 [00:02<00:00,  3.37it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.51it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.59it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.57it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.49it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.51it/s]
100%|██████████| 6/6 [00:01<00:00,  3.55it/s][2025-07-17 10:20:40] boat...PCK-Transfer@0.10: 65.28% | PCK-Transfer@0.05: 44.44% | PCK-Transfer@0.15: 84.72%
+
100%|██████████| 6/6 [00:01<00:00,  3.54it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.20it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.19it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.31it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.38it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.34it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.39it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.51it/s]
100%|██████████| 8/8 [00:02<00:00,  3.48it/s][2025-07-17 10:20:42] bottle...PCK-Transfer@0.10: 65.62% | PCK-Transfer@0.05: 51.56% | PCK-Transfer@0.15: 76.56%
+
100%|██████████| 8/8 [00:02<00:00,  3.40it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:11,  2.66it/s]
  6%|▋         | 2/32 [00:00<00:10,  2.96it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.13it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.27it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.25it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.28it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.33it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.36it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.41it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.30it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.37it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.40it/s]
 41%|████      | 13/32 [00:03<00:05,  3.38it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.41it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.48it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.48it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.56it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.54it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.43it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.38it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.30it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.25it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.35it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.39it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.40it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.30it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.35it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.41it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.48it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.47it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.43it/s]
100%|██████████| 32/32 [00:09<00:00,  3.44it/s][2025-07-17 10:20:52] bus...PCK-Transfer@0.10: 85.42% | PCK-Transfer@0.05: 77.08% | PCK-Transfer@0.15: 88.39%
+
100%|██████████| 32/32 [00:09<00:00,  3.37it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.08it/s]
 11%|█         | 2/19 [00:00<00:05,  3.39it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.43it/s]
 21%|██        | 4/19 [00:01<00:04,  3.05it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.15it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.15it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.14it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.21it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.29it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.31it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.36it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.42it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.43it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.38it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.34it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.42it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.50it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.43it/s]
100%|██████████| 19/19 [00:05<00:00,  3.43it/s][2025-07-17 10:20:58] car...PCK-Transfer@0.10: 90.21% | PCK-Transfer@0.05: 84.29% | PCK-Transfer@0.15: 91.44%
+
100%|██████████| 19/19 [00:05<00:00,  3.33it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.33it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.46it/s]
 11%|█         | 3/27 [00:00<00:07,  3.31it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.29it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.36it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.31it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.21it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.31it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.22it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.23it/s]
 41%|████      | 11/27 [00:03<00:04,  3.31it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.35it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.46it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.50it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.40it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.49it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.47it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.48it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.38it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.48it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.53it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.59it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.59it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.50it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.48it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.51it/s]
100%|██████████| 27/27 [00:07<00:00,  3.53it/s][2025-07-17 10:21:06] cat...PCK-Transfer@0.10: 88.16% | PCK-Transfer@0.05: 70.27% | PCK-Transfer@0.15: 93.17%
+
100%|██████████| 27/27 [00:07<00:00,  3.42it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.65it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.00it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.17it/s]
 31%|███       | 4/13 [00:01<00:02,  3.29it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.40it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.41it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.47it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.47it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.48it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.47it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.47it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.54it/s]
100%|██████████| 13/13 [00:03<00:00,  3.53it/s][2025-07-17 10:21:10] chair...PCK-Transfer@0.10: 55.62% | PCK-Transfer@0.05: 42.16% | PCK-Transfer@0.15: 65.77%
+
100%|██████████| 13/13 [00:03<00:00,  3.41it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.75it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.14it/s]
100%|██████████| 3/3 [00:00<00:00,  3.30it/s][2025-07-17 10:21:10] cow...PCK-Transfer@0.10: 97.92% | PCK-Transfer@0.05: 68.75% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.20it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.28it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.27it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.37it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.41it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.32it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.41it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.47it/s]
100%|██████████| 8/8 [00:02<00:00,  3.50it/s][2025-07-17 10:21:13] diningtable...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 66.15%
+
100%|██████████| 8/8 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  2.89it/s]
  8%|▊         | 2/24 [00:00<00:07,  3.04it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.17it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.26it/s]
 21%|██        | 5/24 [00:01<00:05,  3.36it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.40it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.40it/s]
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 38%|███▊      | 9/24 [00:02<00:04,  3.38it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.38it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.42it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.45it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.49it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.48it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.52it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.52it/s]
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 75%|███████▌  | 18/24 [00:05<00:01,  3.52it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.53it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.54it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.55it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.55it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.55it/s]
100%|██████████| 24/24 [00:06<00:00,  3.57it/s][2025-07-17 10:21:20] dog...PCK-Transfer@0.10: 83.58% | PCK-Transfer@0.05: 65.34% | PCK-Transfer@0.15: 92.03%
+
100%|██████████| 24/24 [00:06<00:00,  3.45it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.59it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.60it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.51it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.50it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.54it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.59it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.62it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.65it/s]
100%|██████████| 9/9 [00:02<00:00,  3.63it/s][2025-07-17 10:21:22] horse...PCK-Transfer@0.10: 85.93% | PCK-Transfer@0.05: 63.73% | PCK-Transfer@0.15: 88.31%
+
100%|██████████| 9/9 [00:02<00:00,  3.60it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.62it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.64it/s]
 41%|████      | 11/27 [00:03<00:04,  3.63it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.59it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.59it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.48it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.48it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.37it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.39it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.41it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.42it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.49it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.50it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.49it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.52it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.52it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.50it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.53it/s]
100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-17 10:21:30] motorbike...PCK-Transfer@0.10: 84.27% | PCK-Transfer@0.05: 62.47% | PCK-Transfer@0.15: 90.12%
+
100%|██████████| 27/27 [00:07<00:00,  3.52it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
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 17%|█▋        | 2/12 [00:00<00:02,  3.57it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.50it/s]
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 42%|████▏     | 5/12 [00:01<00:01,  3.52it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.60it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.59it/s]
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100%|██████████| 7/7 [00:01<00:00,  3.56it/s][2025-07-17 10:21:35] pottedplant...PCK-Transfer@0.10: 60.95% | PCK-Transfer@0.05: 36.67% | PCK-Transfer@0.15: 75.24%
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100%|██████████| 20/20 [00:05<00:00,  3.59it/s][2025-07-17 10:21:45] train...PCK-Transfer@0.10: 68.75% | PCK-Transfer@0.05: 46.25% | PCK-Transfer@0.15: 84.75%
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+[2025-07-17 10:21:49] Weighted Per image PCK0.10: 76.59%, image PCK0.05: 60.71%, image PCK0.01: 84.82%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_13__t_0.6_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_13__t_0.6_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..5625f47b6665ee6b1d87e42b0fef77fa4c82aa12
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_13__t_0.6_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-17 10:23:34] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_13__t_0.6_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.6_layer_13', 't_0.6_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.6_layer_13', 't_0.6_layer_18']
+Number of parameters corr net: 120
+
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+[2025-07-17 10:25:06] Weighted Per image PCK0.10: 72.42%, image PCK0.05: 56.62%, image PCK0.01: 79.51%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_13__t_0.7_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_13__t_0.7_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..eddf47c571d1f8025e79c669b29ee20ffe648154
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_13__t_0.7_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-17 10:26:42] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_13__t_0.7_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.6_layer_13', 't_0.7_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.6_layer_13', 't_0.7_layer_10']
+Number of parameters corr net: 120
+
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 93%|█████████▎| 14/15 [00:05<00:00,  3.30it/s]
100%|██████████| 15/15 [00:06<00:00,  3.34it/s][2025-07-17 10:26:49] aeroplane...PCK-Transfer@0.10: 87.53% | PCK-Transfer@0.05: 74.43% | PCK-Transfer@0.15: 93.77%
+
100%|██████████| 15/15 [00:06<00:00,  2.45it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:08,  3.43it/s]
  7%|▋         | 2/30 [00:00<00:08,  3.39it/s]
 10%|█         | 3/30 [00:00<00:09,  2.88it/s]
 13%|█▎        | 4/30 [00:01<00:08,  3.03it/s]
 17%|█▋        | 5/30 [00:01<00:08,  2.85it/s]
 20%|██        | 6/30 [00:02<00:08,  2.95it/s]
 23%|██▎       | 7/30 [00:02<00:08,  2.86it/s]
 27%|██▋       | 8/30 [00:02<00:07,  2.91it/s]
 30%|███       | 9/30 [00:03<00:06,  3.03it/s]
 33%|███▎      | 10/30 [00:03<00:06,  3.09it/s]
 37%|███▋      | 11/30 [00:03<00:06,  3.14it/s]
 40%|████      | 12/30 [00:03<00:05,  3.22it/s]
 43%|████▎     | 13/30 [00:04<00:05,  3.24it/s]
 47%|████▋     | 14/30 [00:04<00:05,  3.16it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.22it/s]
 53%|█████▎    | 16/30 [00:05<00:04,  3.25it/s]
 57%|█████▋    | 17/30 [00:05<00:04,  3.16it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.22it/s]
 63%|██████▎   | 19/30 [00:06<00:03,  3.29it/s]
 67%|██████▋   | 20/30 [00:06<00:03,  3.30it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.35it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.41it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.36it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.40it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.39it/s]
 87%|████████▋ | 26/30 [00:08<00:01,  3.39it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.40it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.32it/s]
 97%|█████████▋| 29/30 [00:09<00:00,  3.36it/s]
100%|██████████| 30/30 [00:09<00:00,  3.43it/s][2025-07-17 10:26:59] bicycle...PCK-Transfer@0.10: 89.45% | PCK-Transfer@0.05: 80.94% | PCK-Transfer@0.15: 91.91%
+
100%|██████████| 30/30 [00:09<00:00,  3.22it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.06it/s]
 20%|██        | 2/10 [00:00<00:02,  3.03it/s]
 30%|███       | 3/10 [00:00<00:02,  3.07it/s]
 40%|████      | 4/10 [00:01<00:01,  3.05it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.15it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.15it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.07it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.14it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.12it/s]
100%|██████████| 10/10 [00:03<00:00,  3.13it/s][2025-07-17 10:27:02] bird...PCK-Transfer@0.10: 83.97% | PCK-Transfer@0.05: 64.33% | PCK-Transfer@0.15: 94.03%
+
100%|██████████| 10/10 [00:03<00:00,  3.11it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.34it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.20it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.23it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.18it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.18it/s]
100%|██████████| 6/6 [00:01<00:00,  3.22it/s][2025-07-17 10:27:04] boat...PCK-Transfer@0.10: 72.22% | PCK-Transfer@0.05: 51.39% | PCK-Transfer@0.15: 87.50%
+
100%|██████████| 6/6 [00:01<00:00,  3.21it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.23it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.41it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.30it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.31it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.22it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.24it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.29it/s]
100%|██████████| 8/8 [00:02<00:00,  3.30it/s][2025-07-17 10:27:06] bottle...PCK-Transfer@0.10: 73.44% | PCK-Transfer@0.05: 54.69% | PCK-Transfer@0.15: 84.38%
+
100%|██████████| 8/8 [00:02<00:00,  3.29it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  2.97it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.15it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.20it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.23it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.16it/s]
 19%|█▉        | 6/32 [00:01<00:08,  3.19it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.28it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.27it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.32it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.23it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.33it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.39it/s]
 41%|████      | 13/32 [00:03<00:05,  3.40it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.39it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.42it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.39it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.42it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.41it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.29it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.23it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.24it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.18it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.27it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.30it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.31it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.23it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.28it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.32it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.39it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.42it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.40it/s]
100%|██████████| 32/32 [00:09<00:00,  3.40it/s][2025-07-17 10:27:16] bus...PCK-Transfer@0.10: 86.30% | PCK-Transfer@0.05: 76.93% | PCK-Transfer@0.15: 88.39%
+
100%|██████████| 32/32 [00:09<00:00,  3.31it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.35it/s]
 11%|█         | 2/19 [00:00<00:04,  3.45it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.44it/s]
 21%|██        | 4/19 [00:01<00:04,  3.41it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.40it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.29it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.22it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.23it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.30it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.30it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.35it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.41it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.41it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.35it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.30it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.38it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.43it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.33it/s]
100%|██████████| 19/19 [00:05<00:00,  3.33it/s][2025-07-17 10:27:22] car...PCK-Transfer@0.10: 95.50% | PCK-Transfer@0.05: 88.98% | PCK-Transfer@0.15: 96.73%
+
100%|██████████| 19/19 [00:05<00:00,  3.34it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.20it/s]
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 11%|█         | 3/27 [00:00<00:06,  3.51it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.47it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.33it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.26it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.29it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.20it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.17it/s]
 41%|████      | 11/27 [00:03<00:04,  3.25it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.28it/s]
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 52%|█████▏    | 14/27 [00:04<00:03,  3.38it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.28it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.38it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.37it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.36it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.27it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.37it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.43it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.50it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.49it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.40it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.38it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.39it/s]
100%|██████████| 27/27 [00:08<00:00,  3.42it/s][2025-07-17 10:27:30] cat...PCK-Transfer@0.10: 87.87% | PCK-Transfer@0.05: 72.72% | PCK-Transfer@0.15: 90.60%
+
100%|██████████| 27/27 [00:08<00:00,  3.36it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.33it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.19it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.23it/s]
 31%|███       | 4/13 [00:01<00:02,  3.31it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.36it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.42it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.44it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.37it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.36it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.36it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.37it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.42it/s]
100%|██████████| 13/13 [00:03<00:00,  3.42it/s][2025-07-17 10:27:33] chair...PCK-Transfer@0.10: 63.10% | PCK-Transfer@0.05: 44.91% | PCK-Transfer@0.15: 68.59%
+
100%|██████████| 13/13 [00:03<00:00,  3.37it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.44it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.46it/s]
100%|██████████| 3/3 [00:00<00:00,  3.46it/s][2025-07-17 10:27:34] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 75.00% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.46it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.38it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.38it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.39it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.37it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.27it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.35it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.41it/s]
100%|██████████| 8/8 [00:02<00:00,  3.41it/s][2025-07-17 10:27:37] diningtable...PCK-Transfer@0.10: 53.12% | PCK-Transfer@0.05: 38.54% | PCK-Transfer@0.15: 71.88%
+
100%|██████████| 8/8 [00:02<00:00,  3.38it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.40it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.43it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.46it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.37it/s]
 21%|██        | 5/24 [00:01<00:05,  3.40it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.43it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.41it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.42it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.42it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.39it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.40it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.40it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.42it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.41it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.43it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.42it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.42it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.45it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.45it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.46it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.46it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.44it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.43it/s]
100%|██████████| 24/24 [00:07<00:00,  3.43it/s][2025-07-17 10:27:44] dog...PCK-Transfer@0.10: 85.43% | PCK-Transfer@0.05: 68.29% | PCK-Transfer@0.15: 92.28%
+
100%|██████████| 24/24 [00:07<00:00,  3.42it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.49it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.49it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.43it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.40it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.44it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.48it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.49it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.47it/s]
100%|██████████| 9/9 [00:02<00:00,  3.46it/s][2025-07-17 10:27:46] horse...PCK-Transfer@0.10: 84.21% | PCK-Transfer@0.05: 65.19% | PCK-Transfer@0.15: 90.03%
+
100%|██████████| 9/9 [00:02<00:00,  3.46it/s]
+
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100%|██████████| 7/7 [00:02<00:00,  3.34it/s][2025-07-17 10:28:00] pottedplant...PCK-Transfer@0.10: 65.71% | PCK-Transfer@0.05: 44.29% | PCK-Transfer@0.15: 75.24%
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100%|██████████| 20/20 [00:05<00:00,  3.40it/s][2025-07-17 10:28:10] train...PCK-Transfer@0.10: 79.00% | PCK-Transfer@0.05: 60.75% | PCK-Transfer@0.15: 85.00%
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+
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+[2025-07-17 10:28:14] Weighted Per image PCK0.10: 80.18%, image PCK0.05: 65.24%, image PCK0.01: 86.59%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_20__t_0.7_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_20__t_0.7_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..00072b59a3135b8c9341627ee287cc23735bc833
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_20__t_0.7_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 11:14:33] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_20__t_0.7_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.6_layer_20', 't_0.7_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.6_layer_20', 't_0.7_layer_13']
+Number of parameters corr net: 120
+
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100%|██████████| 19/19 [00:05<00:00,  3.63it/s][2025-07-17 11:15:11] car...PCK-Transfer@0.10: 76.43% | PCK-Transfer@0.05: 64.03% | PCK-Transfer@0.15: 83.83%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.49it/s][2025-07-17 11:15:19] cat...PCK-Transfer@0.10: 79.64% | PCK-Transfer@0.05: 61.64% | PCK-Transfer@0.15: 84.28%
+
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+
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100%|██████████| 13/13 [00:03<00:00,  3.46it/s][2025-07-17 11:15:23] chair...PCK-Transfer@0.10: 30.45% | PCK-Transfer@0.05: 16.77% | PCK-Transfer@0.15: 35.24%
+
100%|██████████| 13/13 [00:03<00:00,  3.36it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.38it/s][2025-07-17 11:15:23] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 60.42% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.27it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.66it/s][2025-07-17 11:15:26] diningtable...PCK-Transfer@0.10: 39.06% | PCK-Transfer@0.05: 13.02% | PCK-Transfer@0.15: 48.96%
+
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100%|██████████| 24/24 [00:06<00:00,  3.68it/s][2025-07-17 11:15:32] dog...PCK-Transfer@0.10: 66.38% | PCK-Transfer@0.05: 49.01% | PCK-Transfer@0.15: 77.71%
+
100%|██████████| 24/24 [00:06<00:00,  3.66it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.64it/s][2025-07-17 11:15:35] horse...PCK-Transfer@0.10: 69.79% | PCK-Transfer@0.05: 48.78% | PCK-Transfer@0.15: 79.97%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.80it/s][2025-07-17 11:15:42] motorbike...PCK-Transfer@0.10: 75.22% | PCK-Transfer@0.05: 54.21% | PCK-Transfer@0.15: 82.04%
+
100%|██████████| 27/27 [00:07<00:00,  3.72it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.37it/s][2025-07-17 11:15:46] person...PCK-Transfer@0.10: 50.09% | PCK-Transfer@0.05: 35.21% | PCK-Transfer@0.15: 67.57%
+
100%|██████████| 12/12 [00:03<00:00,  3.37it/s]
+
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100%|██████████| 7/7 [00:02<00:00,  3.30it/s][2025-07-17 11:15:48] pottedplant...PCK-Transfer@0.10: 56.67% | PCK-Transfer@0.05: 29.52% | PCK-Transfer@0.15: 68.57%
+
100%|██████████| 7/7 [00:02<00:00,  3.30it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.37it/s][2025-07-17 11:15:48] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.36it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.46it/s][2025-07-17 11:15:52] sofa...PCK-Transfer@0.10: 38.03% | PCK-Transfer@0.05: 21.65% | PCK-Transfer@0.15: 56.83%
+
100%|██████████| 13/13 [00:03<00:00,  3.39it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.48it/s][2025-07-17 11:15:58] train...PCK-Transfer@0.10: 64.50% | PCK-Transfer@0.05: 44.50% | PCK-Transfer@0.15: 73.50%
+
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+
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100%|██████████| 15/15 [00:04<00:00,  3.61it/s][2025-07-17 11:16:02] tvmonitor...PCK-Transfer@0.10: 33.33% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 43.33%
+
100%|██████████| 15/15 [00:04<00:00,  3.50it/s]
+[2025-07-17 11:16:02] Weighted Per image PCK0.10: 62.43%, image PCK0.05: 45.24%, image PCK0.01: 71.42%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_20__t_0.7_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_20__t_0.7_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..a078457776c729a34cddc03177fee79c38e4efe1
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_20__t_0.7_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-17 11:11:11] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_20__t_0.7_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.6_layer_20', 't_0.7_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.6_layer_20', 't_0.7_layer_5']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.28it/s][2025-07-17 11:12:45] tvmonitor...PCK-Transfer@0.10: 29.44% | PCK-Transfer@0.05: 23.33% | PCK-Transfer@0.15: 40.56%
+
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+[2025-07-17 11:12:45] Weighted Per image PCK0.10: 68.23%, image PCK0.05: 49.66%, image PCK0.01: 77.42%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_20__t_0.8_layer_9.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_20__t_0.8_layer_9.log
new file mode 100644
index 0000000000000000000000000000000000000000..ce6ae0b202230892a37fe2359012bacd966bc7f3
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_20__t_0.8_layer_9.log
@@ -0,0 +1,44 @@
+[2025-07-17 11:19:10] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.6_layer_20__t_0.8_layer_9', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.6_layer_20', 't_0.8_layer_9'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.6_layer_20', 't_0.8_layer_9']
+Number of parameters corr net: 120
+
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 53%|█████▎    | 17/32 [00:05<00:04,  3.38it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.37it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.32it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.31it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.34it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.27it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.28it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.35it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.39it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.32it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.35it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.29it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.29it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.29it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.33it/s]
100%|██████████| 32/32 [00:09<00:00,  3.37it/s][2025-07-17 11:19:43] bus...PCK-Transfer@0.10: 77.71% | PCK-Transfer@0.05: 63.91% | PCK-Transfer@0.15: 86.56%
+
100%|██████████| 32/32 [00:09<00:00,  3.34it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.68it/s]
 11%|█         | 2/19 [00:00<00:05,  2.91it/s]
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 32%|███▏      | 6/19 [00:01<00:04,  3.15it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.16it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.24it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.26it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.33it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.37it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.36it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.38it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.44it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.44it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.44it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.43it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.47it/s]
100%|██████████| 19/19 [00:05<00:00,  3.54it/s][2025-07-17 11:19:49] car...PCK-Transfer@0.10: 90.99% | PCK-Transfer@0.05: 80.22% | PCK-Transfer@0.15: 93.33%
+
100%|██████████| 19/19 [00:05<00:00,  3.32it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.18it/s]
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 37%|███▋      | 10/27 [00:02<00:05,  3.35it/s]
 41%|████      | 11/27 [00:03<00:04,  3.35it/s]
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 63%|██████▎   | 17/27 [00:05<00:02,  3.43it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.48it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.46it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.44it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.44it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.44it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.45it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.43it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.40it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.38it/s]
100%|██████████| 27/27 [00:07<00:00,  3.39it/s][2025-07-17 11:19:57] cat...PCK-Transfer@0.10: 81.85% | PCK-Transfer@0.05: 65.98% | PCK-Transfer@0.15: 85.18%
+
100%|██████████| 27/27 [00:07<00:00,  3.38it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.16it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.39it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.38it/s]
 31%|███       | 4/13 [00:01<00:02,  3.38it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.38it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.33it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.29it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.32it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.37it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.39it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.41it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.42it/s]
100%|██████████| 13/13 [00:03<00:00,  3.44it/s][2025-07-17 11:20:01] chair...PCK-Transfer@0.10: 45.92% | PCK-Transfer@0.05: 29.64% | PCK-Transfer@0.15: 53.46%
+
100%|██████████| 13/13 [00:03<00:00,  3.38it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.46it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.46it/s]
100%|██████████| 3/3 [00:00<00:00,  3.47it/s][2025-07-17 11:20:01] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 66.67% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.47it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.31it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.37it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.39it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.43it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.42it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.39it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.39it/s]
100%|██████████| 8/8 [00:02<00:00,  3.42it/s][2025-07-17 11:20:04] diningtable...PCK-Transfer@0.10: 40.62% | PCK-Transfer@0.05: 19.79% | PCK-Transfer@0.15: 55.21%
+
100%|██████████| 8/8 [00:02<00:00,  3.40it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.43it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.39it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.39it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.47it/s]
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 29%|██▉       | 7/24 [00:02<00:04,  3.44it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.49it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.48it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.49it/s]
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 83%|████████▎ | 20/24 [00:05<00:01,  3.40it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.42it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.45it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.47it/s]
100%|██████████| 24/24 [00:06<00:00,  3.47it/s][2025-07-17 11:20:11] dog...PCK-Transfer@0.10: 75.90% | PCK-Transfer@0.05: 59.57% | PCK-Transfer@0.15: 85.19%
+
100%|██████████| 24/24 [00:06<00:00,  3.47it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.45it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.49it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.35it/s]
100%|██████████| 9/9 [00:02<00:00,  3.41it/s][2025-07-17 11:20:13] horse...PCK-Transfer@0.10: 82.22% | PCK-Transfer@0.05: 60.29% | PCK-Transfer@0.15: 88.97%
+
100%|██████████| 9/9 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:05,  3.38it/s]
 41%|████      | 11/27 [00:03<00:04,  3.40it/s]
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 67%|██████▋   | 18/27 [00:05<00:02,  3.41it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.39it/s]
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 81%|████████▏ | 22/27 [00:06<00:01,  3.45it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.44it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.48it/s][2025-07-17 11:20:21] motorbike...PCK-Transfer@0.10: 83.34% | PCK-Transfer@0.05: 59.76% | PCK-Transfer@0.15: 90.94%
+
100%|██████████| 27/27 [00:07<00:00,  3.43it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.41it/s]
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 25%|██▌       | 3/12 [00:00<00:02,  3.54it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.21it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.08it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  2.97it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  2.97it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.08it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.12it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.18it/s]
100%|██████████| 12/12 [00:03<00:00,  3.16it/s][2025-07-17 11:20:25] person...PCK-Transfer@0.10: 58.70% | PCK-Transfer@0.05: 39.12% | PCK-Transfer@0.15: 71.08%
+
100%|██████████| 12/12 [00:03<00:00,  3.17it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
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 29%|██▊       | 2/7 [00:00<00:01,  3.11it/s]
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 86%|████████▌ | 6/7 [00:01<00:00,  3.22it/s]
100%|██████████| 7/7 [00:02<00:00,  3.16it/s][2025-07-17 11:20:27] pottedplant...PCK-Transfer@0.10: 70.48% | PCK-Transfer@0.05: 41.90% | PCK-Transfer@0.15: 72.86%
+
100%|██████████| 7/7 [00:02<00:00,  3.16it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.22it/s][2025-07-17 11:20:28] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.21it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.29it/s]
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 85%|████████▍ | 11/13 [00:03<00:00,  3.22it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.33it/s]
100%|██████████| 13/13 [00:03<00:00,  3.27it/s][2025-07-17 11:20:32] sofa...PCK-Transfer@0.10: 54.26% | PCK-Transfer@0.05: 33.13% | PCK-Transfer@0.15: 71.47%
+
100%|██████████| 13/13 [00:03<00:00,  3.26it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 45%|████▌     | 9/20 [00:02<00:03,  3.32it/s]
 50%|█████     | 10/20 [00:03<00:03,  3.30it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.29it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.33it/s]
 65%|██████▌   | 13/20 [00:03<00:02,  3.35it/s]
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 75%|███████▌  | 15/20 [00:04<00:01,  3.39it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.38it/s]
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 90%|█████████ | 18/20 [00:05<00:00,  3.31it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.38it/s]
100%|██████████| 20/20 [00:06<00:00,  3.28it/s][2025-07-17 11:20:38] train...PCK-Transfer@0.10: 71.50% | PCK-Transfer@0.05: 42.50% | PCK-Transfer@0.15: 77.50%
+
100%|██████████| 20/20 [00:06<00:00,  3.32it/s]
+
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+[2025-07-17 11:20:42] Weighted Per image PCK0.10: 72.97%, image PCK0.05: 54.87%, image PCK0.01: 81.14%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_12__t_0.8_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_12__t_0.8_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..55ed0eaf83822d6a70f40a9b436ecdfc9caf763b
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_12__t_0.8_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 12:21:04] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_12__t_0.8_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.7_layer_12', 't_0.8_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.7_layer_12', 't_0.8_layer_12']
+Number of parameters corr net: 120
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+
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+[2025-07-17 12:22:33] Weighted Per image PCK0.10: 77.12%, image PCK0.05: 60.34%, image PCK0.01: 84.40%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_13__t_0.8_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_13__t_0.8_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..42c1add040e1f3d20cb6876ea738f0a6ee2d435b
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_13__t_0.8_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 12:30:36] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_13__t_0.8_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.7_layer_13', 't_0.8_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.7_layer_13', 't_0.8_layer_12']
+Number of parameters corr net: 120
+
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100%|██████████| 8/8 [00:02<00:00,  3.51it/s][2025-07-17 12:30:59] bottle...PCK-Transfer@0.10: 64.06% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 8/8 [00:02<00:00,  3.52it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.46it/s]
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 34%|███▍      | 11/32 [00:03<00:05,  3.53it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.51it/s]
 41%|████      | 13/32 [00:03<00:05,  3.60it/s]
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 47%|████▋     | 15/32 [00:04<00:04,  3.63it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.66it/s]
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 56%|█████▋    | 18/32 [00:05<00:03,  3.62it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.61it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.63it/s]
 66%|██████▌   | 21/32 [00:05<00:02,  3.69it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.60it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.62it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.69it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.76it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.70it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.68it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.60it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.60it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.61it/s]
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100%|██████████| 32/32 [00:08<00:00,  3.67it/s][2025-07-17 12:31:08] bus...PCK-Transfer@0.10: 85.52% | PCK-Transfer@0.05: 73.28% | PCK-Transfer@0.15: 86.56%
+
100%|██████████| 32/32 [00:08<00:00,  3.57it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.69it/s]
 11%|█         | 2/19 [00:00<00:05,  3.18it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.33it/s]
 21%|██        | 4/19 [00:01<00:04,  3.35it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.30it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.29it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.38it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.43it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.50it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.50it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.50it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.54it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.55it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.57it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.55it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.53it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.55it/s]
100%|██████████| 19/19 [00:05<00:00,  3.60it/s][2025-07-17 12:31:14] car...PCK-Transfer@0.10: 91.02% | PCK-Transfer@0.05: 82.75% | PCK-Transfer@0.15: 92.02%
+
100%|██████████| 19/19 [00:05<00:00,  3.46it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.12it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.27it/s]
 11%|█         | 3/27 [00:00<00:07,  3.33it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.43it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.46it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.48it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.53it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.56it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.55it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.59it/s]
 41%|████      | 11/27 [00:03<00:04,  3.61it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.63it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.56it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.57it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.55it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.55it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.56it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.57it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.52it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.52it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.51it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.50it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.54it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.54it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.55it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.53it/s]
100%|██████████| 27/27 [00:07<00:00,  3.53it/s][2025-07-17 12:31:21] cat...PCK-Transfer@0.10: 86.80% | PCK-Transfer@0.05: 71.19% | PCK-Transfer@0.15: 91.82%
+
100%|██████████| 27/27 [00:07<00:00,  3.52it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.51it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.10it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.30it/s]
 31%|███       | 4/13 [00:01<00:02,  3.40it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.44it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.43it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.48it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.56it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.58it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.55it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.61it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.61it/s]
100%|██████████| 13/13 [00:03<00:00,  3.61it/s][2025-07-17 12:31:25] chair...PCK-Transfer@0.10: 55.56% | PCK-Transfer@0.05: 37.65% | PCK-Transfer@0.15: 64.59%
+
100%|██████████| 13/13 [00:03<00:00,  3.48it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.21it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.40it/s]
100%|██████████| 3/3 [00:00<00:00,  3.44it/s][2025-07-17 12:31:26] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 72.92% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.41it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.57it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.43it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.48it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.54it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.57it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.55it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.60it/s]
100%|██████████| 8/8 [00:02<00:00,  3.65it/s][2025-07-17 12:31:28] diningtable...PCK-Transfer@0.10: 50.52% | PCK-Transfer@0.05: 34.90% | PCK-Transfer@0.15: 65.62%
+
100%|██████████| 8/8 [00:02<00:00,  3.58it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.53it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.57it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.56it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.66it/s]
 21%|██        | 5/24 [00:01<00:05,  3.56it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.55it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.54it/s]
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 38%|███▊      | 9/24 [00:02<00:04,  3.53it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.59it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.62it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.63it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.59it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.58it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.58it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.56it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.60it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.54it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.55it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.55it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.59it/s]
100%|██████████| 24/24 [00:06<00:00,  3.62it/s][2025-07-17 12:31:35] dog...PCK-Transfer@0.10: 80.59% | PCK-Transfer@0.05: 59.42% | PCK-Transfer@0.15: 88.62%
+
100%|██████████| 24/24 [00:06<00:00,  3.58it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
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 22%|██▏       | 2/9 [00:00<00:01,  3.71it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.55it/s]
100%|██████████| 9/9 [00:02<00:00,  3.60it/s][2025-07-17 12:31:37] horse...PCK-Transfer@0.10: 83.28% | PCK-Transfer@0.05: 59.50% | PCK-Transfer@0.15: 86.59%
+
100%|██████████| 9/9 [00:02<00:00,  3.63it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.64it/s]
 41%|████      | 11/27 [00:03<00:04,  3.66it/s]
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 52%|█████▏    | 14/27 [00:03<00:03,  3.63it/s]
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 59%|█████▉    | 16/27 [00:04<00:03,  3.62it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.62it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.66it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.62it/s]
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 78%|███████▊  | 21/27 [00:05<00:01,  3.65it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.69it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.66it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.72it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.77it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.76it/s]
100%|██████████| 27/27 [00:07<00:00,  3.75it/s][2025-07-17 12:31:45] motorbike...PCK-Transfer@0.10: 83.53% | PCK-Transfer@0.05: 63.16% | PCK-Transfer@0.15: 90.12%
+
100%|██████████| 27/27 [00:07<00:00,  3.67it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.33it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.51it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.62it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.38it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.24it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.12it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.13it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.25it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.32it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.40it/s]
100%|██████████| 12/12 [00:03<00:00,  3.32it/s][2025-07-17 12:31:48] person...PCK-Transfer@0.10: 63.66% | PCK-Transfer@0.05: 44.81% | PCK-Transfer@0.15: 75.50%
+
100%|██████████| 12/12 [00:03<00:00,  3.33it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:02,  3.00it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.21it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.40it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.41it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.31it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.39it/s]
100%|██████████| 7/7 [00:02<00:00,  3.33it/s][2025-07-17 12:31:51] pottedplant...PCK-Transfer@0.10: 56.19% | PCK-Transfer@0.05: 28.57% | PCK-Transfer@0.15: 70.48%
+
100%|██████████| 7/7 [00:02<00:00,  3.32it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.31it/s][2025-07-17 12:31:51] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.30it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.45it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.32it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.48it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.45it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.34it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.37it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.50it/s]
100%|██████████| 13/13 [00:03<00:00,  3.41it/s][2025-07-17 12:31:55] sofa...PCK-Transfer@0.10: 62.23% | PCK-Transfer@0.05: 40.05% | PCK-Transfer@0.15: 74.46%
+
100%|██████████| 13/13 [00:03<00:00,  3.43it/s]
+
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+[2025-07-17 12:32:05] Weighted Per image PCK0.10: 76.01%, image PCK0.05: 59.63%, image PCK0.01: 83.63%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_15__t_0.7_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_15__t_0.7_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..d99d6e0a1898f7da7023e5ec651ba307dcd9ff06
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_15__t_0.7_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 12:35:18] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_15__t_0.7_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.7_layer_15', 't_0.7_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.7_layer_15', 't_0.7_layer_20']
+Number of parameters corr net: 120
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+
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+[2025-07-17 12:36:46] Weighted Per image PCK0.10: 69.96%, image PCK0.05: 52.65%, image PCK0.01: 78.30%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_15__t_0.8_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_15__t_0.8_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..42ab451e02c74cd78942b1d7f604d2e889a9ad6a
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_15__t_0.8_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 12:38:31] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_15__t_0.8_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.7_layer_15', 't_0.8_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.7_layer_15', 't_0.8_layer_11']
+Number of parameters corr net: 120
+
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100%|██████████| 10/10 [00:03<00:00,  3.31it/s][2025-07-17 12:38:50] bird...PCK-Transfer@0.10: 77.64% | PCK-Transfer@0.05: 53.92% | PCK-Transfer@0.15: 89.44%
+
100%|██████████| 10/10 [00:03<00:00,  3.27it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  2.74it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.07it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.26it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.36it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.46it/s]
100%|██████████| 6/6 [00:01<00:00,  3.42it/s][2025-07-17 12:38:52] boat...PCK-Transfer@0.10: 63.89% | PCK-Transfer@0.05: 36.11% | PCK-Transfer@0.15: 81.94%
+
100%|██████████| 6/6 [00:01<00:00,  3.32it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.40it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.28it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.20it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.27it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.35it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.43it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.45it/s]
100%|██████████| 8/8 [00:02<00:00,  3.50it/s][2025-07-17 12:38:54] bottle...PCK-Transfer@0.10: 64.06% | PCK-Transfer@0.05: 48.44% | PCK-Transfer@0.15: 70.31%
+
100%|██████████| 8/8 [00:02<00:00,  3.40it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.32it/s]
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 47%|████▋     | 15/32 [00:04<00:05,  3.38it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.39it/s]
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 56%|█████▋    | 18/32 [00:05<00:04,  3.39it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.30it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.36it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.42it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.29it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.27it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.35it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.42it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.28it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.28it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.08it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.12it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.10it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.24it/s]
100%|██████████| 32/32 [00:09<00:00,  3.30it/s][2025-07-17 12:39:04] bus...PCK-Transfer@0.10: 83.96% | PCK-Transfer@0.05: 69.53% | PCK-Transfer@0.15: 85.00%
+
100%|██████████| 32/32 [00:09<00:00,  3.31it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.76it/s]
 11%|█         | 2/19 [00:00<00:05,  3.02it/s]
 16%|█▌        | 3/19 [00:01<00:05,  3.02it/s]
 21%|██        | 4/19 [00:01<00:04,  3.18it/s]
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 32%|███▏      | 6/19 [00:01<00:04,  3.21it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.10it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.23it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.30it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.29it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.29it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.33it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.39it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.44it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.24it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.26it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.28it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.35it/s]
100%|██████████| 19/19 [00:05<00:00,  3.44it/s][2025-07-17 12:39:10] car...PCK-Transfer@0.10: 92.00% | PCK-Transfer@0.05: 83.67% | PCK-Transfer@0.15: 94.81%
+
100%|██████████| 19/19 [00:05<00:00,  3.28it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.02it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.15it/s]
 11%|█         | 3/27 [00:00<00:07,  3.12it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.13it/s]
 19%|█▊        | 5/27 [00:01<00:07,  3.07it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.13it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.14it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.23it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.31it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.37it/s]
 41%|████      | 11/27 [00:03<00:04,  3.41it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.41it/s]
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 52%|█████▏    | 14/27 [00:04<00:03,  3.28it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.33it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.35it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.42it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.43it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.44it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.44it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.46it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.46it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.48it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.44it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.43it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.34it/s]
100%|██████████| 27/27 [00:08<00:00,  3.33it/s][2025-07-17 12:39:18] cat...PCK-Transfer@0.10: 86.32% | PCK-Transfer@0.05: 72.67% | PCK-Transfer@0.15: 91.57%
+
100%|██████████| 27/27 [00:08<00:00,  3.32it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:06,  1.96it/s]
 15%|█▌        | 2/13 [00:00<00:04,  2.61it/s]
 23%|██▎       | 3/13 [00:01<00:03,  2.66it/s]
 31%|███       | 4/13 [00:01<00:03,  2.73it/s]
 38%|███▊      | 5/13 [00:01<00:02,  2.86it/s]
 46%|████▌     | 6/13 [00:02<00:02,  2.95it/s]
 54%|█████▍    | 7/13 [00:02<00:02,  2.93it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.07it/s]
 69%|██████▉   | 9/13 [00:03<00:01,  3.18it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.22it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.29it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.27it/s]
100%|██████████| 13/13 [00:04<00:00,  3.28it/s][2025-07-17 12:39:22] chair...PCK-Transfer@0.10: 54.57% | PCK-Transfer@0.05: 36.11% | PCK-Transfer@0.15: 60.83%
+
100%|██████████| 13/13 [00:04<00:00,  3.03it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.55it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.48it/s]
100%|██████████| 3/3 [00:00<00:00,  3.54it/s][2025-07-17 12:39:23] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 72.92% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.53it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.38it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.49it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.55it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.45it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.27it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.31it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.36it/s]
100%|██████████| 8/8 [00:02<00:00,  3.48it/s][2025-07-17 12:39:25] diningtable...PCK-Transfer@0.10: 38.02% | PCK-Transfer@0.05: 22.40% | PCK-Transfer@0.15: 60.94%
+
100%|██████████| 8/8 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:08,  2.61it/s]
  8%|▊         | 2/24 [00:00<00:07,  2.78it/s]
 12%|█▎        | 3/24 [00:01<00:07,  2.99it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.14it/s]
 21%|██        | 5/24 [00:01<00:06,  3.05it/s]
 25%|██▌       | 6/24 [00:02<00:05,  3.01it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.13it/s]
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 38%|███▊      | 9/24 [00:02<00:04,  3.28it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.31it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.36it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.38it/s]
 54%|█████▍    | 13/24 [00:04<00:03,  3.27it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.28it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.35it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.37it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.30it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.20it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.28it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.35it/s]
 96%|█████████▌| 23/24 [00:07<00:00,  3.12it/s]
100%|██████████| 24/24 [00:07<00:00,  3.04it/s][2025-07-17 12:39:33] dog...PCK-Transfer@0.10: 76.45% | PCK-Transfer@0.05: 56.44% | PCK-Transfer@0.15: 88.62%
+
100%|██████████| 24/24 [00:07<00:00,  3.19it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.02it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.01it/s]
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 56%|█████▌    | 5/9 [00:01<00:01,  3.34it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.34it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.29it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.37it/s]
100%|██████████| 9/9 [00:02<00:00,  3.42it/s][2025-07-17 12:39:36] horse...PCK-Transfer@0.10: 81.56% | PCK-Transfer@0.05: 56.72% | PCK-Transfer@0.15: 83.15%
+
100%|██████████| 9/9 [00:02<00:00,  3.30it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:03<00:04,  3.46it/s]
 41%|████      | 11/27 [00:03<00:04,  3.49it/s]
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 48%|████▊     | 13/27 [00:03<00:03,  3.54it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.53it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.49it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.52it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.50it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.51it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.52it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.52it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.54it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.58it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.60it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.61it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.58it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.60it/s]
100%|██████████| 27/27 [00:07<00:00,  3.57it/s][2025-07-17 12:39:44] motorbike...PCK-Transfer@0.10: 82.34% | PCK-Transfer@0.05: 59.73% | PCK-Transfer@0.15: 88.60%
+
100%|██████████| 27/27 [00:07<00:00,  3.42it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  2.75it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.18it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.38it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.30it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.17it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.06it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.07it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.20it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.27it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.36it/s]
100%|██████████| 12/12 [00:03<00:00,  3.29it/s][2025-07-17 12:39:47] person...PCK-Transfer@0.10: 61.54% | PCK-Transfer@0.05: 42.76% | PCK-Transfer@0.15: 73.18%
+
100%|██████████| 12/12 [00:03<00:00,  3.24it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:02,  2.22it/s]
 29%|██▊       | 2/7 [00:00<00:01,  2.67it/s]
 43%|████▎     | 3/7 [00:01<00:01,  3.03it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.16it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.14it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.27it/s]
100%|██████████| 7/7 [00:02<00:00,  3.27it/s][2025-07-17 12:39:50] pottedplant...PCK-Transfer@0.10: 58.10% | PCK-Transfer@0.05: 31.43% | PCK-Transfer@0.15: 72.38%
+
100%|██████████| 7/7 [00:02<00:00,  3.10it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  2.34it/s][2025-07-17 12:39:50] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  2.34it/s]
+
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+[2025-07-17 12:40:05] Weighted Per image PCK0.10: 74.87%, image PCK0.05: 57.32%, image PCK0.01: 82.29%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_15__t_0.8_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_15__t_0.8_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..8e71699764da53df8d23de8e927be003f349e3e7
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_15__t_0.8_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-17 12:40:05] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_15__t_0.8_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.7_layer_15', 't_0.8_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.7_layer_15', 't_0.8_layer_13']
+Number of parameters corr net: 120
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+[2025-07-17 12:41:36] Weighted Per image PCK0.10: 77.72%, image PCK0.05: 61.10%, image PCK0.01: 84.80%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_18__t_0.8_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_18__t_0.8_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..3f119b0907e78b9f77c657c207168bd418d1f04e
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_18__t_0.8_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 12:43:26] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_18__t_0.8_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.7_layer_18', 't_0.8_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.7_layer_18', 't_0.8_layer_5']
+Number of parameters corr net: 120
+
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 93%|█████████▎| 28/30 [00:08<00:00,  3.46it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.47it/s]
100%|██████████| 30/30 [00:08<00:00,  3.44it/s][2025-07-17 12:43:41] bicycle...PCK-Transfer@0.10: 84.61% | PCK-Transfer@0.05: 74.61% | PCK-Transfer@0.15: 90.06%
+
100%|██████████| 30/30 [00:08<00:00,  3.41it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.32it/s]
 20%|██        | 2/10 [00:00<00:02,  3.27it/s]
 30%|███       | 3/10 [00:00<00:02,  3.47it/s]
 40%|████      | 4/10 [00:01<00:01,  3.45it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.45it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.46it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.36it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.40it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.38it/s]
100%|██████████| 10/10 [00:02<00:00,  3.44it/s][2025-07-17 12:43:44] bird...PCK-Transfer@0.10: 79.03% | PCK-Transfer@0.05: 59.39% | PCK-Transfer@0.15: 89.44%
+
100%|██████████| 10/10 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.17it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.30it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.40it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.40it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.51it/s]
100%|██████████| 6/6 [00:01<00:00,  3.45it/s][2025-07-17 12:43:46] boat...PCK-Transfer@0.10: 51.39% | PCK-Transfer@0.05: 36.11% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 6/6 [00:01<00:00,  3.42it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.57it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.54it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.56it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.60it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.52it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.57it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.55it/s]
100%|██████████| 8/8 [00:02<00:00,  3.57it/s][2025-07-17 12:43:48] bottle...PCK-Transfer@0.10: 53.12% | PCK-Transfer@0.05: 37.50% | PCK-Transfer@0.15: 62.50%
+
100%|██████████| 8/8 [00:02<00:00,  3.56it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  3.02it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.24it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.22it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.35it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.36it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.47it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.47it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.47it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.48it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.40it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.41it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.42it/s]
 41%|████      | 13/32 [00:03<00:05,  3.42it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.48it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.43it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.45it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.45it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.44it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.41it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.43it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.47it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.41it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.34it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.39it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.42it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.34it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.30it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.28it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.28it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.29it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.35it/s]
100%|██████████| 32/32 [00:09<00:00,  3.35it/s][2025-07-17 12:43:58] bus...PCK-Transfer@0.10: 79.01% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 84.48%
+
100%|██████████| 32/32 [00:09<00:00,  3.38it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.73it/s]
 11%|█         | 2/19 [00:00<00:05,  2.97it/s]
 16%|█▌        | 3/19 [00:00<00:05,  3.09it/s]
 21%|██        | 4/19 [00:01<00:04,  3.18it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.25it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.19it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.18it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.25it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.25it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.35it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.39it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.36it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.40it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.45it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.46it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.39it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.38it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.42it/s]
100%|██████████| 19/19 [00:05<00:00,  3.46it/s][2025-07-17 12:44:03] car...PCK-Transfer@0.10: 88.21% | PCK-Transfer@0.05: 79.15% | PCK-Transfer@0.15: 90.49%
+
100%|██████████| 19/19 [00:05<00:00,  3.32it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.48it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.43it/s]
 11%|█         | 3/27 [00:00<00:07,  3.38it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.45it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.31it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.30it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.35it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.38it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.41it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.43it/s]
 41%|████      | 11/27 [00:03<00:04,  3.45it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.49it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.47it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.42it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.36it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.35it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.39it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.40it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.39it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.40it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.38it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.40it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.36it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.36it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.39it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.40it/s]
100%|██████████| 27/27 [00:07<00:00,  3.37it/s][2025-07-17 12:44:11] cat...PCK-Transfer@0.10: 85.53% | PCK-Transfer@0.05: 67.15% | PCK-Transfer@0.15: 90.30%
+
100%|██████████| 27/27 [00:07<00:00,  3.39it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.34it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.56it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.60it/s]
 31%|███       | 4/13 [00:01<00:02,  3.58it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.55it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.53it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.53it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.60it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.60it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.62it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.60it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.59it/s]
100%|██████████| 13/13 [00:03<00:00,  3.59it/s][2025-07-17 12:44:15] chair...PCK-Transfer@0.10: 41.26% | PCK-Transfer@0.05: 27.20% | PCK-Transfer@0.15: 51.45%
+
100%|██████████| 13/13 [00:03<00:00,  3.57it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.62it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.59it/s]
100%|██████████| 3/3 [00:00<00:00,  3.60it/s][2025-07-17 12:44:16] cow...PCK-Transfer@0.10: 85.42% | PCK-Transfer@0.05: 66.67% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.60it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.55it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.60it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.61it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.67it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.61it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.59it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.61it/s]
100%|██████████| 8/8 [00:02<00:00,  3.63it/s][2025-07-17 12:44:18] diningtable...PCK-Transfer@0.10: 36.46% | PCK-Transfer@0.05: 21.35% | PCK-Transfer@0.15: 57.81%
+
100%|██████████| 8/8 [00:02<00:00,  3.62it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.19it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.35it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.43it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.57it/s]
 21%|██        | 5/24 [00:01<00:05,  3.55it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.53it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.41it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.28it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.21it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.22it/s]
 46%|████▌     | 11/24 [00:03<00:04,  3.23it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.29it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.31it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.32it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.34it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.38it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.40it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.35it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.31it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.33it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.37it/s]
100%|██████████| 24/24 [00:07<00:00,  3.41it/s][2025-07-17 12:44:25] dog...PCK-Transfer@0.10: 70.35% | PCK-Transfer@0.05: 56.73% | PCK-Transfer@0.15: 84.49%
+
100%|██████████| 24/24 [00:07<00:00,  3.36it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  2.94it/s]
 22%|██▏       | 2/9 [00:00<00:02,  2.89it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.13it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.24it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.26it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.26it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.20it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.27it/s]
100%|██████████| 9/9 [00:02<00:00,  3.36it/s][2025-07-17 12:44:28] horse...PCK-Transfer@0.10: 77.86% | PCK-Transfer@0.05: 54.07% | PCK-Transfer@0.15: 80.24%
+
100%|██████████| 9/9 [00:02<00:00,  3.24it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.33it/s]
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 15%|█▍        | 4/27 [00:01<00:07,  3.28it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.20it/s]
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 30%|██▉       | 8/27 [00:02<00:05,  3.30it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.36it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.35it/s]
 41%|████      | 11/27 [00:03<00:04,  3.39it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.37it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.44it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.45it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.48it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.47it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.45it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.46it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.43it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.43it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.46it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.52it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.50it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.51it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.55it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.52it/s]
100%|██████████| 27/27 [00:07<00:00,  3.53it/s][2025-07-17 12:44:36] motorbike...PCK-Transfer@0.10: 78.68% | PCK-Transfer@0.05: 58.69% | PCK-Transfer@0.15: 86.62%
+
100%|██████████| 27/27 [00:07<00:00,  3.43it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.26it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.50it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.59it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.59it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.28it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.15it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.05it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.07it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.20it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.26it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.34it/s]
100%|██████████| 12/12 [00:03<00:00,  3.30it/s][2025-07-17 12:44:40] person...PCK-Transfer@0.10: 54.34% | PCK-Transfer@0.05: 38.77% | PCK-Transfer@0.15: 66.08%
+
100%|██████████| 12/12 [00:03<00:00,  3.28it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.12it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.30it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.32it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.28it/s]
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+[2025-07-17 12:44:56] Weighted Per image PCK0.10: 70.83%, image PCK0.05: 53.97%, image PCK0.01: 79.51%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_5__t_0.7_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_5__t_0.7_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..dc8d7332546f1bee001f55a693051a4a8d8135aa
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_5__t_0.7_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 11:25:40] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_5__t_0.7_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.7_layer_5', 't_0.7_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.7_layer_5', 't_0.7_layer_9']
+Number of parameters corr net: 120
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+[2025-07-17 11:27:09] Weighted Per image PCK0.10: 69.75%, image PCK0.05: 52.02%, image PCK0.01: 80.99%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_5__t_0.8_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_5__t_0.8_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..b76629aa6ae427e89dd49d338e139f28d6140689
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_5__t_0.8_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 11:38:27] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_5__t_0.8_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.7_layer_5', 't_0.8_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.7_layer_5', 't_0.8_layer_20']
+Number of parameters corr net: 120
+
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 23%|██▎       | 7/30 [00:02<00:06,  3.33it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.28it/s]
 30%|███       | 9/30 [00:02<00:06,  3.24it/s]
 33%|███▎      | 10/30 [00:03<00:06,  3.30it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.40it/s]
 40%|████      | 12/30 [00:03<00:05,  3.38it/s]
 43%|████▎     | 13/30 [00:03<00:04,  3.43it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.40it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.44it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.48it/s]
 57%|█████▋    | 17/30 [00:04<00:03,  3.54it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.50it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.46it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.39it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.38it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.37it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.45it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.36it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.40it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.35it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.37it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.24it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.23it/s]
100%|██████████| 30/30 [00:08<00:00,  3.26it/s][2025-07-17 11:38:42] bicycle...PCK-Transfer@0.10: 78.24% | PCK-Transfer@0.05: 67.00% | PCK-Transfer@0.15: 86.42%
+
100%|██████████| 30/30 [00:08<00:00,  3.36it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.32it/s]
 20%|██        | 2/10 [00:00<00:02,  3.37it/s]
 30%|███       | 3/10 [00:00<00:01,  3.52it/s]
 40%|████      | 4/10 [00:01<00:01,  3.48it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.40it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.46it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.48it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.51it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.50it/s]
100%|██████████| 10/10 [00:02<00:00,  3.55it/s][2025-07-17 11:38:45] bird...PCK-Transfer@0.10: 70.78% | PCK-Transfer@0.05: 47.19% | PCK-Transfer@0.15: 89.44%
+
100%|██████████| 10/10 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.10it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.00it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.22it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.26it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.43it/s]
100%|██████████| 6/6 [00:01<00:00,  3.43it/s][2025-07-17 11:38:47] boat...PCK-Transfer@0.10: 45.83% | PCK-Transfer@0.05: 31.94% | PCK-Transfer@0.15: 72.22%
+
100%|██████████| 6/6 [00:01<00:00,  3.33it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.42it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.44it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.48it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.53it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.52it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.59it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.56it/s]
100%|██████████| 8/8 [00:02<00:00,  3.59it/s][2025-07-17 11:38:49] bottle...PCK-Transfer@0.10: 59.38% | PCK-Transfer@0.05: 40.62% | PCK-Transfer@0.15: 64.06%
+
100%|██████████| 8/8 [00:02<00:00,  3.55it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  3.04it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.33it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.38it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.48it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.45it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.54it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.54it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.60it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.60it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.52it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.50it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.49it/s]
 41%|████      | 13/32 [00:03<00:05,  3.53it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.58it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.58it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.56it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.54it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.54it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.49it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.49it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.52it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.44it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.42it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.50it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.56it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.47it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.48it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.43it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.45it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.46it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.53it/s]
100%|██████████| 32/32 [00:09<00:00,  3.51it/s][2025-07-17 11:38:59] bus...PCK-Transfer@0.10: 77.71% | PCK-Transfer@0.05: 59.48% | PCK-Transfer@0.15: 81.35%
+
100%|██████████| 32/32 [00:09<00:00,  3.50it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:04,  3.62it/s]
 11%|█         | 2/19 [00:00<00:04,  3.53it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.39it/s]
 21%|██        | 4/19 [00:01<00:04,  3.43it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.49it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.39it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.35it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.44it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.41it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.50it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.56it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.54it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.58it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.63it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.65it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.61it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.51it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.57it/s]
100%|██████████| 19/19 [00:05<00:00,  3.62it/s][2025-07-17 11:39:04] car...PCK-Transfer@0.10: 86.89% | PCK-Transfer@0.05: 69.39% | PCK-Transfer@0.15: 90.23%
+
100%|██████████| 19/19 [00:05<00:00,  3.53it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.32it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.35it/s]
 11%|█         | 3/27 [00:00<00:07,  3.34it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.48it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.50it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.54it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.59it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.59it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.50it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.53it/s]
 41%|████      | 11/27 [00:03<00:04,  3.56it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.60it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.54it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.56it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.53it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.53it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.56it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.62it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.58it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.54it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.54it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.53it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.54it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.54it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.54it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.53it/s]
100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-17 11:39:12] cat...PCK-Transfer@0.10: 80.30% | PCK-Transfer@0.05: 63.06% | PCK-Transfer@0.15: 87.06%
+
100%|██████████| 27/27 [00:07<00:00,  3.54it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.79it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.22it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.28it/s]
 31%|███       | 4/13 [00:01<00:02,  3.35it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.41it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.41it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.48it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.59it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.65it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.67it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.69it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.65it/s]
100%|██████████| 13/13 [00:03<00:00,  3.64it/s][2025-07-17 11:39:15] chair...PCK-Transfer@0.10: 41.20% | PCK-Transfer@0.05: 26.97% | PCK-Transfer@0.15: 50.11%
+
100%|██████████| 13/13 [00:03<00:00,  3.52it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.88it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.17it/s]
100%|██████████| 3/3 [00:00<00:00,  3.37it/s][2025-07-17 11:39:16] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.28it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.55it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.60it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.62it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.69it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.65it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.63it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.62it/s]
100%|██████████| 8/8 [00:02<00:00,  3.65it/s][2025-07-17 11:39:18] diningtable...PCK-Transfer@0.10: 48.44% | PCK-Transfer@0.05: 28.65% | PCK-Transfer@0.15: 61.46%
+
100%|██████████| 8/8 [00:02<00:00,  3.64it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.27it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.44it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.50it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.59it/s]
 21%|██        | 5/24 [00:01<00:05,  3.58it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.60it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.55it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.53it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.56it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.63it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.63it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.63it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.64it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.62it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.61it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.61it/s]
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 75%|███████▌  | 18/24 [00:05<00:01,  3.53it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.43it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.39it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.44it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.45it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.52it/s]
100%|██████████| 24/24 [00:06<00:00,  3.56it/s][2025-07-17 11:39:25] dog...PCK-Transfer@0.10: 73.26% | PCK-Transfer@0.05: 53.21% | PCK-Transfer@0.15: 83.24%
+
100%|██████████| 24/24 [00:06<00:00,  3.55it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.60it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.53it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.61it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.68it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.62it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.59it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.47it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.53it/s]
100%|██████████| 9/9 [00:02<00:00,  3.59it/s][2025-07-17 11:39:28] horse...PCK-Transfer@0.10: 79.34% | PCK-Transfer@0.05: 59.63% | PCK-Transfer@0.15: 84.10%
+
100%|██████████| 9/9 [00:02<00:00,  3.58it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.58it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.54it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.60it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.59it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.57it/s]
 41%|████      | 11/27 [00:03<00:04,  3.58it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.56it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.60it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.61it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.64it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.62it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.62it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.63it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.59it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.58it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.59it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.66it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.65it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.68it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.73it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.69it/s]
100%|██████████| 27/27 [00:07<00:00,  3.65it/s][2025-07-17 11:39:35] motorbike...PCK-Transfer@0.10: 76.38% | PCK-Transfer@0.05: 52.18% | PCK-Transfer@0.15: 84.96%
+
100%|██████████| 27/27 [00:07<00:00,  3.62it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.43it/s]
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+[2025-07-17 11:39:55] Weighted Per image PCK0.10: 69.35%, image PCK0.05: 50.62%, image PCK0.01: 78.20%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_9__t_0.8_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_9__t_0.8_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..6ba22b1f1e815591e9a6c4850885aef606678fa1
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_9__t_0.8_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 11:47:55] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_9__t_0.8_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.7_layer_9', 't_0.8_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.7_layer_9', 't_0.8_layer_12']
+Number of parameters corr net: 120
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+[2025-07-17 11:49:23] Weighted Per image PCK0.10: 74.59%, image PCK0.05: 57.79%, image PCK0.01: 83.56%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_9__t_0.8_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_9__t_0.8_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..bc69d4b30e75acc2c1e05e5fbe4a541db6e1628b
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_9__t_0.8_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 11:51:04] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_9__t_0.8_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.7_layer_9', 't_0.8_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.7_layer_9', 't_0.8_layer_20']
+Number of parameters corr net: 120
+
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 53%|█████▎    | 8/15 [00:03<00:02,  2.97it/s]
 60%|██████    | 9/15 [00:04<00:01,  3.07it/s]
 67%|██████▋   | 10/15 [00:04<00:01,  3.19it/s]
 73%|███████▎  | 11/15 [00:04<00:01,  3.19it/s]
 80%|████████  | 12/15 [00:04<00:00,  3.32it/s]
 87%|████████▋ | 13/15 [00:05<00:00,  3.36it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.35it/s]
100%|██████████| 15/15 [00:05<00:00,  3.37it/s][2025-07-17 11:51:11] aeroplane...PCK-Transfer@0.10: 79.53% | PCK-Transfer@0.05: 61.43% | PCK-Transfer@0.15: 88.75%
+
100%|██████████| 15/15 [00:05<00:00,  2.56it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:08,  3.29it/s]
  7%|▋         | 2/30 [00:00<00:08,  3.34it/s]
 10%|█         | 3/30 [00:00<00:08,  3.29it/s]
 13%|█▎        | 4/30 [00:01<00:07,  3.32it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.42it/s]
 20%|██        | 6/30 [00:01<00:07,  3.35it/s]
 23%|██▎       | 7/30 [00:02<00:06,  3.29it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.24it/s]
 30%|███       | 9/30 [00:02<00:06,  3.18it/s]
 33%|███▎      | 10/30 [00:03<00:06,  3.12it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.22it/s]
 40%|████      | 12/30 [00:03<00:05,  3.28it/s]
 43%|████▎     | 13/30 [00:03<00:05,  3.31it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.31it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.34it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.29it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.40it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.43it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.36it/s]
 67%|██████▋   | 20/30 [00:06<00:02,  3.37it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.36it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.32it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.38it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.31it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.37it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.42it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.44it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.44it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.47it/s]
100%|██████████| 30/30 [00:08<00:00,  3.45it/s][2025-07-17 11:51:20] bicycle...PCK-Transfer@0.10: 82.48% | PCK-Transfer@0.05: 71.55% | PCK-Transfer@0.15: 88.24%
+
100%|██████████| 30/30 [00:08<00:00,  3.34it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.18it/s]
 20%|██        | 2/10 [00:00<00:02,  3.30it/s]
 30%|███       | 3/10 [00:00<00:02,  3.50it/s]
 40%|████      | 4/10 [00:01<00:01,  3.47it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.50it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.55it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.52it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.58it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.56it/s]
100%|██████████| 10/10 [00:02<00:00,  3.60it/s][2025-07-17 11:51:23] bird...PCK-Transfer@0.10: 76.75% | PCK-Transfer@0.05: 52.81% | PCK-Transfer@0.15: 90.69%
+
100%|██████████| 10/10 [00:02<00:00,  3.52it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.31it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.40it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.48it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.56it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.62it/s]
100%|██████████| 6/6 [00:01<00:00,  3.54it/s][2025-07-17 11:51:24] boat...PCK-Transfer@0.10: 52.78% | PCK-Transfer@0.05: 31.94% | PCK-Transfer@0.15: 79.17%
+
100%|██████████| 6/6 [00:01<00:00,  3.52it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.58it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.50it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.59it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.60it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.55it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.62it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.59it/s]
100%|██████████| 8/8 [00:02<00:00,  3.58it/s][2025-07-17 11:51:27] bottle...PCK-Transfer@0.10: 62.50% | PCK-Transfer@0.05: 42.19% | PCK-Transfer@0.15: 67.19%
+
100%|██████████| 8/8 [00:02<00:00,  3.58it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.29it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.46it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.48it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.53it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.44it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.53it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.52it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.55it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.57it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.50it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.45it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.47it/s]
 41%|████      | 13/32 [00:03<00:05,  3.53it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.58it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.55it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.54it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.53it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.48it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.37it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.33it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.38it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.30it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.33it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.43it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.51it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.47it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.46it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.42it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.42it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.39it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.47it/s]
100%|██████████| 32/32 [00:09<00:00,  3.48it/s][2025-07-17 11:51:36] bus...PCK-Transfer@0.10: 79.27% | PCK-Transfer@0.05: 62.34% | PCK-Transfer@0.15: 83.18%
+
100%|██████████| 32/32 [00:09<00:00,  3.46it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.84it/s]
 11%|█         | 2/19 [00:00<00:05,  3.15it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.28it/s]
 21%|██        | 4/19 [00:01<00:04,  3.31it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.37it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.29it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.26it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.38it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.42it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.48it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.53it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.54it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.56it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.59it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.61it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.56it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.56it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.58it/s]
100%|██████████| 19/19 [00:05<00:00,  3.63it/s][2025-07-17 11:51:41] car...PCK-Transfer@0.10: 89.86% | PCK-Transfer@0.05: 74.41% | PCK-Transfer@0.15: 91.14%
+
100%|██████████| 19/19 [00:05<00:00,  3.47it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.65it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.53it/s]
 11%|█         | 3/27 [00:00<00:06,  3.51it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.58it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.51it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.48it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.53it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.51it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.54it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.60it/s]
 41%|████      | 11/27 [00:03<00:04,  3.62it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.61it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.55it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.49it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.55it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.62it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.57it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.55it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.54it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.51it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.54it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.54it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.53it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.47it/s]
100%|██████████| 27/27 [00:07<00:00,  3.43it/s][2025-07-17 11:51:49] cat...PCK-Transfer@0.10: 81.72% | PCK-Transfer@0.05: 67.15% | PCK-Transfer@0.15: 87.42%
+
100%|██████████| 27/27 [00:07<00:00,  3.53it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.91it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.35it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.44it/s]
 31%|███       | 4/13 [00:01<00:02,  3.45it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.50it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.51it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.55it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.63it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.66it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.68it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.70it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.67it/s]
100%|██████████| 13/13 [00:03<00:00,  3.64it/s][2025-07-17 11:51:53] chair...PCK-Transfer@0.10: 43.25% | PCK-Transfer@0.05: 29.36% | PCK-Transfer@0.15: 52.16%
+
100%|██████████| 13/13 [00:03<00:00,  3.57it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.62it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.64it/s]
100%|██████████| 3/3 [00:00<00:00,  3.66it/s][2025-07-17 11:51:54] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.65it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.46it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.54it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.56it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.65it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.62it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.60it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.58it/s]
100%|██████████| 8/8 [00:02<00:00,  3.57it/s][2025-07-17 11:51:56] diningtable...PCK-Transfer@0.10: 48.44% | PCK-Transfer@0.05: 28.65% | PCK-Transfer@0.15: 64.58%
+
100%|██████████| 8/8 [00:02<00:00,  3.58it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.19it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.42it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.48it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.58it/s]
 21%|██        | 5/24 [00:01<00:05,  3.46it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.49it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.49it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.46it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.47it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.56it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.57it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.58it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.60it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.59it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.60it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.60it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.63it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.63it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.58it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.51it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.54it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.52it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.51it/s]
100%|██████████| 24/24 [00:06<00:00,  3.53it/s][2025-07-17 11:52:03] dog...PCK-Transfer@0.10: 75.70% | PCK-Transfer@0.05: 55.99% | PCK-Transfer@0.15: 86.06%
+
100%|██████████| 24/24 [00:06<00:00,  3.54it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.11it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.31it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.49it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.63it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.60it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.59it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.45it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.50it/s]
100%|██████████| 9/9 [00:02<00:00,  3.58it/s][2025-07-17 11:52:05] horse...PCK-Transfer@0.10: 81.19% | PCK-Transfer@0.05: 61.75% | PCK-Transfer@0.15: 85.16%
+
100%|██████████| 9/9 [00:02<00:00,  3.52it/s]
+
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 41%|████      | 11/27 [00:03<00:04,  3.57it/s]
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100%|██████████| 7/7 [00:02<00:00,  3.27it/s][2025-07-17 11:52:18] pottedplant...PCK-Transfer@0.10: 58.57% | PCK-Transfer@0.05: 31.43% | PCK-Transfer@0.15: 72.86%
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+
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+[2025-07-17 11:52:33] Weighted Per image PCK0.10: 72.03%, image PCK0.05: 53.75%, image PCK0.01: 80.26%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_9__t_0.8_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_9__t_0.8_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..e405ba39e7a0ee9590ab0863e7d6a629d4e37e2f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_9__t_0.8_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 11:44:51] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.7_layer_9__t_0.8_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.7_layer_9', 't_0.8_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.7_layer_9', 't_0.8_layer_9']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.46it/s][2025-07-17 11:45:23] bus...PCK-Transfer@0.10: 80.47% | PCK-Transfer@0.05: 66.67% | PCK-Transfer@0.15: 85.78%
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100%|██████████| 19/19 [00:05<00:00,  3.40it/s][2025-07-17 11:45:29] car...PCK-Transfer@0.10: 92.00% | PCK-Transfer@0.05: 84.36% | PCK-Transfer@0.15: 93.75%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.51it/s][2025-07-17 11:45:37] cat...PCK-Transfer@0.10: 85.09% | PCK-Transfer@0.05: 67.38% | PCK-Transfer@0.15: 91.21%
+
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+
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100%|██████████| 13/13 [00:03<00:00,  3.49it/s][2025-07-17 11:45:41] chair...PCK-Transfer@0.10: 52.97% | PCK-Transfer@0.05: 38.74% | PCK-Transfer@0.15: 66.82%
+
100%|██████████| 13/13 [00:03<00:00,  3.46it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.55it/s][2025-07-17 11:45:42] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.55it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.52it/s][2025-07-17 11:45:44] diningtable...PCK-Transfer@0.10: 52.08% | PCK-Transfer@0.05: 36.46% | PCK-Transfer@0.15: 70.31%
+
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+
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100%|██████████| 24/24 [00:06<00:00,  3.49it/s][2025-07-17 11:45:51] dog...PCK-Transfer@0.10: 78.26% | PCK-Transfer@0.05: 57.04% | PCK-Transfer@0.15: 89.63%
+
100%|██████████| 24/24 [00:06<00:00,  3.49it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.56it/s][2025-07-17 11:45:53] horse...PCK-Transfer@0.10: 84.21% | PCK-Transfer@0.05: 57.41% | PCK-Transfer@0.15: 87.38%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.53it/s][2025-07-17 11:46:01] motorbike...PCK-Transfer@0.10: 81.27% | PCK-Transfer@0.05: 60.29% | PCK-Transfer@0.15: 88.23%
+
100%|██████████| 27/27 [00:07<00:00,  3.56it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.55it/s][2025-07-17 11:46:04] person...PCK-Transfer@0.10: 58.14% | PCK-Transfer@0.05: 41.67% | PCK-Transfer@0.15: 71.83%
+
100%|██████████| 12/12 [00:03<00:00,  3.54it/s]
+
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100%|██████████| 7/7 [00:01<00:00,  3.53it/s][2025-07-17 11:46:06] pottedplant...PCK-Transfer@0.10: 51.43% | PCK-Transfer@0.05: 31.90% | PCK-Transfer@0.15: 73.33%
+
100%|██████████| 7/7 [00:01<00:00,  3.56it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.54it/s][2025-07-17 11:46:07] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.53it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.53it/s][2025-07-17 11:46:10] sofa...PCK-Transfer@0.10: 51.13% | PCK-Transfer@0.05: 30.05% | PCK-Transfer@0.15: 69.40%
+
100%|██████████| 13/13 [00:03<00:00,  3.58it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.58it/s][2025-07-17 11:46:16] train...PCK-Transfer@0.10: 72.00% | PCK-Transfer@0.05: 44.50% | PCK-Transfer@0.15: 83.00%
+
100%|██████████| 20/20 [00:05<00:00,  3.61it/s]
+
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100%|██████████| 15/15 [00:04<00:00,  3.63it/s][2025-07-17 11:46:20] tvmonitor...PCK-Transfer@0.10: 42.78% | PCK-Transfer@0.05: 21.67% | PCK-Transfer@0.15: 65.56%
+
100%|██████████| 15/15 [00:04<00:00,  3.58it/s]
+[2025-07-17 11:46:20] Weighted Per image PCK0.10: 73.78%, image PCK0.05: 56.07%, image PCK0.01: 83.50%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.8_layer_13__t_0.8_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.8_layer_13__t_0.8_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..0bedbd19693a1f1d6f1e110f2b24587a95062d6a
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.8_layer_13__t_0.8_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 13:23:07] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.8_layer_13__t_0.8_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.8_layer_13', 't_0.8_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.8_layer_13', 't_0.8_layer_20']
+Number of parameters corr net: 120
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100%|██████████| 20/20 [00:05<00:00,  3.47it/s][2025-07-17 13:24:31] train...PCK-Transfer@0.10: 71.75% | PCK-Transfer@0.05: 45.25% | PCK-Transfer@0.15: 80.75%
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100%|██████████| 15/15 [00:04<00:00,  3.68it/s][2025-07-17 13:24:35] tvmonitor...PCK-Transfer@0.10: 42.78% | PCK-Transfer@0.05: 31.67% | PCK-Transfer@0.15: 56.67%
+
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+[2025-07-17 13:24:35] Weighted Per image PCK0.10: 72.38%, image PCK0.05: 53.32%, image PCK0.01: 81.32%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.8_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.8_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..4b3db62485f2cfb53c8647cbbca63a384e396627
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_12__t_0.8_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 03:02:06] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_12__t_0.8_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_12', 't_0.8_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_12', 't_0.8_layer_5']
+Number of parameters corr net: 120
+
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 59%|█████▉    | 19/32 [00:05<00:04,  3.25it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.31it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.26it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.40it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.43it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.19it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.25it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.35it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.39it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.49it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.56it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.60it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.56it/s]
100%|██████████| 32/32 [00:09<00:00,  3.56it/s][2025-07-12 03:02:39] bus...PCK-Transfer@0.10: 78.49% | PCK-Transfer@0.05: 61.72% | PCK-Transfer@0.15: 85.26%
+
100%|██████████| 32/32 [00:09<00:00,  3.36it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.05it/s]
 11%|█         | 2/19 [00:00<00:05,  3.06it/s]
 16%|█▌        | 3/19 [00:01<00:05,  2.97it/s]
 21%|██        | 4/19 [00:01<00:05,  2.93it/s]
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 32%|███▏      | 6/19 [00:02<00:04,  3.06it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.27it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.28it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.15it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.23it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.31it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.14it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.21it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  2.94it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.08it/s]
 84%|████████▍ | 16/19 [00:05<00:00,  3.17it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.07it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.23it/s]
100%|██████████| 19/19 [00:06<00:00,  3.10it/s][2025-07-12 03:02:45] car...PCK-Transfer@0.10: 86.65% | PCK-Transfer@0.05: 78.01% | PCK-Transfer@0.15: 88.46%
+
100%|██████████| 19/19 [00:06<00:00,  3.11it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.30it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.51it/s]
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 59%|█████▉    | 16/27 [00:04<00:02,  3.69it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.62it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.56it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.57it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.62it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.62it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.64it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.64it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.64it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.63it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.61it/s]
100%|██████████| 27/27 [00:07<00:00,  3.59it/s][2025-07-12 03:02:53] cat...PCK-Transfer@0.10: 81.77% | PCK-Transfer@0.05: 64.73% | PCK-Transfer@0.15: 89.78%
+
100%|██████████| 27/27 [00:07<00:00,  3.54it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.78it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.17it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.20it/s]
 31%|███       | 4/13 [00:01<00:02,  3.35it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.45it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.52it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.51it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.47it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.22it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.26it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.32it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.42it/s]
100%|██████████| 13/13 [00:03<00:00,  3.44it/s][2025-07-12 03:02:57] chair...PCK-Transfer@0.10: 48.53% | PCK-Transfer@0.05: 27.71% | PCK-Transfer@0.15: 60.30%
+
100%|██████████| 13/13 [00:03<00:00,  3.36it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.45it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  2.89it/s]
100%|██████████| 3/3 [00:00<00:00,  3.15it/s][2025-07-12 03:02:58] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.01it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.07it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.25it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.37it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.18it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.29it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.37it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.45it/s]
100%|██████████| 8/8 [00:02<00:00,  3.47it/s][2025-07-12 03:03:00] diningtable...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 34.38% | PCK-Transfer@0.15: 65.10%
+
100%|██████████| 8/8 [00:02<00:00,  3.37it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.00it/s]
  8%|▊         | 2/24 [00:00<00:07,  3.12it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.26it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.16it/s]
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 29%|██▉       | 7/24 [00:02<00:05,  3.26it/s]
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 42%|████▏     | 10/24 [00:03<00:04,  3.32it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.37it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.41it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.53it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.55it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.44it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.48it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.46it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.44it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.43it/s]
100%|██████████| 24/24 [00:07<00:00,  3.43it/s][2025-07-12 03:03:07] dog...PCK-Transfer@0.10: 72.85% | PCK-Transfer@0.05: 54.50% | PCK-Transfer@0.15: 86.72%
+
100%|██████████| 24/24 [00:07<00:00,  3.38it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  2.94it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.19it/s]
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 56%|█████▌    | 5/9 [00:01<00:01,  3.36it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.39it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.47it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.48it/s]
100%|██████████| 9/9 [00:02<00:00,  3.46it/s][2025-07-12 03:03:10] horse...PCK-Transfer@0.10: 77.49% | PCK-Transfer@0.05: 55.93% | PCK-Transfer@0.15: 83.28%
+
100%|██████████| 9/9 [00:02<00:00,  3.38it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.56it/s]
 41%|████      | 11/27 [00:03<00:04,  3.58it/s]
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 67%|██████▋   | 18/27 [00:05<00:02,  3.68it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.28it/s]
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 81%|████████▏ | 22/27 [00:06<00:01,  3.32it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.36it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.40it/s][2025-07-12 03:03:18] motorbike...PCK-Transfer@0.10: 76.74% | PCK-Transfer@0.05: 55.34% | PCK-Transfer@0.15: 86.75%
+
100%|██████████| 27/27 [00:07<00:00,  3.44it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:05,  2.20it/s]
 17%|█▋        | 2/12 [00:00<00:03,  2.69it/s]
 25%|██▌       | 3/12 [00:01<00:03,  2.85it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.20it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.31it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.41it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.43it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.47it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.47it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.48it/s]
100%|██████████| 12/12 [00:03<00:00,  3.46it/s][2025-07-12 03:03:22] person...PCK-Transfer@0.10: 54.10% | PCK-Transfer@0.05: 35.28% | PCK-Transfer@0.15: 70.22%
+
100%|██████████| 12/12 [00:03<00:00,  3.27it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:02,  2.86it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.16it/s]
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 71%|███████▏  | 5/7 [00:01<00:00,  3.49it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.37it/s]
100%|██████████| 7/7 [00:02<00:00,  3.40it/s][2025-07-12 03:03:24] pottedplant...PCK-Transfer@0.10: 44.29% | PCK-Transfer@0.05: 24.76% | PCK-Transfer@0.15: 68.57%
+
100%|██████████| 7/7 [00:02<00:00,  3.35it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  2.78it/s][2025-07-12 03:03:24] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  2.77it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.30it/s]
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 85%|████████▍ | 11/13 [00:03<00:00,  3.46it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.45it/s]
100%|██████████| 13/13 [00:03<00:00,  3.40it/s][2025-07-12 03:03:28] sofa...PCK-Transfer@0.10: 49.89% | PCK-Transfer@0.05: 30.11% | PCK-Transfer@0.15: 68.74%
+
100%|██████████| 13/13 [00:03<00:00,  3.36it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.72it/s]
 45%|████▌     | 9/20 [00:02<00:02,  3.76it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.71it/s]
 55%|█████▌    | 11/20 [00:02<00:02,  3.76it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.73it/s]
 65%|██████▌   | 13/20 [00:03<00:01,  3.78it/s]
 70%|███████   | 14/20 [00:03<00:01,  3.78it/s]
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 80%|████████  | 16/20 [00:04<00:01,  3.79it/s]
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 90%|█████████ | 18/20 [00:04<00:00,  3.73it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.69it/s]
100%|██████████| 20/20 [00:05<00:00,  3.75it/s][2025-07-12 03:03:33] train...PCK-Transfer@0.10: 66.75% | PCK-Transfer@0.05: 39.25% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 20/20 [00:05<00:00,  3.73it/s]
+
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+[2025-07-12 03:03:37] Weighted Per image PCK0.10: 69.31%, image PCK0.05: 51.99%, image PCK0.01: 80.65%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.5_layer_15__t_0.8_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.5_layer_15__t_0.8_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..46d7ca88900bb641e49ce58203f86541db53e5dc
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.5_layer_15__t_0.8_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-17 13:48:07] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_13__t_0.5_layer_15__t_0.8_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_13', 't_0.5_layer_15', 't_0.8_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_13', 't_0.5_layer_15', 't_0.8_layer_18']
+Number of parameters corr net: 120
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+
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100%|██████████| 15/15 [00:04<00:00,  3.54it/s][2025-07-17 13:49:34] tvmonitor...PCK-Transfer@0.10: 35.56% | PCK-Transfer@0.05: 23.33% | PCK-Transfer@0.15: 45.56%
+
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+[2025-07-17 13:49:34] Weighted Per image PCK0.10: 70.85%, image PCK0.05: 54.27%, image PCK0.01: 79.35%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.5_layer_18__t_0.8_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.5_layer_18__t_0.8_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..73019daa2c48eccbd5f8c47600cc9fcfd035f608
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.5_layer_18__t_0.8_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-17 14:04:13] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_13__t_0.5_layer_18__t_0.8_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_13', 't_0.5_layer_18', 't_0.8_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_13', 't_0.5_layer_18', 't_0.8_layer_5']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  3.38it/s][2025-07-17 14:04:20] aeroplane...PCK-Transfer@0.10: 85.30% | PCK-Transfer@0.05: 66.67% | PCK-Transfer@0.15: 92.74%
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 44%|████▍     | 14/32 [00:04<00:05,  3.58it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.34it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.33it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.24it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.32it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.28it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.33it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.39it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.39it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.45it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.56it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.65it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.56it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.54it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.48it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.46it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.45it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.54it/s]
100%|██████████| 32/32 [00:09<00:00,  3.59it/s][2025-07-17 14:04:46] bus...PCK-Transfer@0.10: 72.24% | PCK-Transfer@0.05: 57.66% | PCK-Transfer@0.15: 80.83%
+
100%|██████████| 32/32 [00:09<00:00,  3.42it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:04,  3.71it/s]
 11%|█         | 2/19 [00:00<00:04,  3.54it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.54it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.41it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.41it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.51it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.55it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.63it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.67it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.60it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.61it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.67it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.62it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.61it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.59it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.64it/s]
100%|██████████| 19/19 [00:05<00:00,  3.73it/s][2025-07-17 14:04:51] car...PCK-Transfer@0.10: 89.00% | PCK-Transfer@0.05: 77.85% | PCK-Transfer@0.15: 91.57%
+
100%|██████████| 19/19 [00:05<00:00,  3.60it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.48it/s]
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 11%|█         | 3/27 [00:00<00:06,  3.49it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.59it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.42it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.46it/s]
 41%|████      | 11/27 [00:03<00:04,  3.43it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.37it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.38it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.46it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.55it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.54it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.52it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.52it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.51it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.55it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.54it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.53it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.53it/s]
100%|██████████| 27/27 [00:07<00:00,  3.53it/s][2025-07-17 14:04:59] cat...PCK-Transfer@0.10: 81.45% | PCK-Transfer@0.05: 61.52% | PCK-Transfer@0.15: 84.82%
+
100%|██████████| 27/27 [00:07<00:00,  3.47it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.39it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.60it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.62it/s]
 31%|███       | 4/13 [00:01<00:02,  3.55it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.55it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.49it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.51it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.59it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.52it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.58it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.46it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.46it/s]
100%|██████████| 13/13 [00:03<00:00,  3.50it/s][2025-07-17 14:05:02] chair...PCK-Transfer@0.10: 47.46% | PCK-Transfer@0.05: 28.08% | PCK-Transfer@0.15: 54.85%
+
100%|██████████| 13/13 [00:03<00:00,  3.52it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.54it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.45it/s]
100%|██████████| 3/3 [00:00<00:00,  3.45it/s][2025-07-17 14:05:03] cow...PCK-Transfer@0.10: 77.08% | PCK-Transfer@0.05: 52.08% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.46it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.55it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.54it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.55it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.60it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.57it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.51it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.45it/s]
100%|██████████| 8/8 [00:02<00:00,  3.47it/s][2025-07-17 14:05:06] diningtable...PCK-Transfer@0.10: 49.48% | PCK-Transfer@0.05: 23.96% | PCK-Transfer@0.15: 63.02%
+
100%|██████████| 8/8 [00:02<00:00,  3.50it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.54it/s]
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 12%|█▎        | 3/24 [00:00<00:05,  3.54it/s]
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 21%|██        | 5/24 [00:01<00:05,  3.56it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.57it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.52it/s]
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 42%|████▏     | 10/24 [00:02<00:03,  3.53it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.59it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.58it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.58it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.63it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.56it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.60it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.63it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.65it/s]
100%|██████████| 24/24 [00:06<00:00,  3.66it/s][2025-07-17 14:05:12] dog...PCK-Transfer@0.10: 77.25% | PCK-Transfer@0.05: 55.91% | PCK-Transfer@0.15: 85.98%
+
100%|██████████| 24/24 [00:06<00:00,  3.58it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.50it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.49it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.57it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.51it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.49it/s]
100%|██████████| 9/9 [00:02<00:00,  3.55it/s][2025-07-17 14:05:15] horse...PCK-Transfer@0.10: 84.21% | PCK-Transfer@0.05: 59.10% | PCK-Transfer@0.15: 86.59%
+
100%|██████████| 9/9 [00:02<00:00,  3.52it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.65it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.67it/s]
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 67%|██████▋   | 18/27 [00:04<00:02,  3.66it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.63it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.61it/s]
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 81%|████████▏ | 22/27 [00:06<00:01,  3.68it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.63it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.68it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.75it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.73it/s]
100%|██████████| 27/27 [00:07<00:00,  3.73it/s][2025-07-17 14:05:22] motorbike...PCK-Transfer@0.10: 82.34% | PCK-Transfer@0.05: 55.33% | PCK-Transfer@0.15: 91.69%
+
100%|██████████| 27/27 [00:07<00:00,  3.66it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:02,  3.70it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.82it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.87it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.47it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.29it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.13it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.11it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.24it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.30it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.38it/s]
100%|██████████| 12/12 [00:03<00:00,  3.34it/s][2025-07-17 14:05:26] person...PCK-Transfer@0.10: 50.34% | PCK-Transfer@0.05: 33.15% | PCK-Transfer@0.15: 67.01%
+
100%|██████████| 12/12 [00:03<00:00,  3.38it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:02,  2.97it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.21it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.38it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.35it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.26it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.32it/s]
100%|██████████| 7/7 [00:02<00:00,  3.27it/s][2025-07-17 14:05:28] pottedplant...PCK-Transfer@0.10: 50.95% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 65.24%
+
100%|██████████| 7/7 [00:02<00:00,  3.28it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.29it/s][2025-07-17 14:05:28] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.29it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.48it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.36it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.51it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.47it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.34it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.39it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.51it/s]
100%|██████████| 13/13 [00:03<00:00,  3.39it/s][2025-07-17 14:05:32] sofa...PCK-Transfer@0.10: 52.04% | PCK-Transfer@0.05: 25.60% | PCK-Transfer@0.15: 66.82%
+
100%|██████████| 13/13 [00:03<00:00,  3.45it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 55%|█████▌    | 11/20 [00:03<00:02,  3.42it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.43it/s]
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+[2025-07-17 14:05:42] Weighted Per image PCK0.10: 70.92%, image PCK0.05: 51.32%, image PCK0.01: 80.05%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.5_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.5_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..36dec115b24e4752ea9d0255b95eb2867b8a9b61
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.5_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-12 03:09:53] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_13__t_0.5_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_13', 't_0.5_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_13', 't_0.5_layer_20']
+Number of parameters corr net: 120
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+
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+[2025-07-12 03:11:22] Weighted Per image PCK0.10: 68.00%, image PCK0.05: 50.82%, image PCK0.01: 74.57%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.5_layer_20__t_0.7_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.5_layer_20__t_0.7_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..5747c2689854fcb011231042492c34da76a1a2c9
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.5_layer_20__t_0.7_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 14:18:29] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_13__t_0.5_layer_20__t_0.7_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_13', 't_0.5_layer_20', 't_0.7_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_13', 't_0.5_layer_20', 't_0.7_layer_5']
+Number of parameters corr net: 120
+
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100%|██████████| 6/6 [00:01<00:00,  3.55it/s][2025-07-17 14:18:50] boat...PCK-Transfer@0.10: 36.11% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 56.94%
+
100%|██████████| 6/6 [00:01<00:00,  3.55it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.48it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.65it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.59it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.56it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.45it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.45it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.56it/s]
100%|██████████| 8/8 [00:02<00:00,  3.56it/s][2025-07-17 14:18:52] bottle...PCK-Transfer@0.10: 25.00% | PCK-Transfer@0.05: 18.75% | PCK-Transfer@0.15: 34.38%
+
100%|██████████| 8/8 [00:02<00:00,  3.54it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.11it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.36it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.42it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.46it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.39it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.37it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.43it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.42it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.45it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.35it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.41it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.47it/s]
 41%|████      | 13/32 [00:03<00:05,  3.47it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.47it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.51it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.45it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.49it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.53it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.43it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.37it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.41it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.34it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.43it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.42it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.36it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.27it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.32it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.37it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.45it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.43it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.41it/s]
100%|██████████| 32/32 [00:09<00:00,  3.42it/s][2025-07-17 14:19:01] bus...PCK-Transfer@0.10: 56.25% | PCK-Transfer@0.05: 38.54% | PCK-Transfer@0.15: 65.47%
+
100%|██████████| 32/32 [00:09<00:00,  3.41it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.28it/s]
 11%|█         | 2/19 [00:00<00:04,  3.49it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.51it/s]
 21%|██        | 4/19 [00:01<00:04,  3.51it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.49it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.39it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.30it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.36it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.41it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.38it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.41it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.48it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.48it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.41it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.37it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.45it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.52it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.44it/s]
100%|██████████| 19/19 [00:05<00:00,  3.44it/s][2025-07-17 14:19:07] car...PCK-Transfer@0.10: 68.65% | PCK-Transfer@0.05: 55.23% | PCK-Transfer@0.15: 73.30%
+
100%|██████████| 19/19 [00:05<00:00,  3.43it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  2.92it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.23it/s]
 11%|█         | 3/27 [00:00<00:07,  3.42it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.45it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.51it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.43it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.40it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.45it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.36it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.33it/s]
 41%|████      | 11/27 [00:03<00:04,  3.39it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.39it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.50it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.52it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.41it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.52it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.49it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.48it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.39it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.48it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.51it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.57it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.57it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.49it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.46it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.49it/s]
100%|██████████| 27/27 [00:07<00:00,  3.52it/s][2025-07-17 14:19:15] cat...PCK-Transfer@0.10: 71.96% | PCK-Transfer@0.05: 55.19% | PCK-Transfer@0.15: 79.29%
+
100%|██████████| 27/27 [00:07<00:00,  3.45it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.39it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.43it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.45it/s]
 31%|███       | 4/13 [00:01<00:02,  3.48it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.53it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.57it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.56it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.54it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.52it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.50it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.50it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.54it/s]
100%|██████████| 13/13 [00:03<00:00,  3.52it/s][2025-07-17 14:19:18] chair...PCK-Transfer@0.10: 26.62% | PCK-Transfer@0.05: 18.57% | PCK-Transfer@0.15: 31.79%
+
100%|██████████| 13/13 [00:03<00:00,  3.51it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.48it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.53it/s]
100%|██████████| 3/3 [00:00<00:00,  3.54it/s][2025-07-17 14:19:19] cow...PCK-Transfer@0.10: 68.75% | PCK-Transfer@0.05: 43.75% | PCK-Transfer@0.15: 77.08%
+
100%|██████████| 3/3 [00:00<00:00,  3.53it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.50it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.47it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.51it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.48it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.36it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.45it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.50it/s]
100%|██████████| 8/8 [00:02<00:00,  3.50it/s][2025-07-17 14:19:21] diningtable...PCK-Transfer@0.10: 27.60% | PCK-Transfer@0.05: 9.90% | PCK-Transfer@0.15: 35.94%
+
100%|██████████| 8/8 [00:02<00:00,  3.47it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.54it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.55it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.61it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.57it/s]
 21%|██        | 5/24 [00:01<00:05,  3.57it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.57it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.54it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.55it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.56it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.51it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.53it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.52it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.53it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.52it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.55it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.54it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.53it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.54it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.54it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.54it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.54it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.52it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.51it/s]
100%|██████████| 24/24 [00:06<00:00,  3.51it/s][2025-07-17 14:19:28] dog...PCK-Transfer@0.10: 59.79% | PCK-Transfer@0.05: 43.56% | PCK-Transfer@0.15: 72.65%
+
100%|██████████| 24/24 [00:06<00:00,  3.54it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.37it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.45it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.45it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.43it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.49it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.53it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.55it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.56it/s]
100%|██████████| 9/9 [00:02<00:00,  3.53it/s][2025-07-17 14:19:31] horse...PCK-Transfer@0.10: 61.59% | PCK-Transfer@0.05: 39.79% | PCK-Transfer@0.15: 68.33%
+
100%|██████████| 9/9 [00:02<00:00,  3.51it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.42it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.50it/s]
 11%|█         | 3/27 [00:00<00:06,  3.53it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.54it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.53it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.60it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.54it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.56it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.56it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.57it/s]
 41%|████      | 11/27 [00:03<00:04,  3.57it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.52it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.53it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.55it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.56it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.58it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.59it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.60it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.54it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.57it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.58it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.54it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.55it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.56it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.52it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.53it/s]
100%|██████████| 27/27 [00:07<00:00,  3.52it/s][2025-07-17 14:19:38] motorbike...PCK-Transfer@0.10: 60.42% | PCK-Transfer@0.05: 41.17% | PCK-Transfer@0.15: 69.71%
+
100%|██████████| 27/27 [00:07<00:00,  3.55it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.53it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.36it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.40it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.36it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.45it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.54it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.55it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.52it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.58it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.55it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.61it/s]
100%|██████████| 12/12 [00:03<00:00,  3.60it/s][2025-07-17 14:19:42] person...PCK-Transfer@0.10: 45.89% | PCK-Transfer@0.05: 31.12% | PCK-Transfer@0.15: 59.75%
+
100%|██████████| 12/12 [00:03<00:00,  3.53it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.44it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.61it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.60it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.68it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.59it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.52it/s]
100%|██████████| 7/7 [00:01<00:00,  3.52it/s][2025-07-17 14:19:44] pottedplant...PCK-Transfer@0.10: 41.43% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 60.48%
+
100%|██████████| 7/7 [00:01<00:00,  3.55it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.60it/s][2025-07-17 14:19:44] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.59it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.57it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.59it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.58it/s]
 31%|███       | 4/13 [00:01<00:02,  3.55it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.58it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.58it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.59it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.62it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.64it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.55it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.60it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.56it/s]
100%|██████████| 13/13 [00:03<00:00,  3.52it/s][2025-07-17 14:19:48] sofa...PCK-Transfer@0.10: 33.63% | PCK-Transfer@0.05: 14.89% | PCK-Transfer@0.15: 50.97%
+
100%|██████████| 13/13 [00:03<00:00,  3.57it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
  5%|▌         | 1/20 [00:00<00:05,  3.64it/s]
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+[2025-07-17 14:19:58] Weighted Per image PCK0.10: 54.74%, image PCK0.05: 38.90%, image PCK0.01: 64.46%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.5_layer_20__t_0.8_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.5_layer_20__t_0.8_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..a2033f96d393fdd5ed3b2c849a5c819ceee4bc3f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.5_layer_20__t_0.8_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-17 14:31:00] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_13__t_0.5_layer_20__t_0.8_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_13', 't_0.5_layer_20', 't_0.8_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_13', 't_0.5_layer_20', 't_0.8_layer_15']
+Number of parameters corr net: 120
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100%|██████████| 13/13 [00:04<00:00,  3.10it/s][2025-07-17 14:32:25] sofa...PCK-Transfer@0.10: 48.36% | PCK-Transfer@0.05: 32.26% | PCK-Transfer@0.15: 61.33%
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+
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100%|██████████| 15/15 [00:04<00:00,  3.38it/s][2025-07-17 14:32:36] tvmonitor...PCK-Transfer@0.10: 32.78% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 44.44%
+
100%|██████████| 15/15 [00:04<00:00,  3.30it/s]
+[2025-07-17 14:32:36] Weighted Per image PCK0.10: 68.42%, image PCK0.05: 50.77%, image PCK0.01: 75.69%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.5_layer_20__t_0.8_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.5_layer_20__t_0.8_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..824ce4beff0074b6fe686d4f5a12bdd21e2f5923
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.5_layer_20__t_0.8_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-17 14:32:35] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_13__t_0.5_layer_20__t_0.8_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_13', 't_0.5_layer_20', 't_0.8_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_13', 't_0.5_layer_20', 't_0.8_layer_20']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  3.25it/s][2025-07-17 14:32:42] aeroplane...PCK-Transfer@0.10: 71.77% | PCK-Transfer@0.05: 53.24% | PCK-Transfer@0.15: 83.26%
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 40%|████      | 4/10 [00:01<00:01,  3.33it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.31it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.38it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.37it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.39it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.37it/s]
100%|██████████| 10/10 [00:02<00:00,  3.41it/s][2025-07-17 14:32:54] bird...PCK-Transfer@0.10: 64.56% | PCK-Transfer@0.05: 39.08% | PCK-Transfer@0.15: 78.22%
+
100%|██████████| 10/10 [00:02<00:00,  3.36it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.18it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.20it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.29it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.37it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.41it/s]
100%|██████████| 6/6 [00:01<00:00,  3.34it/s][2025-07-17 14:32:56] boat...PCK-Transfer@0.10: 47.22% | PCK-Transfer@0.05: 29.17% | PCK-Transfer@0.15: 69.44%
+
100%|██████████| 6/6 [00:01<00:00,  3.32it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.31it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.25it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.26it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.27it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.23it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.26it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.24it/s]
100%|██████████| 8/8 [00:02<00:00,  3.27it/s][2025-07-17 14:32:58] bottle...PCK-Transfer@0.10: 32.81% | PCK-Transfer@0.05: 18.75% | PCK-Transfer@0.15: 35.94%
+
100%|██████████| 8/8 [00:02<00:00,  3.26it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  2.84it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.01it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.06it/s]
 12%|█▎        | 4/32 [00:01<00:09,  3.11it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.09it/s]
 19%|█▉        | 6/32 [00:01<00:08,  3.14it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.17it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.24it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.24it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.15it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.14it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.11it/s]
 41%|████      | 13/32 [00:04<00:06,  3.13it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.18it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.19it/s]
 50%|█████     | 16/32 [00:05<00:05,  3.17it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.14it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.15it/s]
 59%|█████▉    | 19/32 [00:06<00:04,  3.11it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.12it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.16it/s]
 69%|██████▉   | 22/32 [00:07<00:03,  3.08it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.10it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.13it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.18it/s]
 81%|████████▏ | 26/32 [00:08<00:01,  3.13it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.16it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.12it/s]
 91%|█████████ | 29/32 [00:09<00:00,  3.13it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.14it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.19it/s]
100%|██████████| 32/32 [00:10<00:00,  3.24it/s][2025-07-17 14:33:09] bus...PCK-Transfer@0.10: 64.43% | PCK-Transfer@0.05: 46.72% | PCK-Transfer@0.15: 74.32%
+
100%|██████████| 32/32 [00:10<00:00,  3.15it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.08it/s]
 11%|█         | 2/19 [00:00<00:05,  3.16it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.20it/s]
 21%|██        | 4/19 [00:01<00:04,  3.22it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.26it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.19it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.10it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.12it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.10it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.14it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.17it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.15it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.18it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.22it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.20it/s]
 84%|████████▍ | 16/19 [00:05<00:00,  3.18it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.18it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.21it/s]
100%|██████████| 19/19 [00:05<00:00,  3.27it/s][2025-07-17 14:33:15] car...PCK-Transfer@0.10: 75.08% | PCK-Transfer@0.05: 59.32% | PCK-Transfer@0.15: 77.99%
+
100%|██████████| 19/19 [00:05<00:00,  3.19it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.25it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.21it/s]
 11%|█         | 3/27 [00:00<00:07,  3.17it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.24it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.25it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.27it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.27it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.29it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.24it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.25it/s]
 41%|████      | 11/27 [00:03<00:04,  3.25it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.25it/s]
 48%|████▊     | 13/27 [00:04<00:04,  3.22it/s]
 52%|█████▏    | 14/27 [00:04<00:04,  3.22it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.22it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.23it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.24it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.28it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.16it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.11it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.10it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.11it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.14it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.12it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.13it/s]
 96%|█████████▋| 26/27 [00:08<00:00,  3.14it/s]
100%|██████████| 27/27 [00:08<00:00,  3.14it/s][2025-07-17 14:33:23] cat...PCK-Transfer@0.10: 70.75% | PCK-Transfer@0.05: 50.67% | PCK-Transfer@0.15: 75.26%
+
100%|██████████| 27/27 [00:08<00:00,  3.19it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.03it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.19it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.23it/s]
 31%|███       | 4/13 [00:01<00:02,  3.23it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.26it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.25it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.11it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.11it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.19it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.19it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.22it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.21it/s]
100%|██████████| 13/13 [00:04<00:00,  3.25it/s][2025-07-17 14:33:27] chair...PCK-Transfer@0.10: 26.37% | PCK-Transfer@0.05: 13.01% | PCK-Transfer@0.15: 33.08%
+
100%|██████████| 13/13 [00:04<00:00,  3.21it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.34it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.34it/s]
100%|██████████| 3/3 [00:00<00:00,  3.34it/s][2025-07-17 14:33:28] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.34it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.32it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.36it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.34it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.39it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.36it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.34it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.35it/s]
100%|██████████| 8/8 [00:02<00:00,  3.37it/s][2025-07-17 14:33:30] diningtable...PCK-Transfer@0.10: 32.29% | PCK-Transfer@0.05: 10.42% | PCK-Transfer@0.15: 47.40%
+
100%|██████████| 8/8 [00:02<00:00,  3.36it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.19it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.29it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.29it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.32it/s]
 21%|██        | 5/24 [00:01<00:05,  3.27it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.25it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.19it/s]
 33%|███▎      | 8/24 [00:02<00:05,  3.18it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.19it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.22it/s]
 46%|████▌     | 11/24 [00:03<00:04,  3.23it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.20it/s]
 54%|█████▍    | 13/24 [00:04<00:03,  3.26it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.28it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.33it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.34it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.31it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.32it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.34it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.24it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.25it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.25it/s]
 96%|█████████▌| 23/24 [00:07<00:00,  3.26it/s]
100%|██████████| 24/24 [00:07<00:00,  3.27it/s][2025-07-17 14:33:38] dog...PCK-Transfer@0.10: 59.89% | PCK-Transfer@0.05: 43.31% | PCK-Transfer@0.15: 68.54%
+
100%|██████████| 24/24 [00:07<00:00,  3.26it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.30it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.26it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.28it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.34it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.32it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.31it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.24it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.27it/s]
100%|██████████| 9/9 [00:02<00:00,  3.31it/s][2025-07-17 14:33:41] horse...PCK-Transfer@0.10: 69.26% | PCK-Transfer@0.05: 42.43% | PCK-Transfer@0.15: 79.15%
+
100%|██████████| 9/9 [00:02<00:00,  3.29it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.40it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.34it/s]
 11%|█         | 3/27 [00:00<00:07,  3.32it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.30it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.25it/s]
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 30%|██▉       | 8/27 [00:02<00:05,  3.30it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.30it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.29it/s]
 41%|████      | 11/27 [00:03<00:04,  3.30it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.27it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.32it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.34it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.37it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.36it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.36it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.37it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.34it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.35it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.36it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.40it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.38it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.40it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.46it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.45it/s]
100%|██████████| 27/27 [00:08<00:00,  3.45it/s][2025-07-17 14:33:49] motorbike...PCK-Transfer@0.10: 71.79% | PCK-Transfer@0.05: 53.83% | PCK-Transfer@0.15: 81.67%
+
100%|██████████| 27/27 [00:08<00:00,  3.36it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.40it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.49it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.52it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.54it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.22it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.09it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  2.97it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  2.96it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.07it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.12it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.18it/s]
100%|██████████| 12/12 [00:03<00:00,  3.15it/s][2025-07-17 14:33:52] person...PCK-Transfer@0.10: 48.80% | PCK-Transfer@0.05: 30.33% | PCK-Transfer@0.15: 64.49%
+
100%|██████████| 12/12 [00:03<00:00,  3.17it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:02,  2.96it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.12it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.24it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.23it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.15it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.19it/s]
100%|██████████| 7/7 [00:02<00:00,  3.15it/s][2025-07-17 14:33:55] pottedplant...PCK-Transfer@0.10: 56.19% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 72.86%
+
100%|██████████| 7/7 [00:02<00:00,  3.16it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.24it/s][2025-07-17 14:33:55] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.23it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.06it/s]
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+[2025-07-17 14:34:10] Weighted Per image PCK0.10: 59.73%, image PCK0.05: 42.26%, image PCK0.01: 68.74%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.6_layer_10__t_0.7_layer_9.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.6_layer_10__t_0.7_layer_9.log
new file mode 100644
index 0000000000000000000000000000000000000000..184c5369fe55344799abbe424b554c2b52352645
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.6_layer_10__t_0.7_layer_9.log
@@ -0,0 +1,44 @@
+[2025-07-17 15:19:12] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_13__t_0.6_layer_10__t_0.7_layer_9', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_13', 't_0.6_layer_10', 't_0.7_layer_9'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_13', 't_0.6_layer_10', 't_0.7_layer_9']
+Number of parameters corr net: 120
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+[2025-07-17 15:20:42] Weighted Per image PCK0.10: 78.02%, image PCK0.05: 62.06%, image PCK0.01: 85.42%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.6_layer_11__t_0.7_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.6_layer_11__t_0.7_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..d2530c3e43eafbbd3c7c890fdd3d15d67b8fcfb3
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.6_layer_11__t_0.7_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-17 15:39:47] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_13__t_0.6_layer_11__t_0.7_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_13', 't_0.6_layer_11', 't_0.7_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_13', 't_0.6_layer_11', 't_0.7_layer_12']
+Number of parameters corr net: 120
+
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 73%|███████▎  | 22/30 [00:07<00:02,  3.42it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.39it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.47it/s]
 83%|████████▎ | 25/30 [00:08<00:01,  3.42it/s]
 87%|████████▋ | 26/30 [00:08<00:01,  3.40it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.42it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.37it/s]
 97%|█████████▋| 29/30 [00:09<00:00,  3.36it/s]
100%|██████████| 30/30 [00:09<00:00,  3.39it/s][2025-07-17 15:40:04] bicycle...PCK-Transfer@0.10: 89.45% | PCK-Transfer@0.05: 80.94% | PCK-Transfer@0.15: 90.97%
+
100%|██████████| 30/30 [00:09<00:00,  3.14it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.08it/s]
 20%|██        | 2/10 [00:00<00:02,  3.05it/s]
 30%|███       | 3/10 [00:00<00:02,  3.19it/s]
 40%|████      | 4/10 [00:01<00:01,  3.15it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.21it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.24it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.25it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.28it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.32it/s]
100%|██████████| 10/10 [00:03<00:00,  3.31it/s][2025-07-17 15:40:07] bird...PCK-Transfer@0.10: 81.61% | PCK-Transfer@0.05: 60.86% | PCK-Transfer@0.15: 92.92%
+
100%|██████████| 10/10 [00:03<00:00,  3.25it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.52it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.54it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.48it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.20it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.27it/s]
100%|██████████| 6/6 [00:01<00:00,  3.35it/s][2025-07-17 15:40:08] boat...PCK-Transfer@0.10: 65.28% | PCK-Transfer@0.05: 41.67% | PCK-Transfer@0.15: 80.56%
+
100%|██████████| 6/6 [00:01<00:00,  3.35it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.43it/s]
 25%|██▌       | 2/8 [00:00<00:02,  2.97it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.15it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.27it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.22it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.29it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.41it/s]
100%|██████████| 8/8 [00:02<00:00,  3.30it/s][2025-07-17 15:40:11] bottle...PCK-Transfer@0.10: 73.44% | PCK-Transfer@0.05: 60.94% | PCK-Transfer@0.15: 82.81%
+
100%|██████████| 8/8 [00:02<00:00,  3.22it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  3.04it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.28it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.34it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.39it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.31it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.28it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.34it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.33it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.37it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.28it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.34it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.36it/s]
 41%|████      | 13/32 [00:03<00:05,  3.37it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.38it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.44it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.46it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.54it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.55it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.43it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.35it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.37it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.30it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.36it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.37it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.36it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.24it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.30it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.25it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.35it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.42it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.41it/s]
100%|██████████| 32/32 [00:09<00:00,  3.42it/s][2025-07-17 15:40:21] bus...PCK-Transfer@0.10: 86.46% | PCK-Transfer@0.05: 76.04% | PCK-Transfer@0.15: 88.13%
+
100%|██████████| 32/32 [00:09<00:00,  3.37it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.35it/s]
 11%|█         | 2/19 [00:00<00:04,  3.46it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.46it/s]
 21%|██        | 4/19 [00:01<00:04,  3.44it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.17it/s]
 32%|███▏      | 6/19 [00:01<00:04,  2.79it/s]
 37%|███▋      | 7/19 [00:02<00:04,  2.84it/s]
 42%|████▏     | 8/19 [00:02<00:03,  2.96it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.09it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.14it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.19it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.28it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.29it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.24it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.23it/s]
 84%|████████▍ | 16/19 [00:05<00:00,  3.29it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.35it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.26it/s]
100%|██████████| 19/19 [00:05<00:00,  3.27it/s][2025-07-17 15:40:26] car...PCK-Transfer@0.10: 92.58% | PCK-Transfer@0.05: 86.22% | PCK-Transfer@0.15: 94.34%
+
100%|██████████| 19/19 [00:05<00:00,  3.20it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:10,  2.55it/s]
  7%|▋         | 2/27 [00:00<00:08,  3.01it/s]
 11%|█         | 3/27 [00:00<00:07,  3.24it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.25it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.30it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.23it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.12it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.17it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.11it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.08it/s]
 41%|████      | 11/27 [00:03<00:05,  3.14it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.19it/s]
 48%|████▊     | 13/27 [00:04<00:04,  3.28it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.31it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.22it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.36it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.34it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.34it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.25it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.35it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.37it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.43it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.42it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.34it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.32it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.36it/s]
100%|██████████| 27/27 [00:08<00:00,  3.38it/s][2025-07-17 15:40:35] cat...PCK-Transfer@0.10: 87.49% | PCK-Transfer@0.05: 73.94% | PCK-Transfer@0.15: 92.06%
+
100%|██████████| 27/27 [00:08<00:00,  3.27it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.26it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.19it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.22it/s]
 31%|███       | 4/13 [00:01<00:02,  3.28it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.05it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.17it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.24it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.26it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.29it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.29it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.30it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.36it/s]
100%|██████████| 13/13 [00:03<00:00,  3.36it/s][2025-07-17 15:40:39] chair...PCK-Transfer@0.10: 58.55% | PCK-Transfer@0.05: 40.53% | PCK-Transfer@0.15: 68.87%
+
100%|██████████| 13/13 [00:03<00:00,  3.27it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.07it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.09it/s]
100%|██████████| 3/3 [00:00<00:00,  3.19it/s][2025-07-17 15:40:40] cow...PCK-Transfer@0.10: 95.83% | PCK-Transfer@0.05: 75.00% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.16it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.75it/s]
 25%|██▌       | 2/8 [00:00<00:02,  2.99it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.17it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.16it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.11it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.23it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.31it/s]
100%|██████████| 8/8 [00:02<00:00,  3.33it/s][2025-07-17 15:40:42] diningtable...PCK-Transfer@0.10: 51.04% | PCK-Transfer@0.05: 38.54% | PCK-Transfer@0.15: 70.83%
+
100%|██████████| 8/8 [00:02<00:00,  3.21it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.34it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.38it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.44it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.39it/s]
 21%|██        | 5/24 [00:01<00:05,  3.40it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.42it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.41it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.43it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.42it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.39it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.38it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.39it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.41it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.42it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.45it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.44it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.45it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.44it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.45it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.46it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.46it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.45it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.45it/s]
100%|██████████| 24/24 [00:06<00:00,  3.46it/s][2025-07-17 15:40:49] dog...PCK-Transfer@0.10: 86.08% | PCK-Transfer@0.05: 69.13% | PCK-Transfer@0.15: 93.05%
+
100%|██████████| 24/24 [00:07<00:00,  3.43it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.36it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.42it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.40it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.38it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.44it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.48it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.50it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.51it/s]
100%|██████████| 9/9 [00:02<00:00,  3.48it/s][2025-07-17 15:40:52] horse...PCK-Transfer@0.10: 83.41% | PCK-Transfer@0.05: 60.56% | PCK-Transfer@0.15: 90.03%
+
100%|██████████| 9/9 [00:02<00:00,  3.46it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.34it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.44it/s]
 11%|█         | 3/27 [00:00<00:06,  3.47it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.48it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.46it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.51it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.47it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.47it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.50it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.50it/s]
 41%|████      | 11/27 [00:03<00:04,  3.50it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.43it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.43it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.44it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.44it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.46it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.49it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.50it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.45it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.49it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.48it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.44it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.45it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.45it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.42it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.45it/s]
100%|██████████| 27/27 [00:07<00:00,  3.45it/s][2025-07-17 15:41:00] motorbike...PCK-Transfer@0.10: 84.68% | PCK-Transfer@0.05: 65.14% | PCK-Transfer@0.15: 91.28%
+
100%|██████████| 27/27 [00:07<00:00,  3.46it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.45it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.38it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.38it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.35it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.40it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.45it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.46it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.42it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.46it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.43it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.46it/s]
100%|██████████| 12/12 [00:03<00:00,  3.43it/s][2025-07-17 15:41:03] person...PCK-Transfer@0.10: 68.49% | PCK-Transfer@0.05: 48.92% | PCK-Transfer@0.15: 81.07%
+
100%|██████████| 12/12 [00:03<00:00,  3.43it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
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100%|██████████| 7/7 [00:02<00:00,  3.38it/s][2025-07-17 15:41:05] pottedplant...PCK-Transfer@0.10: 60.95% | PCK-Transfer@0.05: 36.19% | PCK-Transfer@0.15: 77.62%
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100%|██████████| 20/20 [00:05<00:00,  3.40it/s][2025-07-17 15:41:15] train...PCK-Transfer@0.10: 77.75% | PCK-Transfer@0.05: 54.25% | PCK-Transfer@0.15: 84.75%
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100%|██████████| 15/15 [00:04<00:00,  3.50it/s][2025-07-17 15:41:20] tvmonitor...PCK-Transfer@0.10: 42.78% | PCK-Transfer@0.05: 31.67% | PCK-Transfer@0.15: 60.56%
+
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+[2025-07-17 15:41:20] Weighted Per image PCK0.10: 78.83%, image PCK0.05: 63.42%, image PCK0.01: 86.23%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.6_layer_12__t_0.7_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.6_layer_12__t_0.7_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..975eda8accbc2227583453c7075f48aff9a33791
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.6_layer_12__t_0.7_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 15:57:15] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_13__t_0.6_layer_12__t_0.7_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_13', 't_0.6_layer_12', 't_0.7_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_13', 't_0.6_layer_12', 't_0.7_layer_12']
+Number of parameters corr net: 120
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+[2025-07-17 15:58:44] Weighted Per image PCK0.10: 75.68%, image PCK0.05: 59.13%, image PCK0.01: 84.08%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.6_layer_12__t_0.8_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.6_layer_12__t_0.8_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..78788090e814420fc8062ff76f94e8d3f097dfac
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.6_layer_12__t_0.8_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-17 16:03:35] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_13__t_0.6_layer_12__t_0.8_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_13', 't_0.6_layer_12', 't_0.8_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_13', 't_0.6_layer_12', 't_0.8_layer_11']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  3.38it/s][2025-07-17 16:03:42] aeroplane...PCK-Transfer@0.10: 87.92% | PCK-Transfer@0.05: 72.91% | PCK-Transfer@0.15: 93.58%
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 13%|█▎        | 4/30 [00:01<00:07,  3.30it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.31it/s]
 20%|██        | 6/30 [00:01<00:07,  3.31it/s]
 23%|██▎       | 7/30 [00:02<00:06,  3.30it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.21it/s]
 30%|███       | 9/30 [00:02<00:06,  3.27it/s]
 33%|███▎      | 10/30 [00:03<00:06,  3.33it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.32it/s]
 40%|████      | 12/30 [00:03<00:05,  3.31it/s]
 43%|████▎     | 13/30 [00:03<00:05,  3.32it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.24it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.29it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.32it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.30it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.33it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.37it/s]
 67%|██████▋   | 20/30 [00:06<00:02,  3.36it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.41it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.45it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.40it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.44it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.44it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.43it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.43it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.36it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.38it/s]
100%|██████████| 30/30 [00:08<00:00,  3.42it/s][2025-07-17 16:03:51] bicycle...PCK-Transfer@0.10: 91.61% | PCK-Transfer@0.05: 81.30% | PCK-Transfer@0.15: 93.76%
+
100%|██████████| 30/30 [00:08<00:00,  3.35it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.06it/s]
 20%|██        | 2/10 [00:00<00:02,  3.06it/s]
 30%|███       | 3/10 [00:00<00:02,  3.16it/s]
 40%|████      | 4/10 [00:01<00:01,  3.26it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.29it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.25it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.22it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.29it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.35it/s]
100%|██████████| 10/10 [00:03<00:00,  3.37it/s][2025-07-17 16:03:54] bird...PCK-Transfer@0.10: 82.72% | PCK-Transfer@0.05: 62.72% | PCK-Transfer@0.15: 92.92%
+
100%|██████████| 10/10 [00:03<00:00,  3.28it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.63it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.44it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.42it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.35it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.36it/s]
100%|██████████| 6/6 [00:01<00:00,  3.43it/s][2025-07-17 16:03:56] boat...PCK-Transfer@0.10: 69.44% | PCK-Transfer@0.05: 51.39% | PCK-Transfer@0.15: 84.72%
+
100%|██████████| 6/6 [00:01<00:00,  3.42it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.37it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.54it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.48it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.45it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.36it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.35it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.46it/s]
100%|██████████| 8/8 [00:02<00:00,  3.44it/s][2025-07-17 16:03:58] bottle...PCK-Transfer@0.10: 79.69% | PCK-Transfer@0.05: 60.94% | PCK-Transfer@0.15: 85.94%
+
100%|██████████| 8/8 [00:02<00:00,  3.43it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  3.01it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.24it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.27it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.33it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.25it/s]
 19%|█▉        | 6/32 [00:01<00:08,  3.20it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.27it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.26it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.29it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.21it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.30it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.32it/s]
 41%|████      | 13/32 [00:03<00:05,  3.33it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.33it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.38it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.39it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.45it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.46it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.38it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.34it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.36it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.27it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.34it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.33it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.28it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.19it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.26it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.34it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.33it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.39it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.22it/s]
100%|██████████| 32/32 [00:09<00:00,  3.22it/s][2025-07-17 16:04:08] bus...PCK-Transfer@0.10: 87.86% | PCK-Transfer@0.05: 77.71% | PCK-Transfer@0.15: 90.47%
+
100%|██████████| 32/32 [00:09<00:00,  3.30it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.33it/s]
 11%|█         | 2/19 [00:00<00:05,  3.33it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.37it/s]
 21%|██        | 4/19 [00:01<00:04,  3.38it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.37it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.22it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.14it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.19it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.26it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.23it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.27it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.34it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.17it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.16it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.14it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.23it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.32it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.27it/s]
100%|██████████| 19/19 [00:05<00:00,  3.28it/s][2025-07-17 16:04:13] car...PCK-Transfer@0.10: 92.41% | PCK-Transfer@0.05: 86.77% | PCK-Transfer@0.15: 94.70%
+
100%|██████████| 19/19 [00:05<00:00,  3.26it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.23it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.34it/s]
 11%|█         | 3/27 [00:00<00:06,  3.43it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.41it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.45it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.37it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.32it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.34it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.25it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.21it/s]
 41%|████      | 11/27 [00:03<00:04,  3.26it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.28it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.34it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.37it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.27it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.36it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.36it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.35it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.26it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.38it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.45it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.43it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.43it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.34it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.33it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.35it/s]
100%|██████████| 27/27 [00:08<00:00,  3.39it/s][2025-07-17 16:04:22] cat...PCK-Transfer@0.10: 86.75% | PCK-Transfer@0.05: 72.67% | PCK-Transfer@0.15: 92.43%
+
100%|██████████| 27/27 [00:08<00:00,  3.35it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.29it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.32it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.32it/s]
 31%|███       | 4/13 [00:01<00:02,  3.35it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.39it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.41it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.41it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.38it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.37it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.37it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.36it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.42it/s]
100%|██████████| 13/13 [00:03<00:00,  3.43it/s][2025-07-17 16:04:25] chair...PCK-Transfer@0.10: 60.47% | PCK-Transfer@0.05: 40.83% | PCK-Transfer@0.15: 67.50%
+
100%|██████████| 13/13 [00:03<00:00,  3.39it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.47it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.48it/s]
100%|██████████| 3/3 [00:00<00:00,  3.46it/s][2025-07-17 16:04:26] cow...PCK-Transfer@0.10: 95.83% | PCK-Transfer@0.05: 75.00% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.46it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.38it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.35it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.42it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.40it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.28it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.32it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.38it/s]
100%|██████████| 8/8 [00:02<00:00,  3.40it/s][2025-07-17 16:04:29] diningtable...PCK-Transfer@0.10: 53.12% | PCK-Transfer@0.05: 35.42% | PCK-Transfer@0.15: 63.02%
+
100%|██████████| 8/8 [00:02<00:00,  3.37it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.36it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.43it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.47it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.42it/s]
 21%|██        | 5/24 [00:01<00:05,  3.46it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.48it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.46it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.44it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.42it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.38it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.39it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.39it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.41it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.40it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.44it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.42it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.42it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.43it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.43it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.44it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.45it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.46it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.46it/s]
100%|██████████| 24/24 [00:06<00:00,  3.47it/s][2025-07-17 16:04:36] dog...PCK-Transfer@0.10: 85.15% | PCK-Transfer@0.05: 66.35% | PCK-Transfer@0.15: 92.28%
+
100%|██████████| 24/24 [00:06<00:00,  3.43it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.49it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.50it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.46it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.42it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.47it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.52it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.48it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.49it/s]
100%|██████████| 9/9 [00:02<00:00,  3.47it/s][2025-07-17 16:04:38] horse...PCK-Transfer@0.10: 86.72% | PCK-Transfer@0.05: 67.57% | PCK-Transfer@0.15: 89.10%
+
100%|██████████| 9/9 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.06it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.29it/s]
 11%|█         | 3/27 [00:00<00:07,  3.39it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.45it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.42it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.35it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.35it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.38it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.42it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.45it/s]
 41%|████      | 11/27 [00:03<00:04,  3.45it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.41it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.42it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.41it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.41it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.44it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.47it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.47it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.42it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.45it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.45it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.40it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.43it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.43it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.40it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.42it/s]
100%|██████████| 27/27 [00:07<00:00,  3.43it/s][2025-07-17 16:04:46] motorbike...PCK-Transfer@0.10: 87.22% | PCK-Transfer@0.05: 66.94% | PCK-Transfer@0.15: 92.76%
+
100%|██████████| 27/27 [00:07<00:00,  3.42it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.37it/s][2025-07-17 16:05:02] train...PCK-Transfer@0.10: 76.00% | PCK-Transfer@0.05: 53.50% | PCK-Transfer@0.15: 88.00%
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+
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+[2025-07-17 16:05:06] Weighted Per image PCK0.10: 80.11%, image PCK0.05: 64.12%, image PCK0.01: 87.21%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.6_layer_13__t_0.7_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.6_layer_13__t_0.7_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..2dd72041c42a344407eea36783589604871c3b00
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.6_layer_13__t_0.7_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 16:17:49] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_13__t_0.6_layer_13__t_0.7_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_13', 't_0.6_layer_13', 't_0.7_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_13', 't_0.6_layer_13', 't_0.7_layer_20']
+Number of parameters corr net: 120
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100%|██████████| 32/32 [00:09<00:00,  3.48it/s][2025-07-17 16:18:23] bus...PCK-Transfer@0.10: 79.27% | PCK-Transfer@0.05: 64.69% | PCK-Transfer@0.15: 82.40%
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+[2025-07-17 16:19:20] Weighted Per image PCK0.10: 70.35%, image PCK0.05: 53.06%, image PCK0.01: 77.94%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.6_layer_13__t_0.8_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.6_layer_13__t_0.8_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..cb2038cf282bc0190de0c21add5f19adb45f8779
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.6_layer_13__t_0.8_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 16:21:03] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_13__t_0.6_layer_13__t_0.8_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_13', 't_0.6_layer_13', 't_0.8_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_13', 't_0.6_layer_13', 't_0.8_layer_12']
+Number of parameters corr net: 120
+
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 47%|████▋     | 7/15 [00:03<00:02,  2.68it/s]
 53%|█████▎    | 8/15 [00:03<00:02,  2.79it/s]
 60%|██████    | 9/15 [00:04<00:02,  2.92it/s]
 67%|██████▋   | 10/15 [00:04<00:01,  2.91it/s]
 73%|███████▎  | 11/15 [00:04<00:01,  3.06it/s]
 80%|████████  | 12/15 [00:05<00:00,  3.14it/s]
 87%|████████▋ | 13/15 [00:05<00:00,  3.25it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.31it/s]
100%|██████████| 15/15 [00:06<00:00,  3.34it/s][2025-07-17 16:21:10] aeroplane...PCK-Transfer@0.10: 83.34% | PCK-Transfer@0.05: 68.60% | PCK-Transfer@0.15: 90.13%
+
100%|██████████| 15/15 [00:06<00:00,  2.50it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:09,  3.03it/s]
  7%|▋         | 2/30 [00:00<00:09,  3.09it/s]
 10%|█         | 3/30 [00:00<00:08,  3.19it/s]
 13%|█▎        | 4/30 [00:01<00:07,  3.35it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.50it/s]
 20%|██        | 6/30 [00:01<00:06,  3.56it/s]
 23%|██▎       | 7/30 [00:02<00:06,  3.51it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.26it/s]
 30%|███       | 9/30 [00:02<00:06,  3.31it/s]
 33%|███▎      | 10/30 [00:02<00:06,  3.33it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.40it/s]
 40%|████      | 12/30 [00:03<00:05,  3.31it/s]
 43%|████▎     | 13/30 [00:03<00:05,  3.32it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.32it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.32it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.41it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.52it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.53it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.54it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.53it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.50it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.46it/s]
 77%|███████▋  | 23/30 [00:06<00:01,  3.56it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.55it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.54it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.53it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.55it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.53it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.53it/s]
100%|██████████| 30/30 [00:08<00:00,  3.53it/s][2025-07-17 16:21:19] bicycle...PCK-Transfer@0.10: 86.45% | PCK-Transfer@0.05: 76.70% | PCK-Transfer@0.15: 89.82%
+
100%|██████████| 30/30 [00:08<00:00,  3.44it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:03,  2.96it/s]
 20%|██        | 2/10 [00:00<00:02,  3.01it/s]
 30%|███       | 3/10 [00:00<00:02,  3.23it/s]
 40%|████      | 4/10 [00:01<00:01,  3.32it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.37it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.48it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.47it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.50it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.48it/s]
100%|██████████| 10/10 [00:02<00:00,  3.54it/s][2025-07-17 16:21:22] bird...PCK-Transfer@0.10: 78.75% | PCK-Transfer@0.05: 55.17% | PCK-Transfer@0.15: 90.56%
+
100%|██████████| 10/10 [00:02<00:00,  3.41it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  2.90it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.19it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.35it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.46it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.54it/s]
100%|██████████| 6/6 [00:01<00:00,  3.44it/s][2025-07-17 16:21:24] boat...PCK-Transfer@0.10: 59.72% | PCK-Transfer@0.05: 34.72% | PCK-Transfer@0.15: 77.78%
+
100%|██████████| 6/6 [00:01<00:00,  3.39it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.48it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.48it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.52it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.57it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.53it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.57it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.55it/s]
100%|██████████| 8/8 [00:02<00:00,  3.57it/s][2025-07-17 16:21:26] bottle...PCK-Transfer@0.10: 62.50% | PCK-Transfer@0.05: 45.31% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 8/8 [00:02<00:00,  3.55it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  2.90it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.25it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.30it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.39it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.25it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.38it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.41it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.50it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.49it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.38it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.41it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.43it/s]
 41%|████      | 13/32 [00:03<00:05,  3.50it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.55it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.57it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.57it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.54it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.55it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.52it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.49it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.52it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.41it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.41it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.49it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.52it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.48it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.53it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.48it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.42it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.41it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.44it/s]
100%|██████████| 32/32 [00:09<00:00,  3.48it/s][2025-07-17 16:21:35] bus...PCK-Transfer@0.10: 82.81% | PCK-Transfer@0.05: 73.44% | PCK-Transfer@0.15: 85.78%
+
100%|██████████| 32/32 [00:09<00:00,  3.45it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.99it/s]
 11%|█         | 2/19 [00:00<00:05,  3.20it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.34it/s]
 21%|██        | 4/19 [00:01<00:04,  3.40it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.45it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.37it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.34it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.42it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.44it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.49it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.51it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.48it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.52it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.58it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.59it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.56it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.54it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.58it/s]
100%|██████████| 19/19 [00:05<00:00,  3.65it/s][2025-07-17 16:21:41] car...PCK-Transfer@0.10: 90.85% | PCK-Transfer@0.05: 83.29% | PCK-Transfer@0.15: 92.83%
+
100%|██████████| 19/19 [00:05<00:00,  3.49it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.36it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.53it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.49it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.55it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.59it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.58it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.57it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.57it/s]
 41%|████      | 11/27 [00:03<00:04,  3.60it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.64it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.59it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.58it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.60it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.66it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.60it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.57it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.55it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.52it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.54it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.54it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.53it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.52it/s]
100%|██████████| 27/27 [00:07<00:00,  3.53it/s][2025-07-17 16:21:48] cat...PCK-Transfer@0.10: 86.56% | PCK-Transfer@0.05: 68.54% | PCK-Transfer@0.15: 92.29%
+
100%|██████████| 27/27 [00:07<00:00,  3.56it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.24it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.50it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.56it/s]
 31%|███       | 4/13 [00:01<00:02,  3.50it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.56it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.52it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.54it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.59it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.62it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.67it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.68it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.62it/s]
100%|██████████| 13/13 [00:03<00:00,  3.61it/s][2025-07-17 16:21:52] chair...PCK-Transfer@0.10: 54.25% | PCK-Transfer@0.05: 39.59% | PCK-Transfer@0.15: 66.03%
+
100%|██████████| 13/13 [00:03<00:00,  3.58it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.35it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.45it/s]
100%|██████████| 3/3 [00:00<00:00,  3.52it/s][2025-07-17 16:21:53] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.49it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.60it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.67it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.62it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.65it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.63it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.63it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.62it/s]
100%|██████████| 8/8 [00:02<00:00,  3.64it/s][2025-07-17 16:21:55] diningtable...PCK-Transfer@0.10: 33.85% | PCK-Transfer@0.05: 23.44% | PCK-Transfer@0.15: 53.12%
+
100%|██████████| 8/8 [00:02<00:00,  3.63it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.51it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.58it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.56it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.65it/s]
 21%|██        | 5/24 [00:01<00:05,  3.62it/s]
 25%|██▌       | 6/24 [00:01<00:04,  3.61it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.56it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.55it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.54it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.59it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.55it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.56it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.58it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.56it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.56it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.58it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.60it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.60it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.60it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.54it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.57it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.58it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.60it/s]
100%|██████████| 24/24 [00:06<00:00,  3.60it/s][2025-07-17 16:22:02] dog...PCK-Transfer@0.10: 79.69% | PCK-Transfer@0.05: 59.88% | PCK-Transfer@0.15: 88.42%
+
100%|██████████| 24/24 [00:06<00:00,  3.58it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.56it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.65it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.71it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.80it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.72it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.66it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.53it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.55it/s]
100%|██████████| 9/9 [00:02<00:00,  3.62it/s][2025-07-17 16:22:04] horse...PCK-Transfer@0.10: 82.62% | PCK-Transfer@0.05: 59.37% | PCK-Transfer@0.15: 88.15%
+
100%|██████████| 9/9 [00:02<00:00,  3.63it/s]
+
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 41%|████      | 11/27 [00:03<00:04,  3.64it/s]
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100%|██████████| 7/7 [00:02<00:00,  3.37it/s][2025-07-17 16:22:17] pottedplant...PCK-Transfer@0.10: 58.57% | PCK-Transfer@0.05: 36.67% | PCK-Transfer@0.15: 78.10%
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+
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+[2025-07-17 16:22:31] Weighted Per image PCK0.10: 74.75%, image PCK0.05: 58.35%, image PCK0.01: 83.04%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.6_layer_9__t_0.6_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.6_layer_9__t_0.6_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..26dd233e781bfa9c569a25548d029ad7fb08f482
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_13__t_0.6_layer_9__t_0.6_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-17 14:55:18] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_13__t_0.6_layer_9__t_0.6_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_13', 't_0.6_layer_9', 't_0.6_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_13', 't_0.6_layer_9', 't_0.6_layer_11']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.41it/s][2025-07-17 14:55:51] bus...PCK-Transfer@0.10: 77.08% | PCK-Transfer@0.05: 66.67% | PCK-Transfer@0.15: 82.66%
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100%|██████████| 19/19 [00:05<00:00,  3.49it/s][2025-07-17 14:55:57] car...PCK-Transfer@0.10: 89.68% | PCK-Transfer@0.05: 80.41% | PCK-Transfer@0.15: 91.44%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.35it/s][2025-07-17 14:56:05] cat...PCK-Transfer@0.10: 85.95% | PCK-Transfer@0.05: 68.63% | PCK-Transfer@0.15: 91.15%
+
100%|██████████| 27/27 [00:07<00:00,  3.41it/s]
+
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100%|██████████| 13/13 [00:04<00:00,  3.22it/s][2025-07-17 14:56:09] chair...PCK-Transfer@0.10: 52.24% | PCK-Transfer@0.05: 38.14% | PCK-Transfer@0.15: 63.74%
+
100%|██████████| 13/13 [00:04<00:00,  3.21it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.20it/s][2025-07-17 14:56:10] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.13it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.43it/s][2025-07-17 14:56:12] diningtable...PCK-Transfer@0.10: 49.48% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 66.67%
+
100%|██████████| 8/8 [00:02<00:00,  3.38it/s]
+
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100%|██████████| 24/24 [00:07<00:00,  3.28it/s][2025-07-17 14:56:19] dog...PCK-Transfer@0.10: 75.49% | PCK-Transfer@0.05: 57.10% | PCK-Transfer@0.15: 89.26%
+
100%|██████████| 24/24 [00:07<00:00,  3.41it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.35it/s][2025-07-17 14:56:22] horse...PCK-Transfer@0.10: 79.58% | PCK-Transfer@0.05: 55.79% | PCK-Transfer@0.15: 84.47%
+
100%|██████████| 9/9 [00:02<00:00,  3.39it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.50it/s][2025-07-17 14:56:30] motorbike...PCK-Transfer@0.10: 80.44% | PCK-Transfer@0.05: 58.18% | PCK-Transfer@0.15: 89.05%
+
100%|██████████| 27/27 [00:07<00:00,  3.42it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.16it/s][2025-07-17 14:56:34] person...PCK-Transfer@0.10: 59.37% | PCK-Transfer@0.05: 41.60% | PCK-Transfer@0.15: 70.47%
+
100%|██████████| 12/12 [00:03<00:00,  3.19it/s]
+
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100%|██████████| 7/7 [00:02<00:00,  3.17it/s][2025-07-17 14:56:36] pottedplant...PCK-Transfer@0.10: 51.43% | PCK-Transfer@0.05: 29.52% | PCK-Transfer@0.15: 70.95%
+
100%|██████████| 7/7 [00:02<00:00,  3.11it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.26it/s][2025-07-17 14:56:36] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.26it/s]
+
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 62%|██████▏   | 8/13 [00:02<00:01,  3.42it/s]
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 92%|█████████▏| 12/13 [00:03<00:00,  3.29it/s]
100%|██████████| 13/13 [00:03<00:00,  3.07it/s][2025-07-17 14:56:40] sofa...PCK-Transfer@0.10: 53.68% | PCK-Transfer@0.05: 33.13% | PCK-Transfer@0.15: 66.38%
+
100%|██████████| 13/13 [00:03<00:00,  3.27it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.36it/s][2025-07-17 14:56:46] train...PCK-Transfer@0.10: 67.75% | PCK-Transfer@0.05: 43.25% | PCK-Transfer@0.15: 80.75%
+
100%|██████████| 20/20 [00:05<00:00,  3.43it/s]
+
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 60%|██████    | 9/15 [00:02<00:01,  3.40it/s]
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 73%|███████▎  | 11/15 [00:03<00:01,  3.49it/s]
 80%|████████  | 12/15 [00:03<00:00,  3.52it/s]
 87%|████████▋ | 13/15 [00:03<00:00,  3.52it/s]
 93%|█████████▎| 14/15 [00:04<00:00,  3.50it/s]
100%|██████████| 15/15 [00:04<00:00,  3.55it/s][2025-07-17 14:56:50] tvmonitor...PCK-Transfer@0.10: 42.78% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 58.89%
+
100%|██████████| 15/15 [00:04<00:00,  3.44it/s]
+[2025-07-17 14:56:50] Weighted Per image PCK0.10: 72.72%, image PCK0.05: 55.83%, image PCK0.01: 82.05%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_15__t_0.6_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_15__t_0.6_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..ec0dc9c070378311cbd84b945d13cba795f21c09
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_15__t_0.6_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-12 03:39:30] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_15__t_0.6_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_15', 't_0.6_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_15', 't_0.6_layer_18']
+Number of parameters corr net: 120
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100%|██████████| 12/12 [00:03<00:00,  3.55it/s][2025-07-12 03:40:41] person...PCK-Transfer@0.10: 69.52% | PCK-Transfer@0.05: 52.08% | PCK-Transfer@0.15: 77.53%
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100%|██████████| 7/7 [00:02<00:00,  3.49it/s][2025-07-12 03:40:43] pottedplant...PCK-Transfer@0.10: 78.10% | PCK-Transfer@0.05: 53.81% | PCK-Transfer@0.15: 82.86%
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100%|██████████| 20/20 [00:05<00:00,  3.47it/s][2025-07-12 03:40:53] train...PCK-Transfer@0.10: 80.50% | PCK-Transfer@0.05: 53.25% | PCK-Transfer@0.15: 84.75%
+
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100%|██████████| 15/15 [00:04<00:00,  3.53it/s][2025-07-12 03:40:57] tvmonitor...PCK-Transfer@0.10: 47.22% | PCK-Transfer@0.05: 37.22% | PCK-Transfer@0.15: 58.89%
+
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+[2025-07-12 03:40:57] Weighted Per image PCK0.10: 77.22%, image PCK0.05: 61.04%, image PCK0.01: 83.26%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_15__t_0.7_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_15__t_0.7_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..93705fb9d146af2ad654758e3fb74529bcf5c7f5
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_15__t_0.7_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 03:45:53] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_15__t_0.7_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_15', 't_0.7_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_15', 't_0.7_layer_18']
+Number of parameters corr net: 120
+
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100%|██████████| 6/6 [00:01<00:00,  3.65it/s][2025-07-12 03:46:13] boat...PCK-Transfer@0.10: 37.50% | PCK-Transfer@0.05: 27.78% | PCK-Transfer@0.15: 63.89%
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 66%|██████▌   | 21/32 [00:05<00:03,  3.65it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.77it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.82it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.64it/s]
 78%|███████▊  | 25/32 [00:06<00:01,  3.61it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.67it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.69it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.76it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.81it/s]
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100%|██████████| 32/32 [00:08<00:00,  3.64it/s][2025-07-12 03:46:25] bus...PCK-Transfer@0.10: 72.50% | PCK-Transfer@0.05: 60.16% | PCK-Transfer@0.15: 79.37%
+
100%|██████████| 32/32 [00:08<00:00,  3.61it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.80it/s]
 11%|█         | 2/19 [00:00<00:05,  3.27it/s]
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 42%|████▏     | 8/19 [00:02<00:03,  3.47it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.54it/s]
 53%|█████▎    | 10/19 [00:03<00:03,  2.87it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.04it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.21it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.30it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.29it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.42it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.46it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.55it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.49it/s]
100%|██████████| 19/19 [00:05<00:00,  3.41it/s][2025-07-12 03:46:30] car...PCK-Transfer@0.10: 82.48% | PCK-Transfer@0.05: 70.03% | PCK-Transfer@0.15: 84.76%
+
100%|██████████| 19/19 [00:05<00:00,  3.32it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:11,  2.27it/s]
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 67%|██████▋   | 18/27 [00:05<00:02,  3.48it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.50it/s]
 74%|███████▍  | 20/27 [00:06<00:01,  3.57it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.60it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.65it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.26it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.37it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.43it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.48it/s]
100%|██████████| 27/27 [00:08<00:00,  3.51it/s][2025-07-12 03:46:38] cat...PCK-Transfer@0.10: 81.43% | PCK-Transfer@0.05: 64.25% | PCK-Transfer@0.15: 84.75%
+
100%|██████████| 27/27 [00:08<00:00,  3.34it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.54it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.49it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.49it/s]
 31%|███       | 4/13 [00:01<00:02,  3.55it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.58it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.60it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.59it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.56it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.55it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.54it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.54it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.60it/s]
100%|██████████| 13/13 [00:03<00:00,  3.58it/s][2025-07-12 03:46:42] chair...PCK-Transfer@0.10: 29.36% | PCK-Transfer@0.05: 20.11% | PCK-Transfer@0.15: 34.94%
+
100%|██████████| 13/13 [00:03<00:00,  3.56it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.47it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.59it/s]
100%|██████████| 3/3 [00:00<00:00,  3.59it/s][2025-07-12 03:46:43] cow...PCK-Transfer@0.10: 83.33% | PCK-Transfer@0.05: 66.67% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.58it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.53it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.52it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.58it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.56it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.55it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.58it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.61it/s]
100%|██████████| 8/8 [00:02<00:00,  3.60it/s][2025-07-12 03:46:45] diningtable...PCK-Transfer@0.10: 27.08% | PCK-Transfer@0.05: 9.90% | PCK-Transfer@0.15: 45.31%
+
100%|██████████| 8/8 [00:02<00:00,  3.58it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.57it/s]
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 12%|█▎        | 3/24 [00:00<00:05,  3.59it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.52it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.57it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.56it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.57it/s]
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 83%|████████▎ | 20/24 [00:05<00:01,  3.60it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.58it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.58it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.58it/s]
100%|██████████| 24/24 [00:06<00:00,  3.58it/s][2025-07-12 03:46:52] dog...PCK-Transfer@0.10: 65.76% | PCK-Transfer@0.05: 51.86% | PCK-Transfer@0.15: 78.72%
+
100%|██████████| 24/24 [00:06<00:00,  3.57it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.60it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.63it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.52it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.58it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.67it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.66it/s]
100%|██████████| 9/9 [00:02<00:00,  3.62it/s][2025-07-12 03:46:54] horse...PCK-Transfer@0.10: 68.73% | PCK-Transfer@0.05: 48.12% | PCK-Transfer@0.15: 74.29%
+
100%|██████████| 9/9 [00:02<00:00,  3.61it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.63it/s]
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 70%|███████   | 19/27 [00:05<00:02,  3.61it/s]
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 81%|████████▏ | 22/27 [00:06<00:01,  3.56it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.59it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-12 03:47:02] motorbike...PCK-Transfer@0.10: 72.92% | PCK-Transfer@0.05: 53.10% | PCK-Transfer@0.15: 80.39%
+
100%|██████████| 27/27 [00:07<00:00,  3.60it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
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 25%|██▌       | 3/12 [00:00<00:02,  3.57it/s]
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 42%|████▏     | 5/12 [00:01<00:01,  3.63it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.65it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.69it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.67it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.70it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.67it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.67it/s]
100%|██████████| 12/12 [00:03<00:00,  3.59it/s][2025-07-12 03:47:05] person...PCK-Transfer@0.10: 50.54% | PCK-Transfer@0.05: 36.31% | PCK-Transfer@0.15: 61.34%
+
100%|██████████| 12/12 [00:03<00:00,  3.63it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.68it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.69it/s]
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 86%|████████▌ | 6/7 [00:01<00:00,  3.67it/s]
100%|██████████| 7/7 [00:01<00:00,  3.70it/s][2025-07-12 03:47:07] pottedplant...PCK-Transfer@0.10: 41.43% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 53.33%
+
100%|██████████| 7/7 [00:01<00:00,  3.69it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.61it/s][2025-07-12 03:47:07] sheep...PCK-Transfer@0.10: 80.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.60it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.54it/s]
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 85%|████████▍ | 11/13 [00:03<00:00,  3.60it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.52it/s]
100%|██████████| 13/13 [00:03<00:00,  3.52it/s][2025-07-12 03:47:11] sofa...PCK-Transfer@0.10: 40.20% | PCK-Transfer@0.05: 25.69% | PCK-Transfer@0.15: 52.42%
+
100%|██████████| 13/13 [00:03<00:00,  3.53it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.70it/s]
 45%|████▌     | 9/20 [00:02<00:02,  3.71it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.62it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.65it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.62it/s]
 65%|██████▌   | 13/20 [00:03<00:01,  3.69it/s]
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 80%|████████  | 16/20 [00:04<00:01,  3.68it/s]
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 90%|█████████ | 18/20 [00:04<00:00,  3.67it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.72it/s][2025-07-12 03:47:17] train...PCK-Transfer@0.10: 71.75% | PCK-Transfer@0.05: 41.25% | PCK-Transfer@0.15: 76.75%
+
100%|██████████| 20/20 [00:05<00:00,  3.65it/s]
+
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 80%|████████  | 12/15 [00:03<00:00,  3.64it/s]
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+[2025-07-12 03:47:21] Weighted Per image PCK0.10: 64.32%, image PCK0.05: 48.64%, image PCK0.01: 71.99%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_15__t_0.7_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_15__t_0.7_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..f08525e1d32903d1cb53ad635e9cc0587f7849d8
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_15__t_0.7_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 03:47:21] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_15__t_0.7_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_15', 't_0.7_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_15', 't_0.7_layer_20']
+Number of parameters corr net: 120
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100%|██████████| 12/12 [00:03<00:00,  3.65it/s][2025-07-12 03:48:31] person...PCK-Transfer@0.10: 42.57% | PCK-Transfer@0.05: 26.51% | PCK-Transfer@0.15: 53.82%
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100%|██████████| 7/7 [00:01<00:00,  3.61it/s][2025-07-12 03:48:33] pottedplant...PCK-Transfer@0.10: 46.19% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 58.10%
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100%|██████████| 20/20 [00:05<00:00,  3.61it/s][2025-07-12 03:48:43] train...PCK-Transfer@0.10: 59.50% | PCK-Transfer@0.05: 34.25% | PCK-Transfer@0.15: 72.75%
+
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100%|██████████| 15/15 [00:04<00:00,  3.72it/s][2025-07-12 03:48:47] tvmonitor...PCK-Transfer@0.10: 25.00% | PCK-Transfer@0.05: 15.00% | PCK-Transfer@0.15: 33.33%
+
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+[2025-07-12 03:48:47] Weighted Per image PCK0.10: 56.88%, image PCK0.05: 39.89%, image PCK0.01: 65.94%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_15__t_0.8_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_15__t_0.8_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..352c506e2902e6bab1566d21833bbcdb51e8a88f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_15__t_0.8_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-12 03:50:23] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_15__t_0.8_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_15', 't_0.8_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_15', 't_0.8_layer_11']
+Number of parameters corr net: 120
+
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100%|██████████| 30/30 [00:08<00:00,  3.44it/s][2025-07-12 03:50:39] bicycle...PCK-Transfer@0.10: 93.52% | PCK-Transfer@0.05: 83.76% | PCK-Transfer@0.15: 95.64%
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100%|██████████| 6/6 [00:01<00:00,  3.51it/s][2025-07-12 03:50:44] boat...PCK-Transfer@0.10: 73.61% | PCK-Transfer@0.05: 61.11% | PCK-Transfer@0.15: 84.72%
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100%|██████████| 8/8 [00:02<00:00,  3.50it/s][2025-07-12 03:50:46] bottle...PCK-Transfer@0.10: 84.38% | PCK-Transfer@0.05: 64.06% | PCK-Transfer@0.15: 89.06%
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 22%|██▏       | 7/32 [00:02<00:07,  3.51it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.58it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.56it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.49it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.44it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.43it/s]
 41%|████      | 13/32 [00:03<00:05,  3.47it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.48it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.48it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.48it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.45it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.47it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.49it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.51it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.51it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.46it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.47it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.52it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.57it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.53it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.53it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.48it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.47it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.47it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.53it/s]
100%|██████████| 32/32 [00:09<00:00,  3.55it/s][2025-07-12 03:50:55] bus...PCK-Transfer@0.10: 88.07% | PCK-Transfer@0.05: 82.08% | PCK-Transfer@0.15: 90.78%
+
100%|██████████| 32/32 [00:09<00:00,  3.49it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.46it/s]
 11%|█         | 2/19 [00:00<00:05,  3.22it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.30it/s]
 21%|██        | 4/19 [00:01<00:04,  3.35it/s]
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 32%|███▏      | 6/19 [00:01<00:04,  3.22it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.26it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.32it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.36it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.44it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.45it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.43it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.47it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.50it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.48it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.48it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.46it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.50it/s]
100%|██████████| 19/19 [00:05<00:00,  3.57it/s][2025-07-12 03:51:01] car...PCK-Transfer@0.10: 93.71% | PCK-Transfer@0.05: 88.27% | PCK-Transfer@0.15: 94.94%
+
100%|██████████| 19/19 [00:05<00:00,  3.43it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.51it/s]
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 11%|█         | 3/27 [00:00<00:07,  3.42it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.48it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.43it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.44it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.26it/s]
 41%|████      | 11/27 [00:03<00:04,  3.30it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.42it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.42it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.47it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.53it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.53it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.48it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.47it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.44it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.46it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.46it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.48it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.46it/s]
100%|██████████| 27/27 [00:07<00:00,  3.45it/s][2025-07-12 03:51:09] cat...PCK-Transfer@0.10: 86.04% | PCK-Transfer@0.05: 72.57% | PCK-Transfer@0.15: 90.26%
+
100%|██████████| 27/27 [00:07<00:00,  3.44it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.35it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.43it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.50it/s]
 31%|███       | 4/13 [00:01<00:02,  3.49it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.49it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.44it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.47it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.54it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.58it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.61it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.62it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.59it/s]
100%|██████████| 13/13 [00:03<00:00,  3.60it/s][2025-07-12 03:51:12] chair...PCK-Transfer@0.10: 60.92% | PCK-Transfer@0.05: 48.97% | PCK-Transfer@0.15: 65.13%
+
100%|██████████| 13/13 [00:03<00:00,  3.54it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.55it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.53it/s]
100%|██████████| 3/3 [00:00<00:00,  3.52it/s][2025-07-12 03:51:13] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 75.00% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.53it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.51it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.54it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.53it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.59it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.57it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.55it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.55it/s]
100%|██████████| 8/8 [00:02<00:00,  3.57it/s][2025-07-12 03:51:15] diningtable...PCK-Transfer@0.10: 52.60% | PCK-Transfer@0.05: 35.94% | PCK-Transfer@0.15: 63.54%
+
100%|██████████| 8/8 [00:02<00:00,  3.56it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.50it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.54it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.51it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.58it/s]
 21%|██        | 5/24 [00:01<00:05,  3.56it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.54it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.53it/s]
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 42%|████▏     | 10/24 [00:02<00:03,  3.59it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.57it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.56it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.56it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.54it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.53it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.55it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.55it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.55it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.49it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.48it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.50it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.51it/s]
100%|██████████| 24/24 [00:06<00:00,  3.52it/s][2025-07-12 03:51:22] dog...PCK-Transfer@0.10: 87.62% | PCK-Transfer@0.05: 71.87% | PCK-Transfer@0.15: 92.49%
+
100%|██████████| 24/24 [00:06<00:00,  3.53it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.55it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.52it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.64it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.53it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.49it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.48it/s]
100%|██████████| 9/9 [00:02<00:00,  3.51it/s][2025-07-12 03:51:25] horse...PCK-Transfer@0.10: 84.71% | PCK-Transfer@0.05: 72.43% | PCK-Transfer@0.15: 89.74%
+
100%|██████████| 9/9 [00:02<00:00,  3.53it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.47it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.50it/s]
 41%|████      | 11/27 [00:03<00:04,  3.51it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.53it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.55it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.55it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.57it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.55it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.54it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.54it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.56it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.55it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.55it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.60it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.57it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.59it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.62it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.59it/s]
100%|██████████| 27/27 [00:07<00:00,  3.59it/s][2025-07-12 03:51:32] motorbike...PCK-Transfer@0.10: 89.41% | PCK-Transfer@0.05: 71.44% | PCK-Transfer@0.15: 95.30%
+
100%|██████████| 27/27 [00:07<00:00,  3.55it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.45it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.57it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.64it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.69it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.59it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.60it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.55it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.57it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.52it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.52it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.50it/s]
100%|██████████| 12/12 [00:03<00:00,  3.54it/s][2025-07-12 03:51:36] person...PCK-Transfer@0.10: 75.19% | PCK-Transfer@0.05: 60.08% | PCK-Transfer@0.15: 81.84%
+
100%|██████████| 12/12 [00:03<00:00,  3.56it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.42it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.40it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.46it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.45it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.44it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.48it/s]
100%|██████████| 7/7 [00:02<00:00,  3.51it/s][2025-07-12 03:51:38] pottedplant...PCK-Transfer@0.10: 75.71% | PCK-Transfer@0.05: 54.29% | PCK-Transfer@0.15: 82.86%
+
100%|██████████| 7/7 [00:02<00:00,  3.47it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.51it/s][2025-07-12 03:51:38] sheep...PCK-Transfer@0.10: 80.00% | PCK-Transfer@0.05: 60.00% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.50it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.50it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.53it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.54it/s]
 31%|███       | 4/13 [00:01<00:02,  3.55it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.51it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.47it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.48it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.45it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.46it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.52it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.48it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.54it/s]
100%|██████████| 13/13 [00:03<00:00,  3.56it/s][2025-07-12 03:51:42] sofa...PCK-Transfer@0.10: 74.11% | PCK-Transfer@0.05: 49.16% | PCK-Transfer@0.15: 81.42%
+
100%|██████████| 13/13 [00:03<00:00,  3.51it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
  5%|▌         | 1/20 [00:00<00:05,  3.47it/s]
 10%|█         | 2/20 [00:00<00:05,  3.47it/s]
 15%|█▌        | 3/20 [00:00<00:04,  3.52it/s]
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 30%|███       | 6/20 [00:01<00:03,  3.54it/s]
 35%|███▌      | 7/20 [00:01<00:03,  3.58it/s]
 40%|████      | 8/20 [00:02<00:03,  3.52it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.50it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.49it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.48it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.50it/s]
 65%|██████▌   | 13/20 [00:03<00:02,  3.47it/s]
 70%|███████   | 14/20 [00:04<00:01,  3.46it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.50it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.48it/s]
 85%|████████▌ | 17/20 [00:04<00:00,  3.55it/s]
 90%|█████████ | 18/20 [00:05<00:00,  3.51it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.54it/s]
100%|██████████| 20/20 [00:05<00:00,  3.50it/s][2025-07-12 03:51:47] train...PCK-Transfer@0.10: 84.75% | PCK-Transfer@0.05: 67.50% | PCK-Transfer@0.15: 90.00%
+
100%|██████████| 20/20 [00:05<00:00,  3.50it/s]
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+[2025-07-12 03:51:52] Weighted Per image PCK0.10: 83.27%, image PCK0.05: 69.45%, image PCK0.01: 88.21%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_18__t_0.7_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_18__t_0.7_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..96a2c49ef24c19c1ad558e0daa883fc6e4504c0e
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_18__t_0.7_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-12 04:05:57] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_18__t_0.7_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_18', 't_0.7_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_18', 't_0.7_layer_12']
+Number of parameters corr net: 120
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100%|██████████| 24/24 [00:06<00:00,  3.56it/s][2025-07-12 04:06:57] dog...PCK-Transfer@0.10: 86.43% | PCK-Transfer@0.05: 73.39% | PCK-Transfer@0.15: 91.40%
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100%|██████████| 12/12 [00:03<00:00,  3.53it/s][2025-07-12 04:07:10] person...PCK-Transfer@0.10: 75.51% | PCK-Transfer@0.05: 60.28% | PCK-Transfer@0.15: 81.43%
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100%|██████████| 7/7 [00:02<00:00,  3.49it/s][2025-07-12 04:07:12] pottedplant...PCK-Transfer@0.10: 80.48% | PCK-Transfer@0.05: 59.05% | PCK-Transfer@0.15: 90.00%
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100%|██████████| 20/20 [00:05<00:00,  3.49it/s][2025-07-12 04:07:22] train...PCK-Transfer@0.10: 81.50% | PCK-Transfer@0.05: 61.50% | PCK-Transfer@0.15: 89.00%
+
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100%|██████████| 15/15 [00:04<00:00,  3.54it/s][2025-07-12 04:07:26] tvmonitor...PCK-Transfer@0.10: 61.11% | PCK-Transfer@0.05: 51.67% | PCK-Transfer@0.15: 66.11%
+
100%|██████████| 15/15 [00:04<00:00,  3.53it/s]
+[2025-07-12 04:07:26] Weighted Per image PCK0.10: 83.30%, image PCK0.05: 69.65%, image PCK0.01: 88.21%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_18__t_0.7_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_18__t_0.7_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..cd94ce3422e0e1530f66ec1d87c06dfbe1ed7daf
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_18__t_0.7_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-12 04:09:06] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_18__t_0.7_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_18', 't_0.7_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_18', 't_0.7_layer_20']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  3.36it/s][2025-07-12 04:09:13] aeroplane...PCK-Transfer@0.10: 80.17% | PCK-Transfer@0.05: 64.01% | PCK-Transfer@0.15: 89.20%
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100%|██████████| 30/30 [00:08<00:00,  3.53it/s][2025-07-12 04:09:21] bicycle...PCK-Transfer@0.10: 85.27% | PCK-Transfer@0.05: 73.76% | PCK-Transfer@0.15: 90.12%
+
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+
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100%|██████████| 6/6 [00:01<00:00,  3.53it/s][2025-07-12 04:09:26] boat...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 18.06% | PCK-Transfer@0.15: 58.33%
+
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 88%|████████▊ | 7/8 [00:01<00:00,  3.55it/s]
100%|██████████| 8/8 [00:02<00:00,  3.57it/s][2025-07-12 04:09:28] bottle...PCK-Transfer@0.10: 46.88% | PCK-Transfer@0.05: 32.81% | PCK-Transfer@0.15: 56.25%
+
100%|██████████| 8/8 [00:02<00:00,  3.55it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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  9%|▉         | 3/32 [00:00<00:08,  3.39it/s]
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 16%|█▌        | 5/32 [00:01<00:07,  3.43it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.50it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.55it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.53it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.45it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.45it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.45it/s]
 41%|████      | 13/32 [00:03<00:05,  3.49it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.54it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.54it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.53it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.50it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.50it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.50it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.51it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.54it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.48it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.47it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.50it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.55it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.50it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.54it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.50it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.48it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.49it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.56it/s]
100%|██████████| 32/32 [00:09<00:00,  3.58it/s][2025-07-12 04:09:37] bus...PCK-Transfer@0.10: 69.06% | PCK-Transfer@0.05: 56.72% | PCK-Transfer@0.15: 77.40%
+
100%|██████████| 32/32 [00:09<00:00,  3.50it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.54it/s]
 11%|█         | 2/19 [00:00<00:04,  3.49it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.52it/s]
 21%|██        | 4/19 [00:01<00:04,  3.50it/s]
 26%|██▋       | 5/19 [00:01<00:03,  3.51it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.46it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.39it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.44it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.47it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.54it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.53it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.48it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.50it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.53it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.52it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.53it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.51it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.53it/s]
100%|██████████| 19/19 [00:05<00:00,  3.58it/s][2025-07-12 04:09:43] car...PCK-Transfer@0.10: 82.81% | PCK-Transfer@0.05: 69.78% | PCK-Transfer@0.15: 89.30%
+
100%|██████████| 19/19 [00:05<00:00,  3.51it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.60it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.50it/s]
 11%|█         | 3/27 [00:00<00:07,  3.37it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.44it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.42it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.39it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.43it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.43it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.42it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.44it/s]
 41%|████      | 11/27 [00:03<00:04,  3.46it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.51it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.46it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.45it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.39it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.37it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.37it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.45it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.48it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.46it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.47it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.47it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.49it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.48it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.49it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.48it/s]
100%|██████████| 27/27 [00:07<00:00,  3.47it/s][2025-07-12 04:09:51] cat...PCK-Transfer@0.10: 81.28% | PCK-Transfer@0.05: 64.26% | PCK-Transfer@0.15: 85.96%
+
100%|██████████| 27/27 [00:07<00:00,  3.45it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.44it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.57it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.57it/s]
 31%|███       | 4/13 [00:01<00:02,  3.53it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.51it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.48it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.50it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.59it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.61it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.64it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.63it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.59it/s]
100%|██████████| 13/13 [00:03<00:00,  3.60it/s][2025-07-12 04:09:54] chair...PCK-Transfer@0.10: 35.11% | PCK-Transfer@0.05: 22.93% | PCK-Transfer@0.15: 41.97%
+
100%|██████████| 13/13 [00:03<00:00,  3.57it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.62it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.55it/s]
100%|██████████| 3/3 [00:00<00:00,  3.53it/s][2025-07-12 04:09:55] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 66.67% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 3/3 [00:00<00:00,  3.54it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.47it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.52it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.54it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.57it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.58it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.53it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.55it/s]
100%|██████████| 8/8 [00:02<00:00,  3.58it/s][2025-07-12 04:09:57] diningtable...PCK-Transfer@0.10: 35.94% | PCK-Transfer@0.05: 16.15% | PCK-Transfer@0.15: 49.48%
+
100%|██████████| 8/8 [00:02<00:00,  3.55it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.44it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.52it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.50it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.58it/s]
 21%|██        | 5/24 [00:01<00:05,  3.56it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.57it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.58it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.56it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.57it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.55it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.53it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.52it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.55it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.55it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.55it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.57it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.58it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.58it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.49it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.52it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.55it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.57it/s]
100%|██████████| 24/24 [00:06<00:00,  3.55it/s][2025-07-12 04:10:04] dog...PCK-Transfer@0.10: 71.63% | PCK-Transfer@0.05: 56.19% | PCK-Transfer@0.15: 79.97%
+
100%|██████████| 24/24 [00:06<00:00,  3.55it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.45it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.52it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.61it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.55it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.54it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.52it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.53it/s]
100%|██████████| 9/9 [00:02<00:00,  3.56it/s][2025-07-12 04:10:07] horse...PCK-Transfer@0.10: 80.11% | PCK-Transfer@0.05: 61.98% | PCK-Transfer@0.15: 83.28%
+
100%|██████████| 9/9 [00:02<00:00,  3.55it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.64it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.52it/s]
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 30%|██▉       | 8/27 [00:02<00:05,  3.51it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.43it/s]
 41%|████      | 11/27 [00:03<00:04,  3.46it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.51it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.56it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.58it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.58it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.54it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.52it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.53it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.56it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.55it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.56it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.60it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.59it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.62it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.65it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.63it/s]
100%|██████████| 27/27 [00:07<00:00,  3.61it/s][2025-07-12 04:10:14] motorbike...PCK-Transfer@0.10: 84.05% | PCK-Transfer@0.05: 62.25% | PCK-Transfer@0.15: 90.31%
+
100%|██████████| 27/27 [00:07<00:00,  3.56it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.49it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.53it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.42it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.48it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.43it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.47it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.45it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.49it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.47it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.48it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.47it/s]
100%|██████████| 12/12 [00:03<00:00,  3.51it/s][2025-07-12 04:10:18] person...PCK-Transfer@0.10: 62.02% | PCK-Transfer@0.05: 46.57% | PCK-Transfer@0.15: 73.17%
+
100%|██████████| 12/12 [00:03<00:00,  3.48it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.23it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.29it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.38it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.38it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.37it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.42it/s]
100%|██████████| 7/7 [00:02<00:00,  3.45it/s][2025-07-12 04:10:20] pottedplant...PCK-Transfer@0.10: 63.33% | PCK-Transfer@0.05: 39.05% | PCK-Transfer@0.15: 72.86%
+
100%|██████████| 7/7 [00:02<00:00,  3.40it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.41it/s][2025-07-12 04:10:20] sheep...PCK-Transfer@0.10: 80.00% | PCK-Transfer@0.05: 60.00% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.41it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.47it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.50it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.51it/s]
 31%|███       | 4/13 [00:01<00:02,  3.53it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.49it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.51it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.53it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.51it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.50it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.55it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.49it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.56it/s]
100%|██████████| 13/13 [00:03<00:00,  3.57it/s][2025-07-12 04:10:24] sofa...PCK-Transfer@0.10: 53.97% | PCK-Transfer@0.05: 29.54% | PCK-Transfer@0.15: 61.94%
+
100%|██████████| 13/13 [00:03<00:00,  3.53it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.48it/s]
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 50%|█████     | 10/20 [00:02<00:02,  3.51it/s]
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+[2025-07-12 04:10:34] Weighted Per image PCK0.10: 70.35%, image PCK0.05: 53.71%, image PCK0.01: 77.17%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_18__t_0.8_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_18__t_0.8_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..69a465190a11b2e1181dc6613f80f798a1bce241
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_18__t_0.8_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 04:12:14] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_18__t_0.8_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_18', 't_0.8_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_18', 't_0.8_layer_12']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:02<00:00,  3.46it/s][2025-07-12 04:13:30] pottedplant...PCK-Transfer@0.10: 43.33% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 60.48%
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100%|██████████| 15/15 [00:04<00:00,  3.47it/s][2025-07-12 04:13:44] tvmonitor...PCK-Transfer@0.10: 40.56% | PCK-Transfer@0.05: 28.33% | PCK-Transfer@0.15: 55.56%
+
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+[2025-07-12 04:13:44] Weighted Per image PCK0.10: 68.20%, image PCK0.05: 50.34%, image PCK0.01: 78.12%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_20__t_0.6_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_20__t_0.6_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..10d5f1c223af7b3754e71d0e55947c0385c10c1c
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_20__t_0.6_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-12 04:21:30] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_20__t_0.6_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_20', 't_0.6_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_20', 't_0.6_layer_15']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.48it/s][2025-07-12 04:21:37] aeroplane...PCK-Transfer@0.10: 88.81% | PCK-Transfer@0.05: 73.70% | PCK-Transfer@0.15: 93.58%
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100%|██████████| 30/30 [00:08<00:00,  3.51it/s][2025-07-12 04:21:45] bicycle...PCK-Transfer@0.10: 90.82% | PCK-Transfer@0.05: 79.82% | PCK-Transfer@0.15: 93.55%
+
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 50%|█████     | 3/6 [00:00<00:00,  3.51it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.59it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.60it/s]
100%|██████████| 6/6 [00:01<00:00,  3.53it/s][2025-07-12 04:21:50] boat...PCK-Transfer@0.10: 73.61% | PCK-Transfer@0.05: 61.11% | PCK-Transfer@0.15: 86.11%
+
100%|██████████| 6/6 [00:01<00:00,  3.53it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.51it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.50it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.54it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.56it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.57it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.60it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.57it/s]
100%|██████████| 8/8 [00:02<00:00,  3.54it/s][2025-07-12 04:21:52] bottle...PCK-Transfer@0.10: 68.75% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 76.56%
+
100%|██████████| 8/8 [00:02<00:00,  3.55it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.39it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.46it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.44it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.47it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.47it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.56it/s]
 22%|██▏       | 7/32 [00:01<00:07,  3.56it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.62it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.61it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.54it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.52it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.51it/s]
 41%|████      | 13/32 [00:03<00:05,  3.52it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.56it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.54it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.54it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.51it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.53it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.52it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.54it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.55it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.50it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.51it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.56it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.61it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.57it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.58it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.54it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.51it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.51it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.57it/s]
100%|██████████| 32/32 [00:09<00:00,  3.57it/s][2025-07-12 04:22:01] bus...PCK-Transfer@0.10: 86.51% | PCK-Transfer@0.05: 77.55% | PCK-Transfer@0.15: 89.64%
+
100%|██████████| 32/32 [00:09<00:00,  3.54it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.56it/s]
 11%|█         | 2/19 [00:00<00:04,  3.54it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.56it/s]
 21%|██        | 4/19 [00:01<00:04,  3.56it/s]
 26%|██▋       | 5/19 [00:01<00:03,  3.58it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.52it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.48it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.52it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.52it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.57it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.55it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.52it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.51it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.53it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.49it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.48it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.44it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.45it/s]
100%|██████████| 19/19 [00:05<00:00,  3.51it/s][2025-07-12 04:22:07] car...PCK-Transfer@0.10: 90.54% | PCK-Transfer@0.05: 81.83% | PCK-Transfer@0.15: 93.86%
+
100%|██████████| 19/19 [00:05<00:00,  3.51it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.54it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.42it/s]
 11%|█         | 3/27 [00:00<00:07,  3.41it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.46it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.47it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.48it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.48it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.50it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.49it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.47it/s]
 41%|████      | 11/27 [00:03<00:04,  3.51it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.57it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.52it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.49it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.44it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.43it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.43it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.51it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.54it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.47it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.44it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.43it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.45it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.47it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.44it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.43it/s]
100%|██████████| 27/27 [00:07<00:00,  3.42it/s][2025-07-12 04:22:14] cat...PCK-Transfer@0.10: 80.56% | PCK-Transfer@0.05: 67.44% | PCK-Transfer@0.15: 82.08%
+
100%|██████████| 27/27 [00:07<00:00,  3.47it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.43it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.50it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.57it/s]
 31%|███       | 4/13 [00:01<00:02,  3.50it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.54it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.50it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.54it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.60it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.56it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.58it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.60it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.55it/s]
100%|██████████| 13/13 [00:03<00:00,  3.55it/s][2025-07-12 04:22:18] chair...PCK-Transfer@0.10: 45.19% | PCK-Transfer@0.05: 33.59% | PCK-Transfer@0.15: 55.21%
+
100%|██████████| 13/13 [00:03<00:00,  3.55it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.53it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.50it/s]
100%|██████████| 3/3 [00:00<00:00,  3.52it/s][2025-07-12 04:22:19] cow...PCK-Transfer@0.10: 95.83% | PCK-Transfer@0.05: 72.92% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.52it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.49it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.55it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.56it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.63it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.57it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.53it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.48it/s]
100%|██████████| 8/8 [00:02<00:00,  3.49it/s][2025-07-12 04:22:21] diningtable...PCK-Transfer@0.10: 42.71% | PCK-Transfer@0.05: 28.13% | PCK-Transfer@0.15: 56.25%
+
100%|██████████| 8/8 [00:02<00:00,  3.52it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.41it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.52it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.53it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.61it/s]
 21%|██        | 5/24 [00:01<00:05,  3.59it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.57it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.54it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.52it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.54it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.59it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.61it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.53it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.52it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.45it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.47it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.52it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.55it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.54it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.55it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.53it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.55it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.49it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.50it/s]
100%|██████████| 24/24 [00:06<00:00,  3.52it/s][2025-07-12 04:22:28] dog...PCK-Transfer@0.10: 80.97% | PCK-Transfer@0.05: 66.68% | PCK-Transfer@0.15: 85.60%
+
100%|██████████| 24/24 [00:06<00:00,  3.53it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.52it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.50it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.59it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.66it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.54it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.48it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.43it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.39it/s]
100%|██████████| 9/9 [00:02<00:00,  3.45it/s][2025-07-12 04:22:31] horse...PCK-Transfer@0.10: 85.34% | PCK-Transfer@0.05: 68.73% | PCK-Transfer@0.15: 89.31%
+
100%|██████████| 9/9 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.67it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.56it/s]
 11%|█         | 3/27 [00:00<00:06,  3.52it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.51it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.50it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.47it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.54it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.52it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.50it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.48it/s]
 41%|████      | 11/27 [00:03<00:04,  3.49it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.53it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.54it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.52it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.52it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.52it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.51it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.48it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.47it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.47it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.48it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.57it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.52it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.55it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.59it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.57it/s]
100%|██████████| 27/27 [00:07<00:00,  3.58it/s][2025-07-12 04:22:38] motorbike...PCK-Transfer@0.10: 87.52% | PCK-Transfer@0.05: 68.85% | PCK-Transfer@0.15: 95.34%
+
100%|██████████| 27/27 [00:07<00:00,  3.53it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.60it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.64it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.69it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.51it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.47it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.50it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.48it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.51it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.49it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.50it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.49it/s]
100%|██████████| 12/12 [00:03<00:00,  3.56it/s][2025-07-12 04:22:42] person...PCK-Transfer@0.10: 69.54% | PCK-Transfer@0.05: 52.18% | PCK-Transfer@0.15: 76.83%
+
100%|██████████| 12/12 [00:03<00:00,  3.53it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.42it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.42it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.47it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.44it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.42it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.48it/s]
100%|██████████| 7/7 [00:02<00:00,  3.51it/s][2025-07-12 04:22:44] pottedplant...PCK-Transfer@0.10: 70.48% | PCK-Transfer@0.05: 43.81% | PCK-Transfer@0.15: 77.62%
+
100%|██████████| 7/7 [00:02<00:00,  3.47it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.48it/s][2025-07-12 04:22:44] sheep...PCK-Transfer@0.10: 80.00% | PCK-Transfer@0.05: 60.00% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.47it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.58it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.59it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.57it/s]
 31%|███       | 4/13 [00:01<00:02,  3.57it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.55it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.55it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.55it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.54it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.54it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.58it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.53it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.60it/s]
100%|██████████| 13/13 [00:03<00:00,  3.62it/s][2025-07-12 04:22:48] sofa...PCK-Transfer@0.10: 72.36% | PCK-Transfer@0.05: 44.18% | PCK-Transfer@0.15: 81.09%
+
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+[2025-07-12 04:22:58] Weighted Per image PCK0.10: 78.56%, image PCK0.05: 63.53%, image PCK0.01: 84.36%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_20__t_0.8_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_20__t_0.8_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..ae8a6874e97c3566fc8ff281d6a430125aa6d278
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_20__t_0.8_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 04:34:09] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_20__t_0.8_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_20', 't_0.8_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_20', 't_0.8_layer_13']
+Number of parameters corr net: 120
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+[2025-07-12 04:35:37] Weighted Per image PCK0.10: 56.96%, image PCK0.05: 39.79%, image PCK0.01: 67.14%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_10__t_0.6_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_10__t_0.6_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..04ac2b7a5f63ee7b79773a432ea5eabacedd17d8
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_10__t_0.6_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 06:14:38] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_10__t_0.6_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.5_layer_10', 't_0.6_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.5_layer_10', 't_0.6_layer_15']
+Number of parameters corr net: 120
+
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100%|██████████| 30/30 [00:09<00:00,  3.43it/s][2025-07-16 06:14:54] bicycle...PCK-Transfer@0.10: 75.45% | PCK-Transfer@0.05: 61.52% | PCK-Transfer@0.15: 80.61%
+
100%|██████████| 30/30 [00:09<00:00,  3.32it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.18it/s]
 20%|██        | 2/10 [00:00<00:02,  3.05it/s]
 30%|███       | 3/10 [00:00<00:02,  3.13it/s]
 40%|████      | 4/10 [00:01<00:01,  3.23it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.27it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.29it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.09it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.16it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.24it/s]
100%|██████████| 10/10 [00:03<00:00,  3.12it/s][2025-07-16 06:14:57] bird...PCK-Transfer@0.10: 70.92% | PCK-Transfer@0.05: 44.69% | PCK-Transfer@0.15: 85.83%
+
100%|██████████| 10/10 [00:03<00:00,  3.16it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.51it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.51it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.47it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.39it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.41it/s]
100%|██████████| 6/6 [00:01<00:00,  3.43it/s][2025-07-16 06:14:59] boat...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 31.94% | PCK-Transfer@0.15: 77.78%
+
100%|██████████| 6/6 [00:01<00:00,  3.44it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.99it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.42it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.45it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.48it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.42it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.44it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.51it/s]
100%|██████████| 8/8 [00:02<00:00,  3.52it/s][2025-07-16 06:15:01] bottle...PCK-Transfer@0.10: 60.94% | PCK-Transfer@0.05: 45.31% | PCK-Transfer@0.15: 73.44%
+
100%|██████████| 8/8 [00:02<00:00,  3.46it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:11,  2.72it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.13it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.30it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.40it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.35it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.30it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.34it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.41it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.34it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.45it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.51it/s]
 41%|████      | 13/32 [00:03<00:05,  3.51it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.52it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.52it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.54it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.47it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.49it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.37it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.34it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.38it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.25it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.33it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.27it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.27it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.14it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.23it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.33it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.42it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.40it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.42it/s]
100%|██████████| 32/32 [00:09<00:00,  3.36it/s][2025-07-16 06:15:11] bus...PCK-Transfer@0.10: 68.23% | PCK-Transfer@0.05: 55.99% | PCK-Transfer@0.15: 77.19%
+
100%|██████████| 32/32 [00:09<00:00,  3.36it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.95it/s]
 11%|█         | 2/19 [00:00<00:05,  3.34it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.42it/s]
 21%|██        | 4/19 [00:01<00:04,  3.35it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.18it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.14it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.06it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.04it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.12it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.15it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.11it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.20it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.25it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.15it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.15it/s]
 84%|████████▍ | 16/19 [00:05<00:00,  3.19it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.29it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.22it/s]
100%|██████████| 19/19 [00:05<00:00,  3.21it/s][2025-07-16 06:15:17] car...PCK-Transfer@0.10: 89.28% | PCK-Transfer@0.05: 78.91% | PCK-Transfer@0.15: 91.57%
+
100%|██████████| 19/19 [00:05<00:00,  3.18it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.10it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.38it/s]
 11%|█         | 3/27 [00:00<00:06,  3.49it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.28it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.33it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.25it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.25it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.32it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.24it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.22it/s]
 41%|████      | 11/27 [00:03<00:04,  3.30it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.33it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.45it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.49it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.37it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.49it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.48it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.39it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.46it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.45it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.43it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.44it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.36it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.35it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.41it/s]
100%|██████████| 27/27 [00:07<00:00,  3.39it/s][2025-07-16 06:15:25] cat...PCK-Transfer@0.10: 76.69% | PCK-Transfer@0.05: 58.38% | PCK-Transfer@0.15: 84.75%
+
100%|██████████| 27/27 [00:07<00:00,  3.38it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:05,  2.28it/s]
 15%|█▌        | 2/13 [00:00<00:04,  2.73it/s]
 23%|██▎       | 3/13 [00:01<00:03,  2.80it/s]
 31%|███       | 4/13 [00:01<00:03,  2.92it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.02it/s]
 46%|████▌     | 6/13 [00:02<00:02,  3.17it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.28it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.34it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.38it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.39it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.43it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.45it/s]
100%|██████████| 13/13 [00:04<00:00,  3.43it/s][2025-07-16 06:15:29] chair...PCK-Transfer@0.10: 44.51% | PCK-Transfer@0.05: 28.68% | PCK-Transfer@0.15: 57.99%
+
100%|██████████| 13/13 [00:04<00:00,  3.22it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.09it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.27it/s]
100%|██████████| 3/3 [00:00<00:00,  3.31it/s][2025-07-16 06:15:30] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.28it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.94it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.10it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.27it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.24it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.17it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.23it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.32it/s]
100%|██████████| 8/8 [00:02<00:00,  3.34it/s][2025-07-16 06:15:32] diningtable...PCK-Transfer@0.10: 44.27% | PCK-Transfer@0.05: 25.52% | PCK-Transfer@0.15: 64.58%
+
100%|██████████| 8/8 [00:02<00:00,  3.26it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.07it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.25it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.32it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.29it/s]
 21%|██        | 5/24 [00:01<00:05,  3.34it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.36it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.36it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.39it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.38it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.36it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.33it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.34it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.31it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.32it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.36it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.34it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.30it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.33it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.35it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.34it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.33it/s]
100%|██████████| 24/24 [00:07<00:00,  3.11it/s][2025-07-16 06:15:40] dog...PCK-Transfer@0.10: 62.11% | PCK-Transfer@0.05: 46.37% | PCK-Transfer@0.15: 78.72%
+
100%|██████████| 24/24 [00:07<00:00,  3.29it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.19it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.37it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.27it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.28it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.41it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.50it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.52it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.53it/s]
100%|██████████| 9/9 [00:02<00:00,  3.53it/s][2025-07-16 06:15:42] horse...PCK-Transfer@0.10: 77.20% | PCK-Transfer@0.05: 52.49% | PCK-Transfer@0.15: 82.22%
+
100%|██████████| 9/9 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:09,  2.81it/s]
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 15%|█▍        | 4/27 [00:01<00:07,  3.23it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.29it/s]
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 37%|███▋      | 10/27 [00:03<00:04,  3.47it/s]
 41%|████      | 11/27 [00:03<00:04,  3.49it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.48it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.51it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.53it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.54it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.54it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.55it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.56it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.51it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.53it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.53it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.52it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.52it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.52it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.50it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.54it/s]
100%|██████████| 27/27 [00:07<00:00,  3.54it/s][2025-07-16 06:15:50] motorbike...PCK-Transfer@0.10: 74.89% | PCK-Transfer@0.05: 50.76% | PCK-Transfer@0.15: 83.37%
+
100%|██████████| 27/27 [00:07<00:00,  3.44it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.19it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.36it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.40it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.43it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.47it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.53it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.53it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.50it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.56it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.53it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.58it/s]
100%|██████████| 12/12 [00:03<00:00,  3.57it/s][2025-07-16 06:15:53] person...PCK-Transfer@0.10: 53.55% | PCK-Transfer@0.05: 37.06% | PCK-Transfer@0.15: 63.44%
+
100%|██████████| 12/12 [00:03<00:00,  3.51it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.39it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.58it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.59it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.65it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.57it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.51it/s]
100%|██████████| 7/7 [00:01<00:00,  3.54it/s][2025-07-16 06:15:55] pottedplant...PCK-Transfer@0.10: 46.67% | PCK-Transfer@0.05: 19.52% | PCK-Transfer@0.15: 58.57%
+
100%|██████████| 7/7 [00:01<00:00,  3.55it/s]
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+[2025-07-16 06:16:09] Weighted Per image PCK0.10: 65.79%, image PCK0.05: 48.45%, image PCK0.01: 76.83%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_11__t_0.5_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_11__t_0.5_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..d5372fa0a7776894abcd36387dbd9478a3ccaccf
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_11__t_0.5_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 06:33:53] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_11__t_0.5_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.5_layer_11', 't_0.5_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.5_layer_11', 't_0.5_layer_18']
+Number of parameters corr net: 120
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+[2025-07-16 06:35:20] Weighted Per image PCK0.10: 63.59%, image PCK0.05: 46.60%, image PCK0.01: 74.54%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_11__t_0.8_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_11__t_0.8_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..ea1044f00a51e161f014a7dc127cea64cb335943
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_11__t_0.8_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 06:53:00] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_11__t_0.8_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.5_layer_11', 't_0.8_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.5_layer_11', 't_0.8_layer_12']
+Number of parameters corr net: 120
+
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 47%|████▋     | 14/30 [00:04<00:04,  3.22it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.30it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.30it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.25it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.33it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.38it/s]
 67%|██████▋   | 20/30 [00:06<00:02,  3.41it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.37it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.44it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.44it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.49it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.43it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.46it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.45it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.32it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.32it/s]
100%|██████████| 30/30 [00:09<00:00,  3.39it/s][2025-07-16 06:53:15] bicycle...PCK-Transfer@0.10: 77.58% | PCK-Transfer@0.05: 68.18% | PCK-Transfer@0.15: 83.64%
+
100%|██████████| 30/30 [00:09<00:00,  3.31it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.21it/s]
 20%|██        | 2/10 [00:00<00:02,  3.08it/s]
 30%|███       | 3/10 [00:00<00:02,  3.21it/s]
 40%|████      | 4/10 [00:01<00:01,  3.32it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.38it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.30it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.28it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.31it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.34it/s]
100%|██████████| 10/10 [00:03<00:00,  3.29it/s][2025-07-16 06:53:18] bird...PCK-Transfer@0.10: 76.89% | PCK-Transfer@0.05: 43.44% | PCK-Transfer@0.15: 90.69%
+
100%|██████████| 10/10 [00:03<00:00,  3.29it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.15it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.42it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.48it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.45it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.48it/s]
100%|██████████| 6/6 [00:01<00:00,  3.56it/s][2025-07-16 06:53:20] boat...PCK-Transfer@0.10: 47.22% | PCK-Transfer@0.05: 31.94% | PCK-Transfer@0.15: 68.06%
+
100%|██████████| 6/6 [00:01<00:00,  3.49it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.44it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.66it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.57it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.56it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.46it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.47it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.57it/s]
100%|██████████| 8/8 [00:02<00:00,  3.56it/s][2025-07-16 06:53:22] bottle...PCK-Transfer@0.10: 67.19% | PCK-Transfer@0.05: 51.56% | PCK-Transfer@0.15: 81.25%
+
100%|██████████| 8/8 [00:02<00:00,  3.54it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  2.85it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.01it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.21it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.32it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.20it/s]
 19%|█▉        | 6/32 [00:01<00:08,  3.23it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.33it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.34it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.39it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.32it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.40it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.44it/s]
 41%|████      | 13/32 [00:03<00:05,  3.43it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.42it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.48it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.51it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.58it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.57it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.45it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.39it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.42it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.34it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.42it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.44it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.43it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.32it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.37it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.43it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.50it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.53it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.49it/s]
100%|██████████| 32/32 [00:09<00:00,  3.49it/s][2025-07-16 06:53:32] bus...PCK-Transfer@0.10: 69.79% | PCK-Transfer@0.05: 56.51% | PCK-Transfer@0.15: 83.28%
+
100%|██████████| 32/32 [00:09<00:00,  3.40it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.74it/s]
 11%|█         | 2/19 [00:00<00:05,  3.19it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.32it/s]
 21%|██        | 4/19 [00:01<00:04,  3.39it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.42it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.34it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.25it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.32it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.40it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.39it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.43it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.49it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.50it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.43it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.39it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.45it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.51it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.43it/s]
100%|██████████| 19/19 [00:05<00:00,  3.43it/s][2025-07-16 06:53:38] car...PCK-Transfer@0.10: 88.42% | PCK-Transfer@0.05: 79.15% | PCK-Transfer@0.15: 90.23%
+
100%|██████████| 19/19 [00:05<00:00,  3.39it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.23it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.41it/s]
 11%|█         | 3/27 [00:00<00:06,  3.54it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.51it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.54it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.43it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.36it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.42it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.29it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.25it/s]
 41%|████      | 11/27 [00:03<00:04,  3.32it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.33it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.44it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.47it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.34it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.44it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.40it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.39it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.31it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.41it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.48it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.52it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.51it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.25it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.25it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.29it/s]
100%|██████████| 27/27 [00:07<00:00,  3.36it/s][2025-07-16 06:53:46] cat...PCK-Transfer@0.10: 78.82% | PCK-Transfer@0.05: 60.71% | PCK-Transfer@0.15: 87.39%
+
100%|██████████| 27/27 [00:07<00:00,  3.38it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.37it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.44it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.48it/s]
 31%|███       | 4/13 [00:01<00:02,  3.50it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.53it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.55it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.57it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.52it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.51it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.48it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.47it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.52it/s]
100%|██████████| 13/13 [00:03<00:00,  3.51it/s][2025-07-16 06:53:49] chair...PCK-Transfer@0.10: 50.41% | PCK-Transfer@0.05: 31.47% | PCK-Transfer@0.15: 65.85%
+
100%|██████████| 13/13 [00:03<00:00,  3.51it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.42it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.51it/s]
100%|██████████| 3/3 [00:00<00:00,  3.53it/s][2025-07-16 06:53:50] cow...PCK-Transfer@0.10: 81.25% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.51it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.52it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.52it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.56it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.53it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.41it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.47it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.53it/s]
100%|██████████| 8/8 [00:02<00:00,  3.52it/s][2025-07-16 06:53:52] diningtable...PCK-Transfer@0.10: 51.56% | PCK-Transfer@0.05: 28.65% | PCK-Transfer@0.15: 67.71%
+
100%|██████████| 8/8 [00:02<00:00,  3.51it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.46it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.50it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.54it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.50it/s]
 21%|██        | 5/24 [00:01<00:05,  3.52it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.54it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.53it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.55it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.53it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.50it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.51it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.53it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.55it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.54it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.57it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.56it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.48it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.50it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.48it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.52it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.53it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.53it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.54it/s]
100%|██████████| 24/24 [00:06<00:00,  3.54it/s][2025-07-16 06:53:59] dog...PCK-Transfer@0.10: 73.16% | PCK-Transfer@0.05: 57.56% | PCK-Transfer@0.15: 86.86%
+
100%|██████████| 24/24 [00:06<00:00,  3.53it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.56it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.56it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.53it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.50it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.56it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.60it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.61it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.62it/s]
100%|██████████| 9/9 [00:02<00:00,  3.60it/s][2025-07-16 06:54:02] horse...PCK-Transfer@0.10: 80.93% | PCK-Transfer@0.05: 50.93% | PCK-Transfer@0.15: 83.44%
+
100%|██████████| 9/9 [00:02<00:00,  3.58it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.03it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.31it/s]
 11%|█         | 3/27 [00:00<00:06,  3.47it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.55it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.67it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.61it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.61it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.64it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.63it/s]
 41%|████      | 11/27 [00:03<00:04,  3.62it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.58it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.59it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.60it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.61it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.63it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.66it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.66it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.61it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.64it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.63it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.60it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.61it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.62it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.58it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.59it/s]
100%|██████████| 27/27 [00:07<00:00,  3.59it/s][2025-07-16 06:54:09] motorbike...PCK-Transfer@0.10: 75.82% | PCK-Transfer@0.05: 49.40% | PCK-Transfer@0.15: 85.27%
+
100%|██████████| 27/27 [00:07<00:00,  3.59it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.62it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.55it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.53it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.53it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.55it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.59it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.55it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.51it/s]
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+[2025-07-16 06:54:28] Weighted Per image PCK0.10: 68.94%, image PCK0.05: 51.36%, image PCK0.01: 80.75%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_11__t_0.8_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_11__t_0.8_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..c849cb3d8e902d3405ea2e980803bf55aa7a7b1f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_11__t_0.8_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 06:50:26] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_11__t_0.8_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.5_layer_11', 't_0.8_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.5_layer_11', 't_0.8_layer_9']
+Number of parameters corr net: 120
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+
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+[2025-07-16 06:51:53] Weighted Per image PCK0.10: 64.97%, image PCK0.05: 45.99%, image PCK0.01: 77.38%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_13__t_0.7_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_13__t_0.7_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..46baeaec990a74b42899be47b08ecae5acafeba8
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_13__t_0.7_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 07:36:08] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_13__t_0.7_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.5_layer_13', 't_0.7_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.5_layer_13', 't_0.7_layer_15']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.33it/s][2025-07-16 07:36:15] aeroplane...PCK-Transfer@0.10: 82.19% | PCK-Transfer@0.05: 65.20% | PCK-Transfer@0.15: 87.47%
+
100%|██████████| 15/15 [00:05<00:00,  2.50it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:09,  3.16it/s]
  7%|▋         | 2/30 [00:00<00:08,  3.21it/s]
 10%|█         | 3/30 [00:00<00:08,  3.14it/s]
 13%|█▎        | 4/30 [00:01<00:07,  3.29it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.30it/s]
 20%|██        | 6/30 [00:01<00:07,  3.33it/s]
 23%|██▎       | 7/30 [00:02<00:06,  3.35it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.27it/s]
 30%|███       | 9/30 [00:02<00:06,  3.31it/s]
 33%|███▎      | 10/30 [00:03<00:05,  3.36it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.34it/s]
 40%|████      | 12/30 [00:03<00:05,  3.32it/s]
 43%|████▎     | 13/30 [00:03<00:05,  3.32it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.22it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.24it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.26it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.30it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.36it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.37it/s]
 67%|██████▋   | 20/30 [00:06<00:02,  3.36it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.39it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.43it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.39it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.43it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.40it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.35it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.37it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.16it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.19it/s]
100%|██████████| 30/30 [00:09<00:00,  3.28it/s][2025-07-16 07:36:24] bicycle...PCK-Transfer@0.10: 79.70% | PCK-Transfer@0.05: 70.91% | PCK-Transfer@0.15: 85.45%
+
100%|██████████| 30/30 [00:09<00:00,  3.31it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:03,  2.85it/s]
 20%|██        | 2/10 [00:00<00:02,  3.03it/s]
 30%|███       | 3/10 [00:00<00:02,  3.15it/s]
 40%|████      | 4/10 [00:01<00:01,  3.25it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.30it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.31it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.28it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.34it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.38it/s]
100%|██████████| 10/10 [00:03<00:00,  3.38it/s][2025-07-16 07:36:27] bird...PCK-Transfer@0.10: 71.89% | PCK-Transfer@0.05: 48.03% | PCK-Transfer@0.15: 85.83%
+
100%|██████████| 10/10 [00:03<00:00,  3.29it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.58it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.55it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.53it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.49it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.52it/s]
100%|██████████| 6/6 [00:01<00:00,  3.58it/s][2025-07-16 07:36:29] boat...PCK-Transfer@0.10: 48.61% | PCK-Transfer@0.05: 31.94% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 6/6 [00:01<00:00,  3.55it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.51it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.70it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.62it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.60it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.50it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.52it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.62it/s]
100%|██████████| 8/8 [00:02<00:00,  3.61it/s][2025-07-16 07:36:31] bottle...PCK-Transfer@0.10: 56.25% | PCK-Transfer@0.05: 43.75% | PCK-Transfer@0.15: 68.75%
+
100%|██████████| 8/8 [00:02<00:00,  3.59it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.19it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.44it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.47it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.50it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.43it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.43it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.50it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.49it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.53it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.42it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.52it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.56it/s]
 41%|████      | 13/32 [00:03<00:05,  3.55it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.50it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.50it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.52it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.57it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.60it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.49it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.43it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.45it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.37it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.46it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.48it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.46it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.33it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.36it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.40it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.45it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.49it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.47it/s]
100%|██████████| 32/32 [00:09<00:00,  3.48it/s][2025-07-16 07:36:40] bus...PCK-Transfer@0.10: 74.06% | PCK-Transfer@0.05: 61.98% | PCK-Transfer@0.15: 80.83%
+
100%|██████████| 32/32 [00:09<00:00,  3.47it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.44it/s]
 11%|█         | 2/19 [00:00<00:04,  3.57it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.56it/s]
 21%|██        | 4/19 [00:01<00:04,  3.54it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.44it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.36it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.30it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.36it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.43it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.43it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.46it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.53it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.54it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.48it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.44it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.52it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.56it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.49it/s]
100%|██████████| 19/19 [00:05<00:00,  3.49it/s][2025-07-16 07:36:46] car...PCK-Transfer@0.10: 89.43% | PCK-Transfer@0.05: 79.63% | PCK-Transfer@0.15: 92.46%
+
100%|██████████| 19/19 [00:05<00:00,  3.47it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.43it/s]
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 11%|█         | 3/27 [00:00<00:06,  3.67it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.61it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.51it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.46it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.48it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.38it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.35it/s]
 41%|████      | 11/27 [00:03<00:04,  3.41it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.42it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.43it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.54it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.51it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.50it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.40it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.52it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.59it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.65it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.64it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.55it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.51it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.53it/s]
100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-16 07:36:53] cat...PCK-Transfer@0.10: 83.34% | PCK-Transfer@0.05: 65.98% | PCK-Transfer@0.15: 89.89%
+
100%|██████████| 27/27 [00:07<00:00,  3.51it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.43it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.45it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.37it/s]
 31%|███       | 4/13 [00:01<00:02,  3.32it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.39it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.41it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.36it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.38it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.38it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.40it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.42it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.49it/s]
100%|██████████| 13/13 [00:03<00:00,  3.49it/s][2025-07-16 07:36:57] chair...PCK-Transfer@0.10: 44.51% | PCK-Transfer@0.05: 28.82% | PCK-Transfer@0.15: 53.97%
+
100%|██████████| 13/13 [00:03<00:00,  3.42it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.53it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.57it/s]
100%|██████████| 3/3 [00:00<00:00,  3.60it/s][2025-07-16 07:36:58] cow...PCK-Transfer@0.10: 85.42% | PCK-Transfer@0.05: 60.42% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.58it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.55it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.46it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.51it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.45it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.32it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.37it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.41it/s]
100%|██████████| 8/8 [00:02<00:00,  3.43it/s][2025-07-16 07:37:00] diningtable...PCK-Transfer@0.10: 39.06% | PCK-Transfer@0.05: 22.40% | PCK-Transfer@0.15: 60.42%
+
100%|██████████| 8/8 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.41it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.44it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.51it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.49it/s]
 21%|██        | 5/24 [00:01<00:05,  3.53it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.56it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.54it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.57it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.57it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.54it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.54it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.54it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.56it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.55it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.58it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.57it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.58it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.59it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.58it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.57it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.57it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.56it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.56it/s]
100%|██████████| 24/24 [00:06<00:00,  3.55it/s][2025-07-16 07:37:07] dog...PCK-Transfer@0.10: 71.80% | PCK-Transfer@0.05: 52.44% | PCK-Transfer@0.15: 82.75%
+
100%|██████████| 24/24 [00:06<00:00,  3.55it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.57it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.58it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.53it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.49it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.55it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.57it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.59it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.60it/s]
100%|██████████| 9/9 [00:02<00:00,  3.58it/s][2025-07-16 07:37:10] horse...PCK-Transfer@0.10: 77.86% | PCK-Transfer@0.05: 51.03% | PCK-Transfer@0.15: 80.24%
+
100%|██████████| 9/9 [00:02<00:00,  3.57it/s]
+
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 41%|████      | 11/27 [00:03<00:04,  3.62it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.56it/s][2025-07-16 07:37:17] motorbike...PCK-Transfer@0.10: 75.55% | PCK-Transfer@0.05: 55.39% | PCK-Transfer@0.15: 85.97%
+
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100%|██████████| 12/12 [00:03<00:00,  3.59it/s][2025-07-16 07:37:21] person...PCK-Transfer@0.10: 52.73% | PCK-Transfer@0.05: 35.49% | PCK-Transfer@0.15: 67.95%
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100%|██████████| 7/7 [00:02<00:00,  3.36it/s][2025-07-16 07:37:23] pottedplant...PCK-Transfer@0.10: 46.19% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 68.10%
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100%|██████████| 13/13 [00:03<00:00,  3.34it/s][2025-07-16 07:37:27] sofa...PCK-Transfer@0.10: 45.33% | PCK-Transfer@0.05: 27.42% | PCK-Transfer@0.15: 62.20%
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100%|██████████| 20/20 [00:05<00:00,  3.55it/s][2025-07-16 07:37:33] train...PCK-Transfer@0.10: 64.75% | PCK-Transfer@0.05: 39.25% | PCK-Transfer@0.15: 81.00%
+
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100%|██████████| 15/15 [00:04<00:00,  3.59it/s][2025-07-16 07:37:37] tvmonitor...PCK-Transfer@0.10: 32.78% | PCK-Transfer@0.05: 18.33% | PCK-Transfer@0.15: 47.22%
+
100%|██████████| 15/15 [00:04<00:00,  3.55it/s]
+[2025-07-16 07:37:37] Weighted Per image PCK0.10: 68.18%, image PCK0.05: 51.51%, image PCK0.01: 78.56%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_15__t_0.6_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_15__t_0.6_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..5b0e5bc7e303d825757c9c8c381d0141d73aac56
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_15__t_0.6_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-16 07:51:59] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_15__t_0.6_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.5_layer_15', 't_0.6_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.5_layer_15', 't_0.6_layer_15']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.33it/s][2025-07-16 07:52:31] bus...PCK-Transfer@0.10: 76.82% | PCK-Transfer@0.05: 63.80% | PCK-Transfer@0.15: 83.96%
+
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100%|██████████| 19/19 [00:05<00:00,  3.47it/s][2025-07-16 07:52:37] car...PCK-Transfer@0.10: 86.86% | PCK-Transfer@0.05: 75.37% | PCK-Transfer@0.15: 90.27%
+
100%|██████████| 19/19 [00:05<00:00,  3.34it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.42it/s][2025-07-16 07:52:45] cat...PCK-Transfer@0.10: 86.13% | PCK-Transfer@0.05: 70.11% | PCK-Transfer@0.15: 88.54%
+
100%|██████████| 27/27 [00:07<00:00,  3.45it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.52it/s][2025-07-16 07:52:48] chair...PCK-Transfer@0.10: 39.53% | PCK-Transfer@0.05: 28.31% | PCK-Transfer@0.15: 48.38%
+
100%|██████████| 13/13 [00:03<00:00,  3.50it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.47it/s][2025-07-16 07:52:49] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 60.42% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.46it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.51it/s][2025-07-16 07:52:52] diningtable...PCK-Transfer@0.10: 41.15% | PCK-Transfer@0.05: 23.44% | PCK-Transfer@0.15: 60.94%
+
100%|██████████| 8/8 [00:02<00:00,  3.50it/s]
+
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100%|██████████| 24/24 [00:06<00:00,  3.48it/s][2025-07-16 07:52:58] dog...PCK-Transfer@0.10: 77.60% | PCK-Transfer@0.05: 61.44% | PCK-Transfer@0.15: 85.81%
+
100%|██████████| 24/24 [00:06<00:00,  3.47it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.38it/s][2025-07-16 07:53:01] horse...PCK-Transfer@0.10: 81.56% | PCK-Transfer@0.05: 54.07% | PCK-Transfer@0.15: 87.25%
+
100%|██████████| 9/9 [00:02<00:00,  3.41it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.50it/s][2025-07-16 07:53:09] motorbike...PCK-Transfer@0.10: 80.72% | PCK-Transfer@0.05: 58.45% | PCK-Transfer@0.15: 87.41%
+
100%|██████████| 27/27 [00:07<00:00,  3.48it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.18it/s][2025-07-16 07:53:13] person...PCK-Transfer@0.10: 57.22% | PCK-Transfer@0.05: 40.39% | PCK-Transfer@0.15: 72.47%
+
100%|██████████| 12/12 [00:03<00:00,  3.22it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
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100%|██████████| 7/7 [00:02<00:00,  3.21it/s][2025-07-16 07:53:15] pottedplant...PCK-Transfer@0.10: 53.81% | PCK-Transfer@0.05: 31.90% | PCK-Transfer@0.15: 70.48%
+
100%|██████████| 7/7 [00:02<00:00,  3.22it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.08it/s][2025-07-16 07:53:15] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.07it/s]
+
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 15%|█▌        | 2/13 [00:00<00:03,  3.31it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.37it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.33it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.24it/s]
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 92%|█████████▏| 12/13 [00:03<00:00,  3.39it/s]
100%|██████████| 13/13 [00:03<00:00,  3.32it/s][2025-07-16 07:53:19] sofa...PCK-Transfer@0.10: 50.89% | PCK-Transfer@0.05: 36.43% | PCK-Transfer@0.15: 67.26%
+
100%|██████████| 13/13 [00:03<00:00,  3.32it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 60%|██████    | 12/20 [00:03<00:02,  3.39it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.28it/s][2025-07-16 07:53:25] train...PCK-Transfer@0.10: 65.50% | PCK-Transfer@0.05: 43.25% | PCK-Transfer@0.15: 75.75%
+
100%|██████████| 20/20 [00:05<00:00,  3.36it/s]
+
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 60%|██████    | 9/15 [00:02<00:01,  3.33it/s]
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 73%|███████▎  | 11/15 [00:03<00:01,  3.42it/s]
 80%|████████  | 12/15 [00:03<00:00,  3.44it/s]
 87%|████████▋ | 13/15 [00:03<00:00,  3.42it/s]
 93%|█████████▎| 14/15 [00:04<00:00,  3.42it/s]
100%|██████████| 15/15 [00:04<00:00,  3.45it/s][2025-07-16 07:53:29] tvmonitor...PCK-Transfer@0.10: 39.44% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 46.11%
+
100%|██████████| 15/15 [00:04<00:00,  3.36it/s]
+[2025-07-16 07:53:29] Weighted Per image PCK0.10: 71.27%, image PCK0.05: 55.12%, image PCK0.01: 79.47%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_18__t_0.6_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_18__t_0.6_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..386033cecb01fd6cdb25af26234f775019356ba4
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_18__t_0.6_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 08:14:28] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_18__t_0.6_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.5_layer_18', 't_0.6_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.5_layer_18', 't_0.6_layer_15']
+Number of parameters corr net: 120
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100%|██████████| 12/12 [00:03<00:00,  3.37it/s][2025-07-16 08:15:39] person...PCK-Transfer@0.10: 48.61% | PCK-Transfer@0.05: 30.58% | PCK-Transfer@0.15: 60.69%
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100%|██████████| 7/7 [00:02<00:00,  3.30it/s][2025-07-16 08:15:41] pottedplant...PCK-Transfer@0.10: 39.52% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 56.19%
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100%|██████████| 15/15 [00:04<00:00,  3.63it/s][2025-07-16 08:15:55] tvmonitor...PCK-Transfer@0.10: 32.78% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 42.78%
+
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+[2025-07-16 08:15:55] Weighted Per image PCK0.10: 57.33%, image PCK0.05: 40.95%, image PCK0.01: 67.95%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_18__t_0.8_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_18__t_0.8_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..12fd23d48ec2f5839071f57f2665e9f556700a17
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_18__t_0.8_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 08:27:12] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_18__t_0.8_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.5_layer_18', 't_0.8_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.5_layer_18', 't_0.8_layer_12']
+Number of parameters corr net: 120
+
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 53%|█████▎    | 17/32 [00:04<00:04,  3.56it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.57it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.46it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.40it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.44it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.36it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.40it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.33it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.37it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.29it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.34it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.40it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.47it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.51it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.47it/s]
100%|██████████| 32/32 [00:09<00:00,  3.46it/s][2025-07-16 08:27:45] bus...PCK-Transfer@0.10: 67.71% | PCK-Transfer@0.05: 51.82% | PCK-Transfer@0.15: 77.97%
+
100%|██████████| 32/32 [00:09<00:00,  3.43it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.73it/s]
 11%|█         | 2/19 [00:00<00:05,  3.11it/s]
 16%|█▌        | 3/19 [00:00<00:05,  3.14it/s]
 21%|██        | 4/19 [00:01<00:04,  3.15it/s]
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 32%|███▏      | 6/19 [00:01<00:04,  3.18it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.12it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.13it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.20it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.25it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.32it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.41it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.43it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.38it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.34it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.42it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.50it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.43it/s]
100%|██████████| 19/19 [00:05<00:00,  3.43it/s][2025-07-16 08:27:51] car...PCK-Transfer@0.10: 82.77% | PCK-Transfer@0.05: 65.44% | PCK-Transfer@0.15: 87.34%
+
100%|██████████| 19/19 [00:05<00:00,  3.30it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.35it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.44it/s]
 11%|█         | 3/27 [00:00<00:06,  3.54it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.52it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.45it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.42it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.46it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.36it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.34it/s]
 41%|████      | 11/27 [00:03<00:04,  3.40it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.43it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.52it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.54it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.42it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.51it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.50it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.26it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.36it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.42it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.48it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.50it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.45it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.44it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.47it/s]
100%|██████████| 27/27 [00:07<00:00,  3.49it/s][2025-07-16 08:27:58] cat...PCK-Transfer@0.10: 71.39% | PCK-Transfer@0.05: 53.77% | PCK-Transfer@0.15: 80.59%
+
100%|██████████| 27/27 [00:07<00:00,  3.45it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.39it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.40it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.43it/s]
 31%|███       | 4/13 [00:01<00:02,  3.46it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.50it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.53it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.51it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.49it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.47it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.45it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.45it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.49it/s]
100%|██████████| 13/13 [00:03<00:00,  3.47it/s][2025-07-16 08:28:02] chair...PCK-Transfer@0.10: 32.80% | PCK-Transfer@0.05: 19.15% | PCK-Transfer@0.15: 40.88%
+
100%|██████████| 13/13 [00:03<00:00,  3.47it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.47it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.49it/s]
100%|██████████| 3/3 [00:00<00:00,  3.49it/s][2025-07-16 08:28:03] cow...PCK-Transfer@0.10: 77.08% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 89.58%
+
100%|██████████| 3/3 [00:00<00:00,  3.49it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.48it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.46it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.55it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.51it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.39it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.46it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.51it/s]
100%|██████████| 8/8 [00:02<00:00,  3.49it/s][2025-07-16 08:28:05] diningtable...PCK-Transfer@0.10: 35.94% | PCK-Transfer@0.05: 7.81% | PCK-Transfer@0.15: 63.54%
+
100%|██████████| 8/8 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.48it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.50it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.55it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.49it/s]
 21%|██        | 5/24 [00:01<00:05,  3.49it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.52it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.49it/s]
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 38%|███▊      | 9/24 [00:02<00:04,  3.49it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.46it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.47it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.48it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.48it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.48it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.50it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.46it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.48it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.50it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.49it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.49it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.49it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.50it/s]
100%|██████████| 24/24 [00:06<00:00,  3.50it/s][2025-07-16 08:28:12] dog...PCK-Transfer@0.10: 70.38% | PCK-Transfer@0.05: 47.97% | PCK-Transfer@0.15: 83.20%
+
100%|██████████| 24/24 [00:06<00:00,  3.49it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.51it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.52it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.48it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.44it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.51it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.54it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.53it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.55it/s]
100%|██████████| 9/9 [00:02<00:00,  3.52it/s][2025-07-16 08:28:15] horse...PCK-Transfer@0.10: 75.63% | PCK-Transfer@0.05: 47.99% | PCK-Transfer@0.15: 82.38%
+
100%|██████████| 9/9 [00:02<00:00,  3.52it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.63it/s]
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 33%|███▎      | 9/27 [00:02<00:04,  3.60it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.56it/s]
 41%|████      | 11/27 [00:03<00:04,  3.55it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.52it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.53it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.53it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.60it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.62it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.63it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.57it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.59it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.59it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.56it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.57it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.57it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.54it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.56it/s]
100%|██████████| 27/27 [00:07<00:00,  3.56it/s][2025-07-16 08:28:22] motorbike...PCK-Transfer@0.10: 73.23% | PCK-Transfer@0.05: 50.82% | PCK-Transfer@0.15: 80.98%
+
100%|██████████| 27/27 [00:07<00:00,  3.57it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.63it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.55it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.48it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.48it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.52it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.58it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.57it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.55it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.61it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.58it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.64it/s]
100%|██████████| 12/12 [00:03<00:00,  3.63it/s][2025-07-16 08:28:26] person...PCK-Transfer@0.10: 49.67% | PCK-Transfer@0.05: 29.88% | PCK-Transfer@0.15: 64.32%
+
100%|██████████| 12/12 [00:03<00:00,  3.58it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.49it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.69it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.65it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.66it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.56it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.51it/s]
100%|██████████| 7/7 [00:01<00:00,  3.54it/s][2025-07-16 08:28:28] pottedplant...PCK-Transfer@0.10: 39.52% | PCK-Transfer@0.05: 22.38% | PCK-Transfer@0.15: 60.95%
+
100%|██████████| 7/7 [00:01<00:00,  3.57it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.44it/s][2025-07-16 08:28:28] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.43it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.60it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.59it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.57it/s]
 31%|███       | 4/13 [00:01<00:02,  3.54it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.59it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.59it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.57it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.58it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.62it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.57it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.63it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.57it/s]
100%|██████████| 13/13 [00:03<00:00,  3.54it/s][2025-07-16 08:28:32] sofa...PCK-Transfer@0.10: 37.92% | PCK-Transfer@0.05: 27.50% | PCK-Transfer@0.15: 54.38%
+
100%|██████████| 13/13 [00:03<00:00,  3.57it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
  5%|▌         | 1/20 [00:00<00:05,  3.68it/s]
 10%|█         | 2/20 [00:00<00:04,  3.69it/s]
 15%|█▌        | 3/20 [00:00<00:04,  3.62it/s]
 20%|██        | 4/20 [00:01<00:04,  3.58it/s]
 25%|██▌       | 5/20 [00:01<00:04,  3.65it/s]
 30%|███       | 6/20 [00:01<00:03,  3.64it/s]
 35%|███▌      | 7/20 [00:01<00:03,  3.53it/s]
 40%|████      | 8/20 [00:02<00:03,  3.63it/s]
 45%|████▌     | 9/20 [00:02<00:02,  3.68it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.58it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.49it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.53it/s]
 65%|██████▌   | 13/20 [00:03<00:01,  3.61it/s]
 70%|███████   | 14/20 [00:03<00:01,  3.63it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.62it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.68it/s]
 85%|████████▌ | 17/20 [00:04<00:00,  3.55it/s]
 90%|█████████ | 18/20 [00:05<00:00,  3.54it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.52it/s]
100%|██████████| 20/20 [00:05<00:00,  3.50it/s][2025-07-16 08:28:37] train...PCK-Transfer@0.10: 66.75% | PCK-Transfer@0.05: 40.25% | PCK-Transfer@0.15: 76.00%
+
100%|██████████| 20/20 [00:05<00:00,  3.58it/s]
+
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 53%|█████▎    | 8/15 [00:02<00:02,  3.47it/s]
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+[2025-07-16 08:28:41] Weighted Per image PCK0.10: 63.30%, image PCK0.05: 44.70%, image PCK0.01: 73.81%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_20__t_0.6_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_20__t_0.6_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..586f278e4dbf51674f63cc13452797dd17395142
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_20__t_0.6_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 08:35:11] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_20__t_0.6_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.5_layer_20', 't_0.6_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.5_layer_20', 't_0.6_layer_13']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.60it/s][2025-07-16 08:36:41] tvmonitor...PCK-Transfer@0.10: 26.67% | PCK-Transfer@0.05: 23.33% | PCK-Transfer@0.15: 33.33%
+
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+[2025-07-16 08:36:41] Weighted Per image PCK0.10: 52.04%, image PCK0.05: 35.14%, image PCK0.01: 62.65%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_9__t_0.6_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_9__t_0.6_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..6e67468c44136a32931e1e948b296704fd009469
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_9__t_0.6_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 05:46:20] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_9__t_0.6_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.5_layer_9', 't_0.6_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.5_layer_9', 't_0.6_layer_12']
+Number of parameters corr net: 120
+
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100%|██████████| 8/8 [00:02<00:00,  3.56it/s][2025-07-16 05:46:43] bottle...PCK-Transfer@0.10: 64.06% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 76.56%
+
100%|██████████| 8/8 [00:02<00:00,  3.54it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 47%|████▋     | 15/32 [00:04<00:04,  3.48it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.49it/s]
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 59%|█████▉    | 19/32 [00:05<00:03,  3.49it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.50it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.38it/s]
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 72%|███████▏  | 23/32 [00:06<00:02,  3.40it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.46it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.48it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.38it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.45it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.42it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.42it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.45it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.53it/s]
100%|██████████| 32/32 [00:09<00:00,  3.57it/s][2025-07-16 05:46:52] bus...PCK-Transfer@0.10: 68.23% | PCK-Transfer@0.05: 54.69% | PCK-Transfer@0.15: 79.27%
+
100%|██████████| 32/32 [00:09<00:00,  3.45it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.39it/s]
 11%|█         | 2/19 [00:00<00:05,  3.28it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.40it/s]
 21%|██        | 4/19 [00:01<00:04,  3.45it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.42it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.37it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.44it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.46it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.43it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.48it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.45it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.49it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.55it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.56it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.55it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.53it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.54it/s]
100%|██████████| 19/19 [00:05<00:00,  3.57it/s][2025-07-16 05:46:58] car...PCK-Transfer@0.10: 89.17% | PCK-Transfer@0.05: 77.83% | PCK-Transfer@0.15: 92.10%
+
100%|██████████| 19/19 [00:05<00:00,  3.49it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.55it/s]
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 11%|█         | 3/27 [00:00<00:06,  3.49it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.55it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.53it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.52it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.60it/s]
 41%|████      | 11/27 [00:03<00:04,  3.60it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.58it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.56it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.58it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.62it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.57it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.55it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.54it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.52it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.52it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.51it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.50it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.50it/s]
100%|██████████| 27/27 [00:07<00:00,  3.50it/s][2025-07-16 05:47:06] cat...PCK-Transfer@0.10: 76.32% | PCK-Transfer@0.05: 59.03% | PCK-Transfer@0.15: 84.54%
+
100%|██████████| 27/27 [00:07<00:00,  3.55it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.21it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.50it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.57it/s]
 31%|███       | 4/13 [00:01<00:02,  3.55it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.57it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.55it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.57it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.65it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.67it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.68it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.68it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.63it/s]
100%|██████████| 13/13 [00:03<00:00,  3.63it/s][2025-07-16 05:47:09] chair...PCK-Transfer@0.10: 49.81% | PCK-Transfer@0.05: 28.59% | PCK-Transfer@0.15: 62.07%
+
100%|██████████| 13/13 [00:03<00:00,  3.60it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.44it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.50it/s]
100%|██████████| 3/3 [00:00<00:00,  3.55it/s][2025-07-16 05:47:10] cow...PCK-Transfer@0.10: 77.08% | PCK-Transfer@0.05: 52.08% | PCK-Transfer@0.15: 87.50%
+
100%|██████████| 3/3 [00:00<00:00,  3.53it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.59it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.62it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.63it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.69it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.64it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.60it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.59it/s]
100%|██████████| 8/8 [00:02<00:00,  3.62it/s][2025-07-16 05:47:12] diningtable...PCK-Transfer@0.10: 52.60% | PCK-Transfer@0.05: 28.65% | PCK-Transfer@0.15: 72.40%
+
100%|██████████| 8/8 [00:02<00:00,  3.62it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.43it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.55it/s]
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 17%|█▋        | 4/24 [00:01<00:05,  3.49it/s]
 21%|██        | 5/24 [00:01<00:05,  3.36it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.32it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.34it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.59it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.60it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.60it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.62it/s]
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 88%|████████▊ | 21/24 [00:05<00:00,  3.57it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.60it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.61it/s]
100%|██████████| 24/24 [00:06<00:00,  3.60it/s][2025-07-16 05:47:19] dog...PCK-Transfer@0.10: 69.55% | PCK-Transfer@0.05: 49.60% | PCK-Transfer@0.15: 81.40%
+
100%|██████████| 24/24 [00:06<00:00,  3.54it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
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 22%|██▏       | 2/9 [00:00<00:01,  3.65it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.52it/s]
100%|██████████| 9/9 [00:02<00:00,  3.58it/s][2025-07-16 05:47:22] horse...PCK-Transfer@0.10: 76.27% | PCK-Transfer@0.05: 51.69% | PCK-Transfer@0.15: 84.07%
+
100%|██████████| 9/9 [00:02<00:00,  3.60it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.56it/s]
 41%|████      | 11/27 [00:03<00:04,  3.58it/s]
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 67%|██████▋   | 18/27 [00:05<00:02,  3.63it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.59it/s]
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 78%|███████▊  | 21/27 [00:05<00:01,  3.62it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.69it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.68it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.70it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.72it/s][2025-07-16 05:47:29] motorbike...PCK-Transfer@0.10: 75.86% | PCK-Transfer@0.05: 51.50% | PCK-Transfer@0.15: 84.72%
+
100%|██████████| 27/27 [00:07<00:00,  3.63it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.55it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.42it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.26it/s]
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 67%|██████▋   | 8/12 [00:02<00:01,  3.10it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.22it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.28it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.37it/s]
100%|██████████| 12/12 [00:03<00:00,  3.34it/s][2025-07-16 05:47:33] person...PCK-Transfer@0.10: 53.91% | PCK-Transfer@0.05: 35.97% | PCK-Transfer@0.15: 66.64%
+
100%|██████████| 12/12 [00:03<00:00,  3.35it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.16it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.36it/s]
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 86%|████████▌ | 6/7 [00:01<00:00,  3.42it/s]
100%|██████████| 7/7 [00:02<00:00,  3.37it/s][2025-07-16 05:47:35] pottedplant...PCK-Transfer@0.10: 49.05% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 66.19%
+
100%|██████████| 7/7 [00:02<00:00,  3.38it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.43it/s][2025-07-16 05:47:35] sheep...PCK-Transfer@0.10: 20.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.42it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.58it/s]
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 85%|████████▍ | 11/13 [00:03<00:00,  3.44it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.56it/s]
100%|██████████| 13/13 [00:03<00:00,  3.49it/s][2025-07-16 05:47:39] sofa...PCK-Transfer@0.10: 48.00% | PCK-Transfer@0.05: 30.33% | PCK-Transfer@0.15: 63.93%
+
100%|██████████| 13/13 [00:03<00:00,  3.51it/s]
+
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+[2025-07-16 05:47:49] Weighted Per image PCK0.10: 67.31%, image PCK0.05: 48.48%, image PCK0.01: 78.46%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..55e70a3d634a84d87ca26f6851b5cc62e0fd6db6
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 01:00:32] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.5_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.5_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.5_layer_9']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.69it/s][2025-07-12 01:02:01] tvmonitor...PCK-Transfer@0.10: 26.11% | PCK-Transfer@0.05: 10.00% | PCK-Transfer@0.15: 47.78%
+
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+[2025-07-12 01:02:01] Weighted Per image PCK0.10: 59.75%, image PCK0.05: 39.58%, image PCK0.01: 73.00%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_11__t_0.8_layer_9.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_11__t_0.8_layer_9.log
new file mode 100644
index 0000000000000000000000000000000000000000..da80b0e51cc12952d44c20c7a6cf47754fb0a50b
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_11__t_0.8_layer_9.log
@@ -0,0 +1,44 @@
+[2025-07-16 10:04:23] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_11__t_0.8_layer_9', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.6_layer_11', 't_0.8_layer_9'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.6_layer_11', 't_0.8_layer_9']
+Number of parameters corr net: 120
+
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 33%|███▎      | 2/6 [00:00<00:01,  3.52it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.45it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.38it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.36it/s]
100%|██████████| 6/6 [00:01<00:00,  3.41it/s][2025-07-16 10:04:44] boat...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 34.72% | PCK-Transfer@0.15: 81.94%
+
100%|██████████| 6/6 [00:01<00:00,  3.42it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.33it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.48it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.43it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.41it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.30it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.28it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.37it/s]
100%|██████████| 8/8 [00:02<00:00,  3.35it/s][2025-07-16 10:04:47] bottle...PCK-Transfer@0.10: 70.31% | PCK-Transfer@0.05: 53.12% | PCK-Transfer@0.15: 82.81%
+
100%|██████████| 8/8 [00:02<00:00,  3.36it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  2.96it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.14it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.22it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.28it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.20it/s]
 19%|█▉        | 6/32 [00:01<00:08,  3.19it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.21it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.14it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.19it/s]
 31%|███▏      | 10/32 [00:03<00:07,  3.14it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.24it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.30it/s]
 41%|████      | 13/32 [00:04<00:05,  3.31it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.32it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.36it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.37it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.29it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.24it/s]
 59%|█████▉    | 19/32 [00:05<00:04,  3.20it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.18it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.23it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.12it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.20it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.26it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.28it/s]
 81%|████████▏ | 26/32 [00:08<00:01,  3.19it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.24it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.29it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.34it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.38it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.35it/s]
100%|██████████| 32/32 [00:09<00:00,  3.36it/s][2025-07-16 10:04:56] bus...PCK-Transfer@0.10: 78.23% | PCK-Transfer@0.05: 65.89% | PCK-Transfer@0.15: 83.96%
+
100%|██████████| 32/32 [00:09<00:00,  3.25it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.20it/s]
 11%|█         | 2/19 [00:00<00:05,  3.31it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.27it/s]
 21%|██        | 4/19 [00:01<00:04,  3.31it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.34it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.25it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.19it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.23it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.28it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.27it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.31it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.35it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.37it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.29it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.24it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.31it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.37it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.30it/s]
100%|██████████| 19/19 [00:05<00:00,  3.32it/s][2025-07-16 10:05:02] car...PCK-Transfer@0.10: 91.60% | PCK-Transfer@0.05: 81.87% | PCK-Transfer@0.15: 93.95%
+
100%|██████████| 19/19 [00:05<00:00,  3.30it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.19it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.36it/s]
 11%|█         | 3/27 [00:00<00:06,  3.45it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.41it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.44it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.35it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.32it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.35it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.26it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.23it/s]
 41%|████      | 11/27 [00:03<00:04,  3.27it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.29it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.38it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.41it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.30it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.39it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.36it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.35it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.27it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.36it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.40it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.45it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.30it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.27it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.27it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.32it/s]
100%|██████████| 27/27 [00:08<00:00,  3.36it/s][2025-07-16 10:05:10] cat...PCK-Transfer@0.10: 81.79% | PCK-Transfer@0.05: 65.40% | PCK-Transfer@0.15: 86.87%
+
100%|██████████| 27/27 [00:08<00:00,  3.34it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.19it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.27it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.29it/s]
 31%|███       | 4/13 [00:01<00:02,  3.34it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.38it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.41it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.41it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.38it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.37it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.36it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.35it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.38it/s]
100%|██████████| 13/13 [00:03<00:00,  3.37it/s][2025-07-16 10:05:14] chair...PCK-Transfer@0.10: 54.76% | PCK-Transfer@0.05: 33.89% | PCK-Transfer@0.15: 67.16%
+
100%|██████████| 13/13 [00:03<00:00,  3.36it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.34it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.39it/s]
100%|██████████| 3/3 [00:00<00:00,  3.41it/s][2025-07-16 10:05:15] cow...PCK-Transfer@0.10: 83.33% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.40it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.35it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.35it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.38it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.37it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.26it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.31it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.34it/s]
100%|██████████| 8/8 [00:02<00:00,  3.33it/s][2025-07-16 10:05:18] diningtable...PCK-Transfer@0.10: 54.17% | PCK-Transfer@0.05: 39.58% | PCK-Transfer@0.15: 69.27%
+
100%|██████████| 8/8 [00:02<00:00,  3.33it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.12it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.28it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.37it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.28it/s]
 21%|██        | 5/24 [00:01<00:05,  3.20it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.27it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.31it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.36it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.38it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.35it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.32it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.31it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.34it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.33it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.37it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.37it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.37it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.39it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.41it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.41it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.41it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.40it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.39it/s]
100%|██████████| 24/24 [00:07<00:00,  3.39it/s][2025-07-16 10:05:25] dog...PCK-Transfer@0.10: 79.83% | PCK-Transfer@0.05: 61.55% | PCK-Transfer@0.15: 88.35%
+
100%|██████████| 24/24 [00:07<00:00,  3.35it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.42it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.43it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.39it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.35it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.40it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.44it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.46it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.46it/s]
100%|██████████| 9/9 [00:02<00:00,  3.43it/s][2025-07-16 10:05:27] horse...PCK-Transfer@0.10: 80.93% | PCK-Transfer@0.05: 57.28% | PCK-Transfer@0.15: 89.76%
+
100%|██████████| 9/9 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.30it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.39it/s]
 11%|█         | 3/27 [00:00<00:06,  3.44it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.46it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.44it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.49it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.44it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.44it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.46it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.46it/s]
 41%|████      | 11/27 [00:03<00:04,  3.45it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.40it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.41it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.43it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.43it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.44it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.44it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.44it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.39it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.41it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.42it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.38it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.40it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.40it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.37it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.39it/s]
100%|██████████| 27/27 [00:07<00:00,  3.40it/s][2025-07-16 10:05:35] motorbike...PCK-Transfer@0.10: 81.51% | PCK-Transfer@0.05: 57.71% | PCK-Transfer@0.15: 90.86%
+
100%|██████████| 27/27 [00:07<00:00,  3.42it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.17it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.26it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.31it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.32it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.36it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.42it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.42it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.39it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.44it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.41it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.45it/s]
100%|██████████| 12/12 [00:03<00:00,  3.43it/s][2025-07-16 10:05:39] person...PCK-Transfer@0.10: 60.12% | PCK-Transfer@0.05: 40.49% | PCK-Transfer@0.15: 73.57%
+
100%|██████████| 12/12 [00:03<00:00,  3.39it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.29it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.47it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.48it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.52it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.44it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.38it/s]
100%|██████████| 7/7 [00:02<00:00,  3.40it/s][2025-07-16 10:05:41] pottedplant...PCK-Transfer@0.10: 54.29% | PCK-Transfer@0.05: 31.90% | PCK-Transfer@0.15: 68.57%
+
100%|██████████| 7/7 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.41it/s][2025-07-16 10:05:41] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.41it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.42it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.43it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.43it/s]
 31%|███       | 4/13 [00:01<00:02,  3.41it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.43it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.42it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.41it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.43it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.46it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.40it/s]
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+[2025-07-16 10:05:55] Weighted Per image PCK0.10: 73.32%, image PCK0.05: 55.97%, image PCK0.01: 82.69%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_12__t_0.8_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_12__t_0.8_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..3c893c2d6e6df6315b3eb9bc7c3e17017e53a872
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_12__t_0.8_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 10:26:49] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_12__t_0.8_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.6_layer_12', 't_0.8_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.6_layer_12', 't_0.8_layer_18']
+Number of parameters corr net: 120
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+[2025-07-16 10:28:18] Weighted Per image PCK0.10: 72.44%, image PCK0.05: 55.01%, image PCK0.01: 80.87%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_13__t_0.8_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_13__t_0.8_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..35e5838538d1fc9beb114981d1622c2baf677950
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_13__t_0.8_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 10:38:27] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_13__t_0.8_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.6_layer_13', 't_0.8_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.6_layer_13', 't_0.8_layer_9']
+Number of parameters corr net: 120
+
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 97%|█████████▋| 29/30 [00:08<00:00,  3.61it/s]
100%|██████████| 30/30 [00:08<00:00,  3.67it/s][2025-07-16 10:38:43] bicycle...PCK-Transfer@0.10: 80.00% | PCK-Transfer@0.05: 69.39% | PCK-Transfer@0.15: 84.85%
+
100%|██████████| 30/30 [00:08<00:00,  3.42it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.30it/s]
 20%|██        | 2/10 [00:00<00:02,  2.95it/s]
 30%|███       | 3/10 [00:00<00:02,  3.14it/s]
 40%|████      | 4/10 [00:01<00:01,  3.28it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.42it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.44it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.41it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.46it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.49it/s]
100%|██████████| 10/10 [00:02<00:00,  3.48it/s][2025-07-16 10:38:46] bird...PCK-Transfer@0.10: 70.42% | PCK-Transfer@0.05: 48.92% | PCK-Transfer@0.15: 85.56%
+
100%|██████████| 10/10 [00:02<00:00,  3.39it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.42it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.54it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.54it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.47it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.49it/s]
100%|██████████| 6/6 [00:01<00:00,  3.52it/s][2025-07-16 10:38:48] boat...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 34.72% | PCK-Transfer@0.15: 72.22%
+
100%|██████████| 6/6 [00:01<00:00,  3.51it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.57it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.77it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.66it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.58it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.47it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.47it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.62it/s]
100%|██████████| 8/8 [00:02<00:00,  3.58it/s][2025-07-16 10:38:50] bottle...PCK-Transfer@0.10: 60.94% | PCK-Transfer@0.05: 46.88% | PCK-Transfer@0.15: 73.44%
+
100%|██████████| 8/8 [00:02<00:00,  3.58it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.24it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.42it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.16it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.32it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.31it/s]
 19%|█▉        | 6/32 [00:01<00:08,  3.18it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.31it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.36it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.19it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.18it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.32it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.39it/s]
 41%|████      | 13/32 [00:03<00:05,  3.46it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.51it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.60it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.64it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.72it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.75it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.63it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.56it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.58it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.50it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.57it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.57it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.54it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.41it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.45it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.48it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.59it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.64it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.62it/s]
100%|██████████| 32/32 [00:09<00:00,  3.62it/s][2025-07-16 10:38:59] bus...PCK-Transfer@0.10: 74.74% | PCK-Transfer@0.05: 63.28% | PCK-Transfer@0.15: 82.66%
+
100%|██████████| 32/32 [00:09<00:00,  3.48it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.61it/s]
 11%|█         | 2/19 [00:00<00:05,  3.02it/s]
 16%|█▌        | 3/19 [00:01<00:05,  2.95it/s]
 21%|██        | 4/19 [00:01<00:05,  2.99it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.04it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.10it/s]
 37%|███▋      | 7/19 [00:02<00:04,  2.89it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.06it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.22it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.29it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.37it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.44it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.46it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.41it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.38it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.47it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.55it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.49it/s]
100%|██████████| 19/19 [00:05<00:00,  3.50it/s][2025-07-16 10:39:05] car...PCK-Transfer@0.10: 88.99% | PCK-Transfer@0.05: 80.02% | PCK-Transfer@0.15: 92.02%
+
100%|██████████| 19/19 [00:05<00:00,  3.28it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.46it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.31it/s]
 11%|█         | 3/27 [00:00<00:06,  3.46it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.46it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.51it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.44it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.45it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.48it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.02it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.10it/s]
 41%|████      | 11/27 [00:03<00:04,  3.25it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.34it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.49it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.55it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.46it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.55it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.39it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.41it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.31it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.43it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.51it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.56it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.55it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.43it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.39it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.43it/s]
100%|██████████| 27/27 [00:07<00:00,  3.45it/s][2025-07-16 10:39:13] cat...PCK-Transfer@0.10: 80.57% | PCK-Transfer@0.05: 61.80% | PCK-Transfer@0.15: 88.41%
+
100%|██████████| 27/27 [00:07<00:00,  3.41it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.31it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.39it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.42it/s]
 31%|███       | 4/13 [00:01<00:02,  3.22it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.22it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.27it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.32it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.32it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.30it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.29it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.27it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.34it/s]
100%|██████████| 13/13 [00:03<00:00,  3.30it/s][2025-07-16 10:39:17] chair...PCK-Transfer@0.10: 52.48% | PCK-Transfer@0.05: 33.53% | PCK-Transfer@0.15: 63.31%
+
100%|██████████| 13/13 [00:03<00:00,  3.30it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.39it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.42it/s]
100%|██████████| 3/3 [00:00<00:00,  3.44it/s][2025-07-16 10:39:18] cow...PCK-Transfer@0.10: 81.25% | PCK-Transfer@0.05: 52.08% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.43it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.35it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.39it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.43it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.43it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.31it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.39it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.42it/s]
100%|██████████| 8/8 [00:02<00:00,  3.47it/s][2025-07-16 10:39:20] diningtable...PCK-Transfer@0.10: 45.83% | PCK-Transfer@0.05: 31.77% | PCK-Transfer@0.15: 65.63%
+
100%|██████████| 8/8 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.50it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.60it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.69it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.64it/s]
 21%|██        | 5/24 [00:01<00:05,  3.67it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.50it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.44it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.51it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.53it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.51it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.56it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.56it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.56it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.58it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.62it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.61it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.49it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.44it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.48it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.51it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.54it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.55it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.55it/s]
100%|██████████| 24/24 [00:06<00:00,  3.53it/s][2025-07-16 10:39:27] dog...PCK-Transfer@0.10: 72.01% | PCK-Transfer@0.05: 51.37% | PCK-Transfer@0.15: 84.63%
+
100%|██████████| 24/24 [00:06<00:00,  3.54it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.60it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.62it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.58it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.51it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.40it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.43it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.50it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.55it/s]
100%|██████████| 9/9 [00:02<00:00,  3.55it/s][2025-07-16 10:39:30] horse...PCK-Transfer@0.10: 80.87% | PCK-Transfer@0.05: 53.28% | PCK-Transfer@0.15: 89.60%
+
100%|██████████| 9/9 [00:02<00:00,  3.52it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.51it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.55it/s]
 11%|█         | 3/27 [00:00<00:07,  3.41it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.47it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.51it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.63it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.59it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.60it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.63it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.62it/s]
 41%|████      | 11/27 [00:03<00:04,  3.61it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.58it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.59it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.59it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.60it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.61it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.62it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.62it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.58it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.60it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.60it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.56it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.57it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.59it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.56it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.56it/s]
100%|██████████| 27/27 [00:07<00:00,  3.56it/s][2025-07-16 10:39:37] motorbike...PCK-Transfer@0.10: 79.00% | PCK-Transfer@0.05: 56.07% | PCK-Transfer@0.15: 86.34%
+
100%|██████████| 27/27 [00:07<00:00,  3.58it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.56it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.50it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.50it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.50it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.55it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.60it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.59it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.55it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.60it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.55it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.59it/s]
100%|██████████| 12/12 [00:03<00:00,  3.57it/s][2025-07-16 10:39:41] person...PCK-Transfer@0.10: 60.10% | PCK-Transfer@0.05: 35.49% | PCK-Transfer@0.15: 69.84%
+
100%|██████████| 12/12 [00:03<00:00,  3.56it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.43it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.58it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.54it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.60it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.51it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.44it/s]
100%|██████████| 7/7 [00:02<00:00,  3.47it/s][2025-07-16 10:39:43] pottedplant...PCK-Transfer@0.10: 48.57% | PCK-Transfer@0.05: 29.05% | PCK-Transfer@0.15: 68.10%
+
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100%|██████████| 20/20 [00:05<00:00,  3.58it/s][2025-07-16 10:39:52] train...PCK-Transfer@0.10: 71.00% | PCK-Transfer@0.05: 40.25% | PCK-Transfer@0.15: 84.00%
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+[2025-07-16 10:39:56] Weighted Per image PCK0.10: 70.07%, image PCK0.05: 51.96%, image PCK0.01: 80.27%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..2cc6949dd10c932bbb4124fe3d3fc80638b5a3a4
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-12 01:11:26] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.6_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.6_layer_15']
+Number of parameters corr net: 120
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+
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+[2025-07-12 01:12:55] Weighted Per image PCK0.10: 81.39%, image PCK0.05: 66.73%, image PCK0.01: 86.73%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_15__t_0.7_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_15__t_0.7_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..5bc11eaac1fa75249814028d8e4402c0537af47f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_15__t_0.7_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 10:49:33] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_15__t_0.7_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.6_layer_15', 't_0.7_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.6_layer_15', 't_0.7_layer_12']
+Number of parameters corr net: 120
+
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 40%|████      | 12/30 [00:03<00:05,  3.27it/s]
 43%|████▎     | 13/30 [00:03<00:05,  3.31it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.22it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.28it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.29it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.27it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.23it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.31it/s]
 67%|██████▋   | 20/30 [00:06<00:03,  3.29it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.43it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.26it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.14it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.26it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.29it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.24it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.31it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.29it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.33it/s]
100%|██████████| 30/30 [00:09<00:00,  3.40it/s][2025-07-16 10:49:49] bicycle...PCK-Transfer@0.10: 83.39% | PCK-Transfer@0.05: 74.30% | PCK-Transfer@0.15: 86.76%
+
100%|██████████| 30/30 [00:09<00:00,  3.29it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.16it/s]
 20%|██        | 2/10 [00:00<00:02,  3.08it/s]
 30%|███       | 3/10 [00:00<00:02,  3.03it/s]
 40%|████      | 4/10 [00:01<00:01,  3.19it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.30it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.33it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.31it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.38it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.43it/s]
100%|██████████| 10/10 [00:03<00:00,  3.44it/s][2025-07-16 10:49:52] bird...PCK-Transfer@0.10: 74.39% | PCK-Transfer@0.05: 50.53% | PCK-Transfer@0.15: 88.06%
+
100%|██████████| 10/10 [00:03<00:00,  3.32it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  2.89it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.29it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.33it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.32it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.15it/s]
100%|██████████| 6/6 [00:01<00:00,  3.31it/s][2025-07-16 10:49:54] boat...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 37.50% | PCK-Transfer@0.15: 70.83%
+
100%|██████████| 6/6 [00:01<00:00,  3.26it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.42it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.59it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.50it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.49it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.42it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.44it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.54it/s]
100%|██████████| 8/8 [00:02<00:00,  3.56it/s][2025-07-16 10:49:56] bottle...PCK-Transfer@0.10: 60.94% | PCK-Transfer@0.05: 45.31% | PCK-Transfer@0.15: 71.88%
+
100%|██████████| 8/8 [00:02<00:00,  3.51it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:11,  2.74it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.17it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.28it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.38it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.34it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.32it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.41it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.41it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.45it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.32it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.42it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.49it/s]
 41%|████      | 13/32 [00:03<00:05,  3.48it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.46it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.50it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.41it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.49it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.53it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.45it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.36it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.35it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.26it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.37it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.38it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.37it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.29it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.33it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.40it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.37it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.43it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.39it/s]
100%|██████████| 32/32 [00:09<00:00,  3.32it/s][2025-07-16 10:50:06] bus...PCK-Transfer@0.10: 78.12% | PCK-Transfer@0.05: 65.10% | PCK-Transfer@0.15: 83.44%
+
100%|██████████| 32/32 [00:09<00:00,  3.37it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.06it/s]
 11%|█         | 2/19 [00:00<00:05,  3.32it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.27it/s]
 21%|██        | 4/19 [00:01<00:04,  3.35it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.39it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.32it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.27it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.32it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.39it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.39it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.44it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.51it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.51it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.45it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.40it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.47it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.54it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.45it/s]
100%|██████████| 19/19 [00:05<00:00,  3.45it/s][2025-07-16 10:50:11] car...PCK-Transfer@0.10: 88.57% | PCK-Transfer@0.05: 79.46% | PCK-Transfer@0.15: 91.61%
+
100%|██████████| 19/19 [00:05<00:00,  3.41it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.34it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.46it/s]
 11%|█         | 3/27 [00:00<00:06,  3.59it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.54it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.57it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.47it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.44it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.48it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.37it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.33it/s]
 41%|████      | 11/27 [00:03<00:04,  3.39it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.41it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.50it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.51it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.41it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.51it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.48it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.48it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.37it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.48it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.52it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.56it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.57it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.49it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.47it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.50it/s]
100%|██████████| 27/27 [00:07<00:00,  3.50it/s][2025-07-16 10:50:19] cat...PCK-Transfer@0.10: 79.99% | PCK-Transfer@0.05: 64.06% | PCK-Transfer@0.15: 86.43%
+
100%|██████████| 27/27 [00:07<00:00,  3.47it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.08it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.31it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.35it/s]
 31%|███       | 4/13 [00:01<00:02,  3.43it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.48it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.51it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.53it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.51it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.52it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.51it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.52it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.57it/s]
100%|██████████| 13/13 [00:03<00:00,  3.55it/s][2025-07-16 10:50:23] chair...PCK-Transfer@0.10: 45.13% | PCK-Transfer@0.05: 29.17% | PCK-Transfer@0.15: 53.72%
+
100%|██████████| 13/13 [00:03<00:00,  3.49it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.17it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.35it/s]
100%|██████████| 3/3 [00:00<00:00,  3.44it/s][2025-07-16 10:50:24] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 66.67% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.39it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.42it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.47it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.54it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.52it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.41it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.48it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.53it/s]
100%|██████████| 8/8 [00:02<00:00,  3.51it/s][2025-07-16 10:50:26] diningtable...PCK-Transfer@0.10: 48.96% | PCK-Transfer@0.05: 19.27% | PCK-Transfer@0.15: 65.62%
+
100%|██████████| 8/8 [00:02<00:00,  3.50it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.53it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.55it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.58it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.54it/s]
 21%|██        | 5/24 [00:01<00:05,  3.55it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.55it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.53it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.55it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.55it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.53it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.53it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.53it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.55it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.55it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.58it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.57it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.55it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.57it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.57it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.57it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.57it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.57it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.57it/s]
100%|██████████| 24/24 [00:06<00:00,  3.58it/s][2025-07-16 10:50:33] dog...PCK-Transfer@0.10: 73.40% | PCK-Transfer@0.05: 56.51% | PCK-Transfer@0.15: 81.95%
+
100%|██████████| 24/24 [00:06<00:00,  3.56it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.56it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.58it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.53it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.51it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.56it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.60it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.62it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.64it/s]
100%|██████████| 9/9 [00:02<00:00,  3.62it/s][2025-07-16 10:50:35] horse...PCK-Transfer@0.10: 79.58% | PCK-Transfer@0.05: 56.06% | PCK-Transfer@0.15: 87.38%
+
100%|██████████| 9/9 [00:02<00:00,  3.59it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.49it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.59it/s]
 11%|█         | 3/27 [00:00<00:06,  3.61it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.61it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.59it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.66it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.59it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.59it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.61it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.60it/s]
 41%|████      | 11/27 [00:03<00:04,  3.59it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.54it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.56it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.56it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.57it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.59it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.61it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.61it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.57it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.59it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.59it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.56it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.57it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.57it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.53it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.53it/s]
100%|██████████| 27/27 [00:07<00:00,  3.52it/s][2025-07-16 10:50:43] motorbike...PCK-Transfer@0.10: 80.72% | PCK-Transfer@0.05: 58.02% | PCK-Transfer@0.15: 88.19%
+
100%|██████████| 27/27 [00:07<00:00,  3.57it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.48it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.40it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.37it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.35it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.38it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.42it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.50it/s][2025-07-16 10:50:58] train...PCK-Transfer@0.10: 65.75% | PCK-Transfer@0.05: 43.25% | PCK-Transfer@0.15: 81.75%
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+[2025-07-16 10:51:03] Weighted Per image PCK0.10: 70.61%, image PCK0.05: 53.79%, image PCK0.01: 79.68%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_15__t_0.7_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_15__t_0.7_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..78996ce3c47e0504e3f51b20e99ad33be76447e5
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_15__t_0.7_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 10:52:43] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_15__t_0.7_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.6_layer_15', 't_0.7_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.6_layer_15', 't_0.7_layer_20']
+Number of parameters corr net: 120
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+
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+[2025-07-16 10:54:13] Weighted Per image PCK0.10: 65.00%, image PCK0.05: 46.79%, image PCK0.01: 74.00%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_18__t_0.8_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_18__t_0.8_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..074241a849aadac24fea8657906457ec856437b5
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_18__t_0.8_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-16 11:13:25] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_18__t_0.8_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.6_layer_18', 't_0.8_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.6_layer_18', 't_0.8_layer_15']
+Number of parameters corr net: 120
+
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 87%|████████▋ | 13/15 [00:05<00:00,  3.30it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.32it/s]
100%|██████████| 15/15 [00:06<00:00,  3.39it/s][2025-07-16 11:13:32] aeroplane...PCK-Transfer@0.10: 81.11% | PCK-Transfer@0.05: 59.86% | PCK-Transfer@0.15: 87.19%
+
100%|██████████| 15/15 [00:06<00:00,  2.50it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:08,  3.25it/s]
  7%|▋         | 2/30 [00:00<00:08,  3.29it/s]
 10%|█         | 3/30 [00:00<00:08,  3.17it/s]
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 17%|█▋        | 5/30 [00:01<00:07,  3.22it/s]
 20%|██        | 6/30 [00:01<00:07,  3.24it/s]
 23%|██▎       | 7/30 [00:02<00:07,  3.23it/s]
 27%|██▋       | 8/30 [00:02<00:07,  3.07it/s]
 30%|███       | 9/30 [00:02<00:06,  3.13it/s]
 33%|███▎      | 10/30 [00:03<00:06,  3.20it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.19it/s]
 40%|████      | 12/30 [00:03<00:05,  3.23it/s]
 43%|████▎     | 13/30 [00:04<00:05,  3.25it/s]
 47%|████▋     | 14/30 [00:04<00:05,  3.16it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.22it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.23it/s]
 57%|█████▋    | 17/30 [00:05<00:04,  3.23it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.26it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.32it/s]
 67%|██████▋   | 20/30 [00:06<00:02,  3.34it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.40it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.49it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.43it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.49it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.48it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.49it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.49it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.38it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.39it/s]
100%|██████████| 30/30 [00:09<00:00,  3.45it/s][2025-07-16 11:13:41] bicycle...PCK-Transfer@0.10: 84.61% | PCK-Transfer@0.05: 73.09% | PCK-Transfer@0.15: 88.24%
+
100%|██████████| 30/30 [00:09<00:00,  3.31it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.02it/s]
 20%|██        | 2/10 [00:00<00:02,  3.06it/s]
 30%|███       | 3/10 [00:00<00:02,  3.13it/s]
 40%|████      | 4/10 [00:01<00:01,  3.19it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.22it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.22it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.18it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.22it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.06it/s]
100%|██████████| 10/10 [00:03<00:00,  3.08it/s][2025-07-16 11:13:44] bird...PCK-Transfer@0.10: 82.50% | PCK-Transfer@0.05: 52.06% | PCK-Transfer@0.15: 91.81%
+
100%|██████████| 10/10 [00:03<00:00,  3.13it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  2.81it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.03it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.15it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.18it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.23it/s]
100%|██████████| 6/6 [00:01<00:00,  3.31it/s][2025-07-16 11:13:46] boat...PCK-Transfer@0.10: 52.78% | PCK-Transfer@0.05: 31.94% | PCK-Transfer@0.15: 70.83%
+
100%|██████████| 6/6 [00:01<00:00,  3.21it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.31it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.45it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.39it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.36it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.27it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.27it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.35it/s]
100%|██████████| 8/8 [00:02<00:00,  3.36it/s][2025-07-16 11:13:49] bottle...PCK-Transfer@0.10: 62.50% | PCK-Transfer@0.05: 43.75% | PCK-Transfer@0.15: 71.88%
+
100%|██████████| 8/8 [00:02<00:00,  3.34it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  2.94it/s]
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 12%|█▎        | 4/32 [00:01<00:08,  3.29it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.22it/s]
 19%|█▉        | 6/32 [00:01<00:08,  3.21it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.26it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.25it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.28it/s]
 31%|███▏      | 10/32 [00:03<00:07,  3.13it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.22it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.28it/s]
 41%|████      | 13/32 [00:04<00:05,  3.27it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.28it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.32it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.33it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.41it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.42it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.30it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.25it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.30it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.23it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.31it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.34it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.34it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.23it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.28it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.34it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.38it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.42it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.39it/s]
100%|██████████| 32/32 [00:09<00:00,  3.39it/s][2025-07-16 11:13:58] bus...PCK-Transfer@0.10: 79.27% | PCK-Transfer@0.05: 65.99% | PCK-Transfer@0.15: 85.78%
+
100%|██████████| 32/32 [00:09<00:00,  3.30it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.33it/s]
 11%|█         | 2/19 [00:00<00:05,  3.40it/s]
 16%|█▌        | 3/19 [00:00<00:05,  3.20it/s]
 21%|██        | 4/19 [00:01<00:04,  3.21it/s]
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 32%|███▏      | 6/19 [00:01<00:04,  3.16it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.10it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.15it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.24it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.25it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.29it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.36it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.36it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.30it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.26it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.33it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.39it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.30it/s]
100%|██████████| 19/19 [00:05<00:00,  3.30it/s][2025-07-16 11:14:04] car...PCK-Transfer@0.10: 87.35% | PCK-Transfer@0.05: 76.73% | PCK-Transfer@0.15: 91.86%
+
100%|██████████| 19/19 [00:05<00:00,  3.27it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.22it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.39it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.34it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.29it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.24it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.27it/s]
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 37%|███▋      | 10/27 [00:03<00:05,  3.19it/s]
 41%|████      | 11/27 [00:03<00:04,  3.24it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.26it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.26it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.35it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.34it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.34it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.24it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.33it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.35it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.41it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.41it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.34it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.32it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.36it/s]
100%|██████████| 27/27 [00:08<00:00,  3.39it/s][2025-07-16 11:14:12] cat...PCK-Transfer@0.10: 80.40% | PCK-Transfer@0.05: 62.42% | PCK-Transfer@0.15: 86.02%
+
100%|██████████| 27/27 [00:08<00:00,  3.32it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.36it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.37it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.38it/s]
 31%|███       | 4/13 [00:01<00:02,  3.37it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.41it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.44it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.44it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.40it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.39it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.36it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.34it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.38it/s]
100%|██████████| 13/13 [00:03<00:00,  3.34it/s][2025-07-16 11:14:16] chair...PCK-Transfer@0.10: 36.58% | PCK-Transfer@0.05: 27.54% | PCK-Transfer@0.15: 46.18%
+
100%|██████████| 13/13 [00:03<00:00,  3.38it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.39it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.42it/s]
100%|██████████| 3/3 [00:00<00:00,  3.42it/s][2025-07-16 11:14:17] cow...PCK-Transfer@0.10: 95.83% | PCK-Transfer@0.05: 70.83% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.42it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.37it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.33it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.37it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.35it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.26it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.32it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.39it/s]
100%|██████████| 8/8 [00:02<00:00,  3.38it/s][2025-07-16 11:14:19] diningtable...PCK-Transfer@0.10: 42.19% | PCK-Transfer@0.05: 22.40% | PCK-Transfer@0.15: 56.77%
+
100%|██████████| 8/8 [00:02<00:00,  3.35it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.27it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.35it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.40it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.37it/s]
 21%|██        | 5/24 [00:01<00:05,  3.40it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.43it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.41it/s]
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 38%|███▊      | 9/24 [00:02<00:04,  3.43it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.41it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.42it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.41it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.40it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.40it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.43it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.42it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.42it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.43it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.43it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.42it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.43it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.42it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.41it/s]
100%|██████████| 24/24 [00:07<00:00,  3.40it/s][2025-07-16 11:14:26] dog...PCK-Transfer@0.10: 75.45% | PCK-Transfer@0.05: 57.80% | PCK-Transfer@0.15: 85.04%
+
100%|██████████| 24/24 [00:07<00:00,  3.41it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.45it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.45it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.40it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.36it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.40it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.44it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.44it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.44it/s]
100%|██████████| 9/9 [00:02<00:00,  3.41it/s][2025-07-16 11:14:29] horse...PCK-Transfer@0.10: 78.92% | PCK-Transfer@0.05: 51.56% | PCK-Transfer@0.15: 85.79%
+
100%|██████████| 9/9 [00:02<00:00,  3.42it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.43it/s][2025-07-16 11:14:40] person...PCK-Transfer@0.10: 59.67% | PCK-Transfer@0.05: 39.07% | PCK-Transfer@0.15: 72.52%
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100%|██████████| 7/7 [00:02<00:00,  3.38it/s][2025-07-16 11:14:43] pottedplant...PCK-Transfer@0.10: 62.86% | PCK-Transfer@0.05: 31.90% | PCK-Transfer@0.15: 67.62%
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100%|██████████| 20/20 [00:05<00:00,  3.36it/s][2025-07-16 11:14:53] train...PCK-Transfer@0.10: 73.75% | PCK-Transfer@0.05: 47.25% | PCK-Transfer@0.15: 79.75%
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+
100%|██████████| 15/15 [00:04<00:00,  3.36it/s]
+[2025-07-16 11:14:57] Weighted Per image PCK0.10: 71.85%, image PCK0.05: 54.34%, image PCK0.01: 79.96%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_18__t_0.8_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_18__t_0.8_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..d3160a000d07a800c615a1447e24072d374a3e5e
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_18__t_0.8_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 11:09:53] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_18__t_0.8_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.6_layer_18', 't_0.8_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.6_layer_18', 't_0.8_layer_9']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.43it/s][2025-07-16 11:10:25] bus...PCK-Transfer@0.10: 64.84% | PCK-Transfer@0.05: 49.22% | PCK-Transfer@0.15: 73.96%
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100%|██████████| 19/19 [00:05<00:00,  3.43it/s][2025-07-16 11:10:30] car...PCK-Transfer@0.10: 81.54% | PCK-Transfer@0.05: 67.13% | PCK-Transfer@0.15: 86.13%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.50it/s][2025-07-16 11:10:38] cat...PCK-Transfer@0.10: 73.23% | PCK-Transfer@0.05: 55.17% | PCK-Transfer@0.15: 77.76%
+
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+
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100%|██████████| 13/13 [00:03<00:00,  3.52it/s][2025-07-16 11:10:42] chair...PCK-Transfer@0.10: 32.69% | PCK-Transfer@0.05: 19.57% | PCK-Transfer@0.15: 41.77%
+
100%|██████████| 13/13 [00:03<00:00,  3.47it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.56it/s][2025-07-16 11:10:43] cow...PCK-Transfer@0.10: 85.42% | PCK-Transfer@0.05: 60.42% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.55it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.55it/s][2025-07-16 11:10:45] diningtable...PCK-Transfer@0.10: 43.75% | PCK-Transfer@0.05: 17.71% | PCK-Transfer@0.15: 63.54%
+
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+
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100%|██████████| 24/24 [00:06<00:00,  3.52it/s][2025-07-16 11:10:52] dog...PCK-Transfer@0.10: 63.68% | PCK-Transfer@0.05: 46.79% | PCK-Transfer@0.15: 80.15%
+
100%|██████████| 24/24 [00:06<00:00,  3.49it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.57it/s][2025-07-16 11:10:55] horse...PCK-Transfer@0.10: 68.76% | PCK-Transfer@0.05: 42.70% | PCK-Transfer@0.15: 80.66%
+
100%|██████████| 9/9 [00:02<00:00,  3.55it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-16 11:11:02] motorbike...PCK-Transfer@0.10: 73.32% | PCK-Transfer@0.05: 50.13% | PCK-Transfer@0.15: 80.83%
+
100%|██████████| 27/27 [00:07<00:00,  3.55it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.55it/s][2025-07-16 11:11:06] person...PCK-Transfer@0.10: 50.86% | PCK-Transfer@0.05: 29.55% | PCK-Transfer@0.15: 64.00%
+
100%|██████████| 12/12 [00:03<00:00,  3.52it/s]
+
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100%|██████████| 7/7 [00:01<00:00,  3.54it/s][2025-07-16 11:11:08] pottedplant...PCK-Transfer@0.10: 46.67% | PCK-Transfer@0.05: 24.76% | PCK-Transfer@0.15: 56.67%
+
100%|██████████| 7/7 [00:01<00:00,  3.54it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.48it/s][2025-07-16 11:11:08] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.47it/s]
+
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 62%|██████▏   | 8/13 [00:02<00:01,  3.41it/s]
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 92%|█████████▏| 12/13 [00:03<00:00,  3.37it/s]
100%|██████████| 13/13 [00:03<00:00,  3.33it/s][2025-07-16 11:11:12] sofa...PCK-Transfer@0.10: 43.11% | PCK-Transfer@0.05: 24.01% | PCK-Transfer@0.15: 54.62%
+
100%|██████████| 13/13 [00:03<00:00,  3.39it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.55it/s][2025-07-16 11:11:17] train...PCK-Transfer@0.10: 61.50% | PCK-Transfer@0.05: 39.25% | PCK-Transfer@0.15: 75.50%
+
100%|██████████| 20/20 [00:05<00:00,  3.54it/s]
+
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 80%|████████  | 12/15 [00:03<00:00,  3.55it/s]
 87%|████████▋ | 13/15 [00:03<00:00,  3.59it/s]
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100%|██████████| 15/15 [00:04<00:00,  3.61it/s][2025-07-16 11:11:22] tvmonitor...PCK-Transfer@0.10: 18.89% | PCK-Transfer@0.05: 15.56% | PCK-Transfer@0.15: 35.56%
+
100%|██████████| 15/15 [00:04<00:00,  3.52it/s]
+[2025-07-16 11:11:22] Weighted Per image PCK0.10: 61.92%, image PCK0.05: 44.26%, image PCK0.01: 72.12%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_5__t_0.8_layer_9.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_5__t_0.8_layer_9.log
new file mode 100644
index 0000000000000000000000000000000000000000..6166e8e9a686e4a1dfd710466f28f9e5f910399f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_5__t_0.8_layer_9.log
@@ -0,0 +1,44 @@
+[2025-07-16 09:07:04] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_5__t_0.8_layer_9', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.6_layer_5', 't_0.8_layer_9'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.6_layer_5', 't_0.8_layer_9']
+Number of parameters corr net: 120
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100%|██████████| 12/12 [00:03<00:00,  3.39it/s][2025-07-16 09:08:20] person...PCK-Transfer@0.10: 39.66% | PCK-Transfer@0.05: 19.95% | PCK-Transfer@0.15: 56.42%
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100%|██████████| 7/7 [00:02<00:00,  3.35it/s][2025-07-16 09:08:22] pottedplant...PCK-Transfer@0.10: 39.52% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 58.57%
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+
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100%|██████████| 15/15 [00:04<00:00,  3.43it/s][2025-07-16 09:08:37] tvmonitor...PCK-Transfer@0.10: 24.44% | PCK-Transfer@0.05: 6.67% | PCK-Transfer@0.15: 42.78%
+
100%|██████████| 15/15 [00:04<00:00,  3.36it/s]
+[2025-07-16 09:08:37] Weighted Per image PCK0.10: 60.78%, image PCK0.05: 38.53%, image PCK0.01: 74.01%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_9__t_0.6_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_9__t_0.6_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..10c3f0047236669639c5da00c45ae6d097bcbf9a
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_9__t_0.6_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-16 09:13:54] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_9__t_0.6_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.6_layer_9', 't_0.6_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.6_layer_9', 't_0.6_layer_11']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  3.31it/s][2025-07-16 09:14:01] aeroplane...PCK-Transfer@0.10: 85.68% | PCK-Transfer@0.05: 66.25% | PCK-Transfer@0.15: 92.46%
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100%|██████████| 6/6 [00:01<00:00,  3.44it/s][2025-07-16 09:14:15] boat...PCK-Transfer@0.10: 55.56% | PCK-Transfer@0.05: 37.50% | PCK-Transfer@0.15: 80.56%
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 53%|█████▎    | 17/32 [00:05<00:04,  3.38it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.39it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.36it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.37it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.40it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.34it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.34it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.39it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.45it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.40it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.42it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.37it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.36it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.37it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.43it/s]
100%|██████████| 32/32 [00:09<00:00,  3.46it/s][2025-07-16 09:14:27] bus...PCK-Transfer@0.10: 77.60% | PCK-Transfer@0.05: 64.84% | PCK-Transfer@0.15: 85.00%
+
100%|██████████| 32/32 [00:09<00:00,  3.38it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.48it/s]
 11%|█         | 2/19 [00:00<00:04,  3.45it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.42it/s]
 21%|██        | 4/19 [00:01<00:04,  3.44it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.37it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.32it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.40it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.42it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.49it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.51it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.48it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.50it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.54it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.55it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.52it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.48it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.49it/s]
100%|██████████| 19/19 [00:05<00:00,  3.53it/s][2025-07-16 09:14:32] car...PCK-Transfer@0.10: 91.60% | PCK-Transfer@0.05: 82.33% | PCK-Transfer@0.15: 94.41%
+
100%|██████████| 19/19 [00:05<00:00,  3.48it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.54it/s]
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 11%|█         | 3/27 [00:00<00:06,  3.43it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.51it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.50it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.53it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.52it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.48it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.49it/s]
 41%|████      | 11/27 [00:03<00:04,  3.48it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.49it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.44it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.41it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.44it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.47it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.43it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.37it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.37it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.37it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.38it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.37it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.37it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.38it/s]
100%|██████████| 27/27 [00:07<00:00,  3.38it/s][2025-07-16 09:14:40] cat...PCK-Transfer@0.10: 82.85% | PCK-Transfer@0.05: 67.22% | PCK-Transfer@0.15: 88.64%
+
100%|██████████| 27/27 [00:07<00:00,  3.43it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.17it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.37it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.43it/s]
 31%|███       | 4/13 [00:01<00:02,  3.38it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.41it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.38it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.41it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.47it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.50it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.53it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.54it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.50it/s]
100%|██████████| 13/13 [00:03<00:00,  3.50it/s][2025-07-16 09:14:44] chair...PCK-Transfer@0.10: 54.96% | PCK-Transfer@0.05: 32.84% | PCK-Transfer@0.15: 63.91%
+
100%|██████████| 13/13 [00:03<00:00,  3.46it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.38it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.39it/s]
100%|██████████| 3/3 [00:00<00:00,  3.39it/s][2025-07-16 09:14:45] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.39it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.41it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.46it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.46it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.52it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.48it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.45it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.45it/s]
100%|██████████| 8/8 [00:02<00:00,  3.47it/s][2025-07-16 09:14:47] diningtable...PCK-Transfer@0.10: 51.04% | PCK-Transfer@0.05: 42.71% | PCK-Transfer@0.15: 72.92%
+
100%|██████████| 8/8 [00:02<00:00,  3.47it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.31it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.41it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.42it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.49it/s]
 21%|██        | 5/24 [00:01<00:05,  3.48it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.47it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.42it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.49it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.43it/s]
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 58%|█████▊    | 14/24 [00:04<00:02,  3.38it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.40it/s]
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 71%|███████   | 17/24 [00:04<00:02,  3.43it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.43it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.36it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.39it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.35it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.28it/s]
100%|██████████| 24/24 [00:07<00:00,  3.32it/s][2025-07-16 09:14:54] dog...PCK-Transfer@0.10: 81.12% | PCK-Transfer@0.05: 58.35% | PCK-Transfer@0.15: 88.67%
+
100%|██████████| 24/24 [00:07<00:00,  3.40it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.45it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.46it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.57it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.51it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.47it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.36it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.38it/s]
100%|██████████| 9/9 [00:02<00:00,  3.36it/s][2025-07-16 09:14:57] horse...PCK-Transfer@0.10: 83.15% | PCK-Transfer@0.05: 62.28% | PCK-Transfer@0.15: 88.97%
+
100%|██████████| 9/9 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.40it/s]
 41%|████      | 11/27 [00:03<00:04,  3.42it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.39it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.44it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.46it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.47it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.45it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.44it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.45it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.42it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.41it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.44it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.50it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.49it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.51it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.59it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.56it/s]
100%|██████████| 27/27 [00:07<00:00,  3.58it/s][2025-07-16 09:15:05] motorbike...PCK-Transfer@0.10: 83.08% | PCK-Transfer@0.05: 60.88% | PCK-Transfer@0.15: 92.02%
+
100%|██████████| 27/27 [00:07<00:00,  3.46it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.51it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.59it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.65it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.30it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.14it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.00it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  2.99it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.10it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.15it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.22it/s]
100%|██████████| 12/12 [00:03<00:00,  3.18it/s][2025-07-16 09:15:08] person...PCK-Transfer@0.10: 57.61% | PCK-Transfer@0.05: 42.14% | PCK-Transfer@0.15: 71.48%
+
100%|██████████| 12/12 [00:03<00:00,  3.22it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:02,  2.99it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.18it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.31it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.30it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.21it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.28it/s]
100%|██████████| 7/7 [00:02<00:00,  3.23it/s][2025-07-16 09:15:10] pottedplant...PCK-Transfer@0.10: 49.52% | PCK-Transfer@0.05: 29.52% | PCK-Transfer@0.15: 66.19%
+
100%|██████████| 7/7 [00:02<00:00,  3.23it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.29it/s][2025-07-16 09:15:11] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.29it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.33it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.21it/s]
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 46%|████▌     | 6/13 [00:01<00:02,  3.39it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.36it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.32it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.22it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.25it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.36it/s]
100%|██████████| 13/13 [00:03<00:00,  3.29it/s][2025-07-16 09:15:15] sofa...PCK-Transfer@0.10: 57.47% | PCK-Transfer@0.05: 43.02% | PCK-Transfer@0.15: 68.63%
+
100%|██████████| 13/13 [00:03<00:00,  3.31it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
  5%|▌         | 1/20 [00:00<00:05,  3.39it/s]
 10%|█         | 2/20 [00:00<00:05,  3.40it/s]
 15%|█▌        | 3/20 [00:00<00:04,  3.43it/s]
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 30%|███       | 6/20 [00:01<00:04,  3.41it/s]
 35%|███▌      | 7/20 [00:02<00:03,  3.38it/s]
 40%|████      | 8/20 [00:02<00:03,  3.36it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.37it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.36it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.33it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.38it/s]
 65%|██████▌   | 13/20 [00:03<00:02,  3.37it/s]
 70%|███████   | 14/20 [00:04<00:01,  3.36it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.41it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.41it/s]
 85%|████████▌ | 17/20 [00:05<00:00,  3.35it/s]
 90%|█████████ | 18/20 [00:05<00:00,  3.32it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.39it/s]
100%|██████████| 20/20 [00:05<00:00,  3.27it/s][2025-07-16 09:15:21] train...PCK-Transfer@0.10: 68.75% | PCK-Transfer@0.05: 47.25% | PCK-Transfer@0.15: 80.75%
+
100%|██████████| 20/20 [00:05<00:00,  3.36it/s]
+
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 53%|█████▎    | 8/15 [00:02<00:02,  3.27it/s]
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+[2025-07-16 09:15:25] Weighted Per image PCK0.10: 73.68%, image PCK0.05: 56.68%, image PCK0.01: 82.70%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_9__t_0.7_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_9__t_0.7_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..44da78d2ebce5e4fa6710531734609fd0fad78e9
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_9__t_0.7_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-16 09:22:58] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_9__t_0.7_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.6_layer_9', 't_0.7_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.6_layer_9', 't_0.7_layer_13']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:02<00:00,  3.37it/s][2025-07-16 09:24:16] pottedplant...PCK-Transfer@0.10: 49.05% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 66.19%
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100%|██████████| 15/15 [00:04<00:00,  3.48it/s][2025-07-16 09:24:31] tvmonitor...PCK-Transfer@0.10: 31.11% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 46.11%
+
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+[2025-07-16 09:24:31] Weighted Per image PCK0.10: 70.08%, image PCK0.05: 51.89%, image PCK0.01: 80.04%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_9__t_0.7_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_9__t_0.7_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..cb6d4ca60084e14abd3565a20c6703f4d2a3c9d2
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_9__t_0.7_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 09:25:09] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_9__t_0.7_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.6_layer_9', 't_0.7_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.6_layer_9', 't_0.7_layer_20']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.42it/s][2025-07-16 09:25:16] aeroplane...PCK-Transfer@0.10: 72.47% | PCK-Transfer@0.05: 53.30% | PCK-Transfer@0.15: 84.80%
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100%|██████████| 8/8 [00:02<00:00,  3.51it/s][2025-07-16 09:25:32] bottle...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 31.25% | PCK-Transfer@0.15: 59.38%
+
100%|██████████| 8/8 [00:02<00:00,  3.47it/s]
+
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 72%|███████▏  | 23/32 [00:06<00:02,  3.47it/s]
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 78%|███████▊  | 25/32 [00:07<00:01,  3.59it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.52it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.52it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.46it/s]
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100%|██████████| 32/32 [00:09<00:00,  3.56it/s][2025-07-16 09:25:41] bus...PCK-Transfer@0.10: 67.55% | PCK-Transfer@0.05: 46.72% | PCK-Transfer@0.15: 75.89%
+
100%|██████████| 32/32 [00:09<00:00,  3.47it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
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 42%|████▏     | 8/19 [00:02<00:03,  3.34it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.38it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.38it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.45it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.45it/s]
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 79%|███████▉  | 15/19 [00:04<00:01,  3.39it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.43it/s]
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 95%|█████████▍| 18/19 [00:05<00:00,  3.42it/s]
100%|██████████| 19/19 [00:05<00:00,  3.51it/s][2025-07-16 09:25:47] car...PCK-Transfer@0.10: 82.54% | PCK-Transfer@0.05: 70.85% | PCK-Transfer@0.15: 85.25%
+
100%|██████████| 19/19 [00:05<00:00,  3.40it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 67%|██████▋   | 18/27 [00:05<00:02,  3.52it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.48it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.48it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.49it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.50it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.51it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.40it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.37it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.41it/s]
100%|██████████| 27/27 [00:07<00:00,  3.43it/s][2025-07-16 09:25:55] cat...PCK-Transfer@0.10: 77.31% | PCK-Transfer@0.05: 54.88% | PCK-Transfer@0.15: 81.55%
+
100%|██████████| 27/27 [00:07<00:00,  3.41it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:05,  2.30it/s]
 15%|█▌        | 2/13 [00:00<00:04,  2.67it/s]
 23%|██▎       | 3/13 [00:01<00:03,  3.03it/s]
 31%|███       | 4/13 [00:01<00:02,  3.18it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.25it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.30it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.35it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.45it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.49it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.55it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.57it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.57it/s]
100%|██████████| 13/13 [00:03<00:00,  3.58it/s][2025-07-16 09:25:59] chair...PCK-Transfer@0.10: 40.98% | PCK-Transfer@0.05: 25.64% | PCK-Transfer@0.15: 46.24%
+
100%|██████████| 13/13 [00:03<00:00,  3.36it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.35it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.50it/s]
100%|██████████| 3/3 [00:00<00:00,  3.54it/s][2025-07-16 09:25:59] cow...PCK-Transfer@0.10: 75.00% | PCK-Transfer@0.05: 52.08% | PCK-Transfer@0.15: 87.50%
+
100%|██████████| 3/3 [00:00<00:00,  3.51it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.59it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.60it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.60it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.65it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.63it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.52it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.51it/s]
100%|██████████| 8/8 [00:02<00:00,  3.53it/s][2025-07-16 09:26:02] diningtable...PCK-Transfer@0.10: 39.58% | PCK-Transfer@0.05: 19.79% | PCK-Transfer@0.15: 64.06%
+
100%|██████████| 8/8 [00:02<00:00,  3.56it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.37it/s]
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 96%|█████████▌| 23/24 [00:06<00:00,  3.36it/s]
100%|██████████| 24/24 [00:07<00:00,  3.42it/s][2025-07-16 09:26:09] dog...PCK-Transfer@0.10: 62.81% | PCK-Transfer@0.05: 44.84% | PCK-Transfer@0.15: 75.25%
+
100%|██████████| 24/24 [00:07<00:00,  3.40it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
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100%|██████████| 9/9 [00:02<00:00,  3.52it/s][2025-07-16 09:26:11] horse...PCK-Transfer@0.10: 71.40% | PCK-Transfer@0.05: 47.46% | PCK-Transfer@0.15: 74.58%
+
100%|██████████| 9/9 [00:02<00:00,  3.55it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.70it/s][2025-07-16 09:26:19] motorbike...PCK-Transfer@0.10: 72.81% | PCK-Transfer@0.05: 51.75% | PCK-Transfer@0.15: 82.82%
+
100%|██████████| 27/27 [00:07<00:00,  3.61it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
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 67%|██████▋   | 8/12 [00:02<00:01,  3.14it/s]
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 83%|████████▎ | 10/12 [00:02<00:00,  3.32it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.38it/s]
100%|██████████| 12/12 [00:03<00:00,  3.35it/s][2025-07-16 09:26:22] person...PCK-Transfer@0.10: 47.35% | PCK-Transfer@0.05: 28.55% | PCK-Transfer@0.15: 59.68%
+
100%|██████████| 12/12 [00:03<00:00,  3.38it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
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 86%|████████▌ | 6/7 [00:01<00:00,  3.40it/s]
100%|██████████| 7/7 [00:02<00:00,  3.34it/s][2025-07-16 09:26:25] pottedplant...PCK-Transfer@0.10: 41.90% | PCK-Transfer@0.05: 19.52% | PCK-Transfer@0.15: 56.67%
+
100%|██████████| 7/7 [00:02<00:00,  3.36it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  2.89it/s][2025-07-16 09:26:25] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  2.88it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 92%|█████████▏| 12/13 [00:03<00:00,  3.51it/s]
100%|██████████| 13/13 [00:03<00:00,  3.44it/s][2025-07-16 09:26:29] sofa...PCK-Transfer@0.10: 41.46% | PCK-Transfer@0.05: 21.26% | PCK-Transfer@0.15: 57.56%
+
100%|██████████| 13/13 [00:03<00:00,  3.41it/s]
+
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+[2025-07-16 09:26:39] Weighted Per image PCK0.10: 63.36%, image PCK0.05: 44.46%, image PCK0.01: 73.21%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_9__t_0.8_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_9__t_0.8_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..f8161783fbab5a0ae84f75ab9e3590c1a4ec3d24
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_9__t_0.8_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-16 09:29:19] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_9__t_0.8_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.6_layer_9', 't_0.8_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.6_layer_9', 't_0.8_layer_12']
+Number of parameters corr net: 120
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+
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+[2025-07-16 09:30:50] Weighted Per image PCK0.10: 71.44%, image PCK0.05: 52.61%, image PCK0.01: 81.76%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_9__t_0.8_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_9__t_0.8_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..ac4be65023a5e75d11ce8f349076c83ae1fc2fb3
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_9__t_0.8_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 09:26:09] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.6_layer_9__t_0.8_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.6_layer_9', 't_0.8_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.6_layer_9', 't_0.8_layer_5']
+Number of parameters corr net: 120
+
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 17%|█▋        | 1/6 [00:00<00:01,  3.72it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.71it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.63it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.54it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.54it/s]
100%|██████████| 6/6 [00:01<00:00,  3.58it/s][2025-07-16 09:26:30] boat...PCK-Transfer@0.10: 41.67% | PCK-Transfer@0.05: 23.61% | PCK-Transfer@0.15: 70.83%
+
100%|██████████| 6/6 [00:01<00:00,  3.59it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.46it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.65it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.57it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.55it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.45it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.45it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.56it/s]
100%|██████████| 8/8 [00:02<00:00,  3.55it/s][2025-07-16 09:26:32] bottle...PCK-Transfer@0.10: 65.62% | PCK-Transfer@0.05: 48.44% | PCK-Transfer@0.15: 76.56%
+
100%|██████████| 8/8 [00:02<00:00,  3.53it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  3.10it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.33it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.32it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.39it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.35it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.30it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.37it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.35it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.40it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.27it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.37it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.44it/s]
 41%|████      | 13/32 [00:03<00:05,  3.45it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.46it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.51it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.52it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.58it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.55it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.45it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.37it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.41it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.31it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.33it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.37it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.39it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.29it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.34it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.41it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.47it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.52it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.48it/s]
100%|██████████| 32/32 [00:09<00:00,  3.48it/s][2025-07-16 09:26:41] bus...PCK-Transfer@0.10: 61.72% | PCK-Transfer@0.05: 45.31% | PCK-Transfer@0.15: 75.36%
+
100%|██████████| 32/32 [00:09<00:00,  3.41it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.04it/s]
 11%|█         | 2/19 [00:00<00:05,  3.39it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.43it/s]
 21%|██        | 4/19 [00:01<00:04,  3.47it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.49it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.39it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.32it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.37it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.44it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.44it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.47it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.53it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.52it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.45it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.41it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.48it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.56it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.47it/s]
100%|██████████| 19/19 [00:05<00:00,  3.46it/s][2025-07-16 09:26:47] car...PCK-Transfer@0.10: 85.49% | PCK-Transfer@0.05: 69.16% | PCK-Transfer@0.15: 88.75%
+
100%|██████████| 19/19 [00:05<00:00,  3.44it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.00it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.28it/s]
 11%|█         | 3/27 [00:00<00:06,  3.46it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.47it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.45it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.40it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.38it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.44it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.35it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.30it/s]
 41%|████      | 11/27 [00:03<00:04,  3.36it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.39it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.49it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.51it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.41it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.51it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.48it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.48it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.39it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.49it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.52it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.59it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.57it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.50it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.48it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.52it/s]
100%|██████████| 27/27 [00:07<00:00,  3.54it/s][2025-07-16 09:26:55] cat...PCK-Transfer@0.10: 67.61% | PCK-Transfer@0.05: 45.88% | PCK-Transfer@0.15: 76.76%
+
100%|██████████| 27/27 [00:07<00:00,  3.46it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.82it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.10it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.28it/s]
 31%|███       | 4/13 [00:01<00:02,  3.39it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.48it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.53it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.56it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.55it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.56it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.54it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.54it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.58it/s]
100%|██████████| 13/13 [00:03<00:00,  3.57it/s][2025-07-16 09:26:58] chair...PCK-Transfer@0.10: 48.53% | PCK-Transfer@0.05: 24.49% | PCK-Transfer@0.15: 60.47%
+
100%|██████████| 13/13 [00:03<00:00,  3.49it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.22it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.44it/s]
100%|██████████| 3/3 [00:00<00:00,  3.46it/s][2025-07-16 09:26:59] cow...PCK-Transfer@0.10: 64.58% | PCK-Transfer@0.05: 27.08% | PCK-Transfer@0.15: 85.42%
+
100%|██████████| 3/3 [00:00<00:00,  3.43it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.32it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.41it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.48it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.48it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.38it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.46it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.52it/s]
100%|██████████| 8/8 [00:02<00:00,  3.54it/s][2025-07-16 09:27:02] diningtable...PCK-Transfer@0.10: 52.60% | PCK-Transfer@0.05: 28.65% | PCK-Transfer@0.15: 69.27%
+
100%|██████████| 8/8 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.46it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.52it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.57it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.52it/s]
 21%|██        | 5/24 [00:01<00:05,  3.54it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.56it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.55it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.57it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.57it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.54it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.55it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.56it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.57it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.56it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.60it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.60it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.58it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.58it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.58it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.59it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.59it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.56it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.56it/s]
100%|██████████| 24/24 [00:06<00:00,  3.55it/s][2025-07-16 09:27:08] dog...PCK-Transfer@0.10: 60.14% | PCK-Transfer@0.05: 37.16% | PCK-Transfer@0.15: 76.44%
+
100%|██████████| 24/24 [00:06<00:00,  3.56it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.53it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.55it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.51it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.47it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.48it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.53it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.54it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.57it/s]
100%|██████████| 9/9 [00:02<00:00,  3.56it/s][2025-07-16 09:27:11] horse...PCK-Transfer@0.10: 70.61% | PCK-Transfer@0.05: 44.71% | PCK-Transfer@0.15: 81.30%
+
100%|██████████| 9/9 [00:02<00:00,  3.53it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.15it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.32it/s]
 11%|█         | 3/27 [00:00<00:06,  3.45it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.50it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.59it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.55it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.57it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.60it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.61it/s]
 41%|████      | 11/27 [00:03<00:04,  3.61it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.55it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.56it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.56it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.53it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.50it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.50it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.43it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.47it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.47it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.40it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.40it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.40it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.36it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.39it/s]
100%|██████████| 27/27 [00:07<00:00,  3.41it/s][2025-07-16 09:27:19] motorbike...PCK-Transfer@0.10: 65.92% | PCK-Transfer@0.05: 37.97% | PCK-Transfer@0.15: 77.64%
+
100%|██████████| 27/27 [00:07<00:00,  3.48it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.47it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.47it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.48it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.48it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.53it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.57it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.56it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.53it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.58it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.54it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.58it/s]
100%|██████████| 12/12 [00:03<00:00,  3.56it/s][2025-07-16 09:27:22] person...PCK-Transfer@0.10: 41.64% | PCK-Transfer@0.05: 23.86% | PCK-Transfer@0.15: 57.23%
+
100%|██████████| 12/12 [00:03<00:00,  3.54it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.38it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.60it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.60it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.66it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.55it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.49it/s]
100%|██████████| 7/7 [00:01<00:00,  3.51it/s][2025-07-16 09:27:24] pottedplant...PCK-Transfer@0.10: 41.90% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 61.43%
+
100%|██████████| 7/7 [00:01<00:00,  3.54it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.05it/s][2025-07-16 09:27:24] sheep...PCK-Transfer@0.10: 20.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 20.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.04it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.06it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.27it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.38it/s]
 31%|███       | 4/13 [00:01<00:02,  3.41it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.47it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.49it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.50it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.52it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.51it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.46it/s]
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+[2025-07-16 09:27:38] Weighted Per image PCK0.10: 60.85%, image PCK0.05: 39.97%, image PCK0.01: 73.89%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.7_layer_10__t_0.7_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.7_layer_10__t_0.7_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..d77ef889bcdabc19c95b692ceadd4a4989481043
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.7_layer_10__t_0.7_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-16 11:57:41] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.7_layer_10__t_0.7_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.7_layer_10', 't_0.7_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.7_layer_10', 't_0.7_layer_12']
+Number of parameters corr net: 120
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+[2025-07-16 11:59:12] Weighted Per image PCK0.10: 73.21%, image PCK0.05: 55.21%, image PCK0.01: 82.05%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.7_layer_10__t_0.8_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.7_layer_10__t_0.8_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..5bceef3fc29d67dadf7f4278eaef3239094506ee
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.7_layer_10__t_0.8_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-16 12:06:02] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.7_layer_10__t_0.8_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.7_layer_10', 't_0.8_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.7_layer_10', 't_0.8_layer_15']
+Number of parameters corr net: 120
+
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100%|██████████| 30/30 [00:08<00:00,  3.38it/s][2025-07-16 12:06:18] bicycle...PCK-Transfer@0.10: 80.33% | PCK-Transfer@0.05: 68.52% | PCK-Transfer@0.15: 86.09%
+
100%|██████████| 30/30 [00:08<00:00,  3.38it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.29it/s]
 20%|██        | 2/10 [00:00<00:02,  3.30it/s]
 30%|███       | 3/10 [00:00<00:02,  3.45it/s]
 40%|████      | 4/10 [00:01<00:01,  3.44it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.40it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.46it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.44it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.47it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.44it/s]
100%|██████████| 10/10 [00:02<00:00,  3.47it/s][2025-07-16 12:06:21] bird...PCK-Transfer@0.10: 82.50% | PCK-Transfer@0.05: 48.31% | PCK-Transfer@0.15: 92.92%
+
100%|██████████| 10/10 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.22it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.28it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.36it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.27it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.36it/s]
100%|██████████| 6/6 [00:01<00:00,  3.34it/s][2025-07-16 12:06:23] boat...PCK-Transfer@0.10: 54.17% | PCK-Transfer@0.05: 37.50% | PCK-Transfer@0.15: 77.78%
+
100%|██████████| 6/6 [00:01<00:00,  3.33it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.46it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.39it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.42it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.45it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.42it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.46it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.44it/s]
100%|██████████| 8/8 [00:02<00:00,  3.46it/s][2025-07-16 12:06:25] bottle...PCK-Transfer@0.10: 65.62% | PCK-Transfer@0.05: 48.44% | PCK-Transfer@0.15: 76.56%
+
100%|██████████| 8/8 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.24it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.38it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.36it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.42it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.41it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.52it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.54it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.61it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.59it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.49it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.48it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.47it/s]
 41%|████      | 13/32 [00:03<00:05,  3.51it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.56it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.56it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.55it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.50it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.51it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.49it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.49it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.54it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.45it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.47it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.53it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.59it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.52it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.54it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.45it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.44it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.44it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.48it/s]
100%|██████████| 32/32 [00:09<00:00,  3.50it/s][2025-07-16 12:06:34] bus...PCK-Transfer@0.10: 76.30% | PCK-Transfer@0.05: 66.15% | PCK-Transfer@0.15: 83.18%
+
100%|██████████| 32/32 [00:09<00:00,  3.50it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.48it/s]
 11%|█         | 2/19 [00:00<00:04,  3.41it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.42it/s]
 21%|██        | 4/19 [00:01<00:04,  3.42it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.44it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.34it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.29it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.36it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.37it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.43it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.45it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.40it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.43it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.47it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.48it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.45it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.42it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.44it/s]
100%|██████████| 19/19 [00:05<00:00,  3.48it/s][2025-07-16 12:06:40] car...PCK-Transfer@0.10: 91.15% | PCK-Transfer@0.05: 80.64% | PCK-Transfer@0.15: 93.49%
+
100%|██████████| 19/19 [00:05<00:00,  3.43it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.45it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.40it/s]
 11%|█         | 3/27 [00:00<00:07,  3.35it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.40it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.40it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.43it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.45it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.45it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.45it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.46it/s]
 41%|████      | 11/27 [00:03<00:04,  3.46it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.48it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.42it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.44it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.42it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.41it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.43it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.48it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.43it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.41it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.40it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.38it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.40it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.39it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.38it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.38it/s]
100%|██████████| 27/27 [00:07<00:00,  3.37it/s][2025-07-16 12:06:48] cat...PCK-Transfer@0.10: 77.43% | PCK-Transfer@0.05: 60.94% | PCK-Transfer@0.15: 85.75%
+
100%|██████████| 27/27 [00:07<00:00,  3.41it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.22it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.43it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.47it/s]
 31%|███       | 4/13 [00:01<00:02,  3.43it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.44it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.41it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.41it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.46it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.48it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.51it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.51it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.48it/s]
100%|██████████| 13/13 [00:03<00:00,  3.48it/s][2025-07-16 12:06:52] chair...PCK-Transfer@0.10: 49.72% | PCK-Transfer@0.05: 32.84% | PCK-Transfer@0.15: 60.13%
+
100%|██████████| 13/13 [00:03<00:00,  3.46it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.49it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.49it/s]
100%|██████████| 3/3 [00:00<00:00,  3.47it/s][2025-07-16 12:06:52] cow...PCK-Transfer@0.10: 81.25% | PCK-Transfer@0.05: 56.25% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.48it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.42it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.46it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.45it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.54it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.53it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.48it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.48it/s]
100%|██████████| 8/8 [00:02<00:00,  3.48it/s][2025-07-16 12:06:55] diningtable...PCK-Transfer@0.10: 57.29% | PCK-Transfer@0.05: 30.21% | PCK-Transfer@0.15: 68.75%
+
100%|██████████| 8/8 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.36it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.43it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.43it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.51it/s]
 21%|██        | 5/24 [00:01<00:05,  3.48it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.47it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.42it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.42it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.44it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.48it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.48it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.47it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.46it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.44it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.43it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.42it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.43it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.42it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.42it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.35it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.38it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.39it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.40it/s]
100%|██████████| 24/24 [00:06<00:00,  3.41it/s][2025-07-16 12:07:02] dog...PCK-Transfer@0.10: 75.53% | PCK-Transfer@0.05: 52.38% | PCK-Transfer@0.15: 87.65%
+
100%|██████████| 24/24 [00:07<00:00,  3.43it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.47it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.46it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.49it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.55it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.49it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.45it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.34it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.36it/s]
100%|██████████| 9/9 [00:02<00:00,  3.41it/s][2025-07-16 12:07:04] horse...PCK-Transfer@0.10: 83.15% | PCK-Transfer@0.05: 52.35% | PCK-Transfer@0.15: 89.89%
+
100%|██████████| 9/9 [00:02<00:00,  3.43it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.55it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.49it/s]
 11%|█         | 3/27 [00:00<00:06,  3.45it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.41it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.42it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.38it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.42it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.42it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.42it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.42it/s]
 41%|████      | 11/27 [00:03<00:04,  3.42it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.39it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.44it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.43it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.45it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.42it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.41it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.42it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.39it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.37it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.40it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.46it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.44it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.47it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.51it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.50it/s]
100%|██████████| 27/27 [00:07<00:00,  3.49it/s][2025-07-16 12:07:12] motorbike...PCK-Transfer@0.10: 81.41% | PCK-Transfer@0.05: 55.23% | PCK-Transfer@0.15: 89.34%
+
100%|██████████| 27/27 [00:07<00:00,  3.44it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.39it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.52it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.58it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.60it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.27it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.12it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  2.99it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  2.98it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.09it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.13it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.20it/s]
100%|██████████| 12/12 [00:03<00:00,  3.17it/s][2025-07-16 12:07:16] person...PCK-Transfer@0.10: 56.60% | PCK-Transfer@0.05: 37.73% | PCK-Transfer@0.15: 73.05%
+
100%|██████████| 12/12 [00:03<00:00,  3.20it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:02,  2.98it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.17it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.30it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.27it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.16it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.22it/s]
100%|██████████| 7/7 [00:02<00:00,  3.18it/s][2025-07-16 12:07:18] pottedplant...PCK-Transfer@0.10: 53.81% | PCK-Transfer@0.05: 33.81% | PCK-Transfer@0.15: 60.95%
+
100%|██████████| 7/7 [00:02<00:00,  3.19it/s]
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+[2025-07-16 12:07:33] Weighted Per image PCK0.10: 72.03%, image PCK0.05: 52.95%, image PCK0.01: 81.43%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.7_layer_11__t_0.8_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.7_layer_11__t_0.8_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..3eccc4951f158ada673721ceb22e62bc5f2c82eb
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.7_layer_11__t_0.8_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-16 12:16:51] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.7_layer_11__t_0.8_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.7_layer_11', 't_0.8_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.7_layer_11', 't_0.8_layer_13']
+Number of parameters corr net: 120
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+[2025-07-16 12:18:26] Weighted Per image PCK0.10: 72.59%, image PCK0.05: 54.13%, image PCK0.01: 82.25%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.7_layer_11__t_0.8_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.7_layer_11__t_0.8_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..5ecfa04e184fcf0f17607fc0606abc50f44a395c
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.7_layer_11__t_0.8_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 12:18:30] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.7_layer_11__t_0.8_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.7_layer_11', 't_0.8_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.7_layer_11', 't_0.8_layer_18']
+Number of parameters corr net: 120
+
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 50%|█████     | 15/30 [00:04<00:04,  3.33it/s]
 53%|█████▎    | 16/30 [00:05<00:04,  3.37it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.38it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.42it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.31it/s]
 67%|██████▋   | 20/30 [00:06<00:02,  3.36it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.44it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.51it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.47it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.48it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.49it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.49it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.49it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.34it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.36it/s]
100%|██████████| 30/30 [00:09<00:00,  3.43it/s][2025-07-16 12:18:46] bicycle...PCK-Transfer@0.10: 81.55% | PCK-Transfer@0.05: 70.61% | PCK-Transfer@0.15: 86.70%
+
100%|██████████| 30/30 [00:09<00:00,  3.30it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:03,  2.87it/s]
 20%|██        | 2/10 [00:00<00:02,  2.88it/s]
 30%|███       | 3/10 [00:00<00:02,  3.11it/s]
 40%|████      | 4/10 [00:01<00:01,  3.28it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.37it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.25it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.25it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.33it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.41it/s]
100%|██████████| 10/10 [00:03<00:00,  3.43it/s][2025-07-16 12:18:50] bird...PCK-Transfer@0.10: 75.64% | PCK-Transfer@0.05: 44.83% | PCK-Transfer@0.15: 91.81%
+
100%|██████████| 10/10 [00:03<00:00,  3.29it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  2.71it/s]
 33%|███▎      | 2/6 [00:00<00:01,  2.84it/s]
 50%|█████     | 3/6 [00:01<00:00,  3.08it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.21it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.33it/s]
100%|██████████| 6/6 [00:01<00:00,  3.38it/s][2025-07-16 12:18:51] boat...PCK-Transfer@0.10: 44.44% | PCK-Transfer@0.05: 38.89% | PCK-Transfer@0.15: 73.61%
+
100%|██████████| 6/6 [00:01<00:00,  3.23it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.42it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.26it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.33it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.32it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.22it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.30it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.45it/s]
100%|██████████| 8/8 [00:02<00:00,  3.48it/s][2025-07-16 12:18:54] bottle...PCK-Transfer@0.10: 65.62% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 76.56%
+
100%|██████████| 8/8 [00:02<00:00,  3.38it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:11,  2.70it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.06it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.05it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.18it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.15it/s]
 19%|█▉        | 6/32 [00:01<00:08,  3.20it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.29it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.26it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.32it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.27it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.37it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.44it/s]
 41%|████      | 13/32 [00:03<00:05,  3.40it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.40it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.43it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.45it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.54it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.57it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.47it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.38it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.42it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.33it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.40it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.33it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.34it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.24it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.31it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.30it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.39it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.45it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.42it/s]
100%|██████████| 32/32 [00:09<00:00,  3.21it/s][2025-07-16 12:19:03] bus...PCK-Transfer@0.10: 77.34% | PCK-Transfer@0.05: 60.16% | PCK-Transfer@0.15: 83.18%
+
100%|██████████| 32/32 [00:09<00:00,  3.32it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.82it/s]
 11%|█         | 2/19 [00:00<00:05,  3.23it/s]
 16%|█▌        | 3/19 [00:00<00:05,  3.08it/s]
 21%|██        | 4/19 [00:01<00:04,  3.09it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.09it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.11it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.12it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.22it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.31it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.29it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.32it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.38it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.39it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.36it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.32it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.34it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.38it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.33it/s]
100%|██████████| 19/19 [00:05<00:00,  3.31it/s][2025-07-16 12:19:09] car...PCK-Transfer@0.10: 88.12% | PCK-Transfer@0.05: 78.59% | PCK-Transfer@0.15: 90.99%
+
100%|██████████| 19/19 [00:05<00:00,  3.26it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:09,  2.62it/s]
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 11%|█         | 3/27 [00:00<00:07,  3.35it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.34it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.43it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.39it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.34it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.22it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.21it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.22it/s]
 41%|████      | 11/27 [00:03<00:04,  3.26it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.30it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.39it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.43it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.23it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.35it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.37it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.36it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.25it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.38it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.43it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.50it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.51it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.45it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.29it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.33it/s]
100%|██████████| 27/27 [00:08<00:00,  3.36it/s][2025-07-16 12:19:17] cat...PCK-Transfer@0.10: 78.01% | PCK-Transfer@0.05: 59.49% | PCK-Transfer@0.15: 85.97%
+
100%|██████████| 27/27 [00:08<00:00,  3.33it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:05,  2.39it/s]
 15%|█▌        | 2/13 [00:00<00:04,  2.72it/s]
 23%|██▎       | 3/13 [00:01<00:03,  3.01it/s]
 31%|███       | 4/13 [00:01<00:02,  3.08it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.26it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.35it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.34it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.38it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.43it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.44it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.44it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.50it/s]
100%|██████████| 13/13 [00:03<00:00,  3.51it/s][2025-07-16 12:19:21] chair...PCK-Transfer@0.10: 44.55% | PCK-Transfer@0.05: 29.94% | PCK-Transfer@0.15: 56.45%
+
100%|██████████| 13/13 [00:03<00:00,  3.32it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.37it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.49it/s]
100%|██████████| 3/3 [00:00<00:00,  3.35it/s][2025-07-16 12:19:22] cow...PCK-Transfer@0.10: 85.42% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.37it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.40it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.45it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.49it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.44it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.27it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.35it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.43it/s]
100%|██████████| 8/8 [00:02<00:00,  3.40it/s][2025-07-16 12:19:25] diningtable...PCK-Transfer@0.10: 56.25% | PCK-Transfer@0.05: 25.52% | PCK-Transfer@0.15: 75.52%
+
100%|██████████| 8/8 [00:02<00:00,  3.40it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:08,  2.79it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.20it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.39it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.41it/s]
 21%|██        | 5/24 [00:01<00:05,  3.47it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.54it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.54it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.57it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.52it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.51it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.50it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.53it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.49it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.45it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.52it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.46it/s]
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 75%|███████▌  | 18/24 [00:05<00:01,  3.48it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.33it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.34it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.36it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.40it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.44it/s]
100%|██████████| 24/24 [00:06<00:00,  3.45it/s][2025-07-16 12:19:32] dog...PCK-Transfer@0.10: 72.75% | PCK-Transfer@0.05: 51.79% | PCK-Transfer@0.15: 84.49%
+
100%|██████████| 24/24 [00:06<00:00,  3.44it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.19it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.44it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.47it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.48it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.56it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.53it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.51it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.54it/s]
100%|██████████| 9/9 [00:02<00:00,  3.48it/s][2025-07-16 12:19:34] horse...PCK-Transfer@0.10: 77.86% | PCK-Transfer@0.05: 51.43% | PCK-Transfer@0.15: 85.26%
+
100%|██████████| 9/9 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  2.91it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.47it/s]
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 30%|██▉       | 8/27 [00:02<00:05,  3.47it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.51it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.38it/s]
 41%|████      | 11/27 [00:03<00:04,  3.40it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.41it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.46it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.51it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.54it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.57it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.60it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.60it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.55it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.57it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.58it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.55it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.57it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.57it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.54it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.54it/s]
100%|██████████| 27/27 [00:07<00:00,  3.56it/s][2025-07-16 12:19:42] motorbike...PCK-Transfer@0.10: 78.45% | PCK-Transfer@0.05: 56.64% | PCK-Transfer@0.15: 87.86%
+
100%|██████████| 27/27 [00:07<00:00,  3.50it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
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 25%|██▌       | 3/12 [00:00<00:02,  3.29it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.34it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.46it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.50it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.51it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.58it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.58it/s][2025-07-16 12:19:57] train...PCK-Transfer@0.10: 69.75% | PCK-Transfer@0.05: 47.25% | PCK-Transfer@0.15: 79.75%
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100%|██████████| 15/15 [00:04<00:00,  3.50it/s][2025-07-16 12:20:02] tvmonitor...PCK-Transfer@0.10: 35.56% | PCK-Transfer@0.05: 14.44% | PCK-Transfer@0.15: 45.56%
+
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+[2025-07-16 12:20:02] Weighted Per image PCK0.10: 70.24%, image PCK0.05: 51.28%, image PCK0.01: 79.84%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.7_layer_12_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.7_layer_12_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..2fa4efe8faba0e0f03cc4227b11664a1c1c9cfe0
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.7_layer_12_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 01:16:11] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.7_layer_12_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.7_layer_12'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.7_layer_12']
+Number of parameters corr net: 120
+
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+
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+[2025-07-12 01:17:41] Weighted Per image PCK0.10: 72.68%, image PCK0.05: 54.66%, image PCK0.01: 81.91%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.7_layer_20__t_0.8_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.7_layer_20__t_0.8_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..e3cc48a268a81c18d9fc42524327f8f2e1dd8793
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.7_layer_20__t_0.8_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 13:00:26] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.7_layer_20__t_0.8_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.7_layer_20', 't_0.8_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.7_layer_20', 't_0.8_layer_13']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  3.22it/s][2025-07-16 13:00:33] aeroplane...PCK-Transfer@0.10: 68.97% | PCK-Transfer@0.05: 47.76% | PCK-Transfer@0.15: 79.24%
+
100%|██████████| 15/15 [00:06<00:00,  2.38it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:10,  2.71it/s]
  7%|▋         | 2/30 [00:00<00:08,  3.11it/s]
 10%|█         | 3/30 [00:00<00:08,  3.13it/s]
 13%|█▎        | 4/30 [00:01<00:07,  3.26it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.31it/s]
 20%|██        | 6/30 [00:01<00:07,  3.32it/s]
 23%|██▎       | 7/30 [00:02<00:06,  3.31it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.23it/s]
 30%|███       | 9/30 [00:02<00:06,  3.18it/s]
 33%|███▎      | 10/30 [00:03<00:06,  3.20it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.21it/s]
 40%|████      | 12/30 [00:03<00:05,  3.23it/s]
 43%|████▎     | 13/30 [00:04<00:05,  3.16it/s]
 47%|████▋     | 14/30 [00:04<00:05,  3.12it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.23it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.27it/s]
 57%|█████▋    | 17/30 [00:05<00:04,  3.18it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.23it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.31it/s]
 67%|██████▋   | 20/30 [00:06<00:03,  3.33it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.25it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.36it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.30it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.35it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.34it/s]
 87%|████████▋ | 26/30 [00:08<00:01,  3.28it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.27it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.10it/s]
 97%|█████████▋| 29/30 [00:09<00:00,  3.08it/s]
100%|██████████| 30/30 [00:09<00:00,  3.05it/s][2025-07-16 13:00:42] bicycle...PCK-Transfer@0.10: 74.30% | PCK-Transfer@0.05: 64.27% | PCK-Transfer@0.15: 78.85%
+
100%|██████████| 30/30 [00:09<00:00,  3.21it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.08it/s]
 20%|██        | 2/10 [00:00<00:02,  2.95it/s]
 30%|███       | 3/10 [00:01<00:02,  2.92it/s]
 40%|████      | 4/10 [00:01<00:01,  3.01it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.18it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.18it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.14it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.23it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.31it/s]
100%|██████████| 10/10 [00:03<00:00,  3.31it/s][2025-07-16 13:00:45] bird...PCK-Transfer@0.10: 68.17% | PCK-Transfer@0.05: 42.69% | PCK-Transfer@0.15: 79.69%
+
100%|██████████| 10/10 [00:03<00:00,  3.19it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.58it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.59it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.56it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.48it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.48it/s]
100%|██████████| 6/6 [00:01<00:00,  3.54it/s][2025-07-16 13:00:47] boat...PCK-Transfer@0.10: 25.00% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 54.17%
+
100%|██████████| 6/6 [00:01<00:00,  3.53it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.49it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.60it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.49it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.34it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.31it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.32it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.29it/s]
100%|██████████| 8/8 [00:02<00:00,  3.19it/s][2025-07-16 13:00:50] bottle...PCK-Transfer@0.10: 35.94% | PCK-Transfer@0.05: 18.75% | PCK-Transfer@0.15: 43.75%
+
100%|██████████| 8/8 [00:02<00:00,  3.30it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:11,  2.73it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.11it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.26it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.34it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.31it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.34it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.40it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.34it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.39it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.32it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.40it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.45it/s]
 41%|████      | 13/32 [00:03<00:05,  3.42it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.42it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.46it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.49it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.54it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.56it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.45it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.38it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.41it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.34it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.42it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.38it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.37it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.26it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.20it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.25it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.33it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.40it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.38it/s]
100%|██████████| 32/32 [00:09<00:00,  3.39it/s][2025-07-16 13:00:59] bus...PCK-Transfer@0.10: 65.21% | PCK-Transfer@0.05: 43.33% | PCK-Transfer@0.15: 74.84%
+
100%|██████████| 32/32 [00:09<00:00,  3.37it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.29it/s]
 11%|█         | 2/19 [00:00<00:05,  3.38it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.31it/s]
 21%|██        | 4/19 [00:01<00:04,  3.34it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.37it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.31it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.24it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.27it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.34it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.31it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.36it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.42it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.43it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.36it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.27it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.28it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.38it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.32it/s]
100%|██████████| 19/19 [00:05<00:00,  3.31it/s][2025-07-16 13:01:05] car...PCK-Transfer@0.10: 77.03% | PCK-Transfer@0.05: 63.62% | PCK-Transfer@0.15: 83.48%
+
100%|██████████| 19/19 [00:05<00:00,  3.33it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.06it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.38it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.33it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.29it/s]
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 37%|███▋      | 10/27 [00:03<00:05,  3.17it/s]
 41%|████      | 11/27 [00:03<00:04,  3.26it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.31it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.40it/s]
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 67%|██████▋   | 18/27 [00:05<00:02,  3.41it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.33it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.44it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.48it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.51it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.49it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.41it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.39it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.39it/s]
100%|██████████| 27/27 [00:08<00:00,  3.42it/s][2025-07-16 13:01:13] cat...PCK-Transfer@0.10: 70.60% | PCK-Transfer@0.05: 51.85% | PCK-Transfer@0.15: 78.86%
+
100%|██████████| 27/27 [00:08<00:00,  3.37it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.17it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.26it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.22it/s]
 31%|███       | 4/13 [00:01<00:02,  3.16it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.17it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.27it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.24it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.25it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.25it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.24it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.28it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.32it/s]
100%|██████████| 13/13 [00:03<00:00,  3.36it/s][2025-07-16 13:01:17] chair...PCK-Transfer@0.10: 33.25% | PCK-Transfer@0.05: 23.03% | PCK-Transfer@0.15: 41.28%
+
100%|██████████| 13/13 [00:03<00:00,  3.27it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.48it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.47it/s]
100%|██████████| 3/3 [00:00<00:00,  3.51it/s][2025-07-16 13:01:18] cow...PCK-Transfer@0.10: 81.25% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 87.50%
+
100%|██████████| 3/3 [00:00<00:00,  3.50it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.55it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.49it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.51it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.48it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.36it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.44it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.48it/s]
100%|██████████| 8/8 [00:02<00:00,  3.49it/s][2025-07-16 13:01:20] diningtable...PCK-Transfer@0.10: 38.54% | PCK-Transfer@0.05: 6.77% | PCK-Transfer@0.15: 54.17%
+
100%|██████████| 8/8 [00:02<00:00,  3.47it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.51it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.52it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.56it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.50it/s]
 21%|██        | 5/24 [00:01<00:05,  3.51it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.51it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.33it/s]
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 38%|███▊      | 9/24 [00:02<00:04,  3.38it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.31it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.34it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.40it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.43it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.45it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.49it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.44it/s]
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 75%|███████▌  | 18/24 [00:05<00:01,  3.45it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.43it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.46it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.48it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.49it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.50it/s]
100%|██████████| 24/24 [00:06<00:00,  3.52it/s][2025-07-16 13:01:27] dog...PCK-Transfer@0.10: 56.83% | PCK-Transfer@0.05: 43.10% | PCK-Transfer@0.15: 71.14%
+
100%|██████████| 24/24 [00:06<00:00,  3.45it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.51it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.53it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.49it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.44it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.51it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.55it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.56it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.58it/s]
100%|██████████| 9/9 [00:02<00:00,  3.55it/s][2025-07-16 13:01:30] horse...PCK-Transfer@0.10: 69.13% | PCK-Transfer@0.05: 40.45% | PCK-Transfer@0.15: 75.74%
+
100%|██████████| 9/9 [00:02<00:00,  3.53it/s]
+
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+
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100%|██████████| 12/12 [00:03<00:00,  3.56it/s][2025-07-16 13:01:41] person...PCK-Transfer@0.10: 46.13% | PCK-Transfer@0.05: 24.19% | PCK-Transfer@0.15: 58.19%
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100%|██████████| 7/7 [00:01<00:00,  3.50it/s][2025-07-16 13:01:43] pottedplant...PCK-Transfer@0.10: 45.71% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 65.71%
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100%|██████████| 20/20 [00:05<00:00,  3.46it/s][2025-07-16 13:01:52] train...PCK-Transfer@0.10: 71.75% | PCK-Transfer@0.05: 38.25% | PCK-Transfer@0.15: 80.75%
+
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100%|██████████| 15/15 [00:04<00:00,  3.62it/s][2025-07-16 13:01:57] tvmonitor...PCK-Transfer@0.10: 24.44% | PCK-Transfer@0.05: 15.00% | PCK-Transfer@0.15: 36.11%
+
100%|██████████| 15/15 [00:04<00:00,  3.44it/s]
+[2025-07-16 13:01:57] Weighted Per image PCK0.10: 60.38%, image PCK0.05: 41.16%, image PCK0.01: 70.15%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.7_layer_5__t_0.8_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.7_layer_5__t_0.8_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..7ba789c1e0c7d3bcfc337613f89f8b904470b0e1
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.7_layer_5__t_0.8_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 11:42:08] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.7_layer_5__t_0.8_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.7_layer_5', 't_0.8_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.7_layer_5', 't_0.8_layer_18']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.43it/s][2025-07-16 11:42:41] bus...PCK-Transfer@0.10: 59.90% | PCK-Transfer@0.05: 39.84% | PCK-Transfer@0.15: 73.02%
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100%|██████████| 19/19 [00:05<00:00,  3.49it/s][2025-07-16 11:42:46] car...PCK-Transfer@0.10: 72.88% | PCK-Transfer@0.05: 57.42% | PCK-Transfer@0.15: 78.79%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.57it/s][2025-07-16 11:42:54] cat...PCK-Transfer@0.10: 60.17% | PCK-Transfer@0.05: 39.67% | PCK-Transfer@0.15: 75.53%
+
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+
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100%|██████████| 13/13 [00:03<00:00,  3.56it/s][2025-07-16 11:42:57] chair...PCK-Transfer@0.10: 32.86% | PCK-Transfer@0.05: 19.68% | PCK-Transfer@0.15: 45.30%
+
100%|██████████| 13/13 [00:03<00:00,  3.50it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.62it/s][2025-07-16 11:42:58] cow...PCK-Transfer@0.10: 66.67% | PCK-Transfer@0.05: 35.42% | PCK-Transfer@0.15: 83.33%
+
100%|██████████| 3/3 [00:00<00:00,  3.61it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.53it/s][2025-07-16 11:43:01] diningtable...PCK-Transfer@0.10: 39.06% | PCK-Transfer@0.05: 19.27% | PCK-Transfer@0.15: 63.02%
+
100%|██████████| 8/8 [00:02<00:00,  3.51it/s]
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100%|██████████| 24/24 [00:06<00:00,  3.59it/s][2025-07-16 11:43:07] dog...PCK-Transfer@0.10: 52.21% | PCK-Transfer@0.05: 28.03% | PCK-Transfer@0.15: 63.82%
+
100%|██████████| 24/24 [00:06<00:00,  3.63it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.63it/s][2025-07-16 11:43:10] horse...PCK-Transfer@0.10: 53.94% | PCK-Transfer@0.05: 33.86% | PCK-Transfer@0.15: 64.39%
+
100%|██████████| 9/9 [00:02<00:00,  3.62it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.58it/s][2025-07-16 11:43:17] motorbike...PCK-Transfer@0.10: 59.04% | PCK-Transfer@0.05: 33.09% | PCK-Transfer@0.15: 72.16%
+
100%|██████████| 27/27 [00:07<00:00,  3.62it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.56it/s][2025-07-16 11:43:21] person...PCK-Transfer@0.10: 37.31% | PCK-Transfer@0.05: 19.79% | PCK-Transfer@0.15: 56.55%
+
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+
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100%|██████████| 7/7 [00:01<00:00,  3.55it/s][2025-07-16 11:43:23] pottedplant...PCK-Transfer@0.10: 44.76% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 59.05%
+
100%|██████████| 7/7 [00:01<00:00,  3.57it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.52it/s][2025-07-16 11:43:23] sheep...PCK-Transfer@0.10: 20.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.50it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.28it/s][2025-07-16 11:43:27] sofa...PCK-Transfer@0.10: 38.41% | PCK-Transfer@0.05: 17.53% | PCK-Transfer@0.15: 51.54%
+
100%|██████████| 13/13 [00:03<00:00,  3.32it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.57it/s][2025-07-16 11:43:32] train...PCK-Transfer@0.10: 63.75% | PCK-Transfer@0.05: 39.25% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 20/20 [00:05<00:00,  3.59it/s]
+
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100%|██████████| 15/15 [00:04<00:00,  3.61it/s][2025-07-16 11:43:37] tvmonitor...PCK-Transfer@0.10: 23.89% | PCK-Transfer@0.05: 11.11% | PCK-Transfer@0.15: 37.22%
+
100%|██████████| 15/15 [00:04<00:00,  3.56it/s]
+[2025-07-16 11:43:37] Weighted Per image PCK0.10: 54.68%, image PCK0.05: 34.65%, image PCK0.01: 67.77%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.8_layer_10__t_0.8_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.8_layer_10__t_0.8_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..54fd8020a344ed8217375806e4342cea4b4cb805
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.8_layer_10__t_0.8_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-16 13:19:27] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.8_layer_10__t_0.8_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.8_layer_10', 't_0.8_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.8_layer_10', 't_0.8_layer_20']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:02<00:00,  3.35it/s][2025-07-16 13:20:45] pottedplant...PCK-Transfer@0.10: 46.19% | PCK-Transfer@0.05: 14.76% | PCK-Transfer@0.15: 60.95%
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100%|██████████| 15/15 [00:04<00:00,  3.44it/s][2025-07-16 13:20:59] tvmonitor...PCK-Transfer@0.10: 33.33% | PCK-Transfer@0.05: 15.00% | PCK-Transfer@0.15: 46.67%
+
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+[2025-07-16 13:20:59] Weighted Per image PCK0.10: 67.71%, image PCK0.05: 47.66%, image PCK0.01: 77.99%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.8_layer_11__t_0.8_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.8_layer_11__t_0.8_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..2ccf1ab67df6196d4cdeec687de0f0ee4e7f57d6
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.8_layer_11__t_0.8_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 13:22:22] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.8_layer_11__t_0.8_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.8_layer_11', 't_0.8_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.8_layer_11', 't_0.8_layer_15']
+Number of parameters corr net: 120
+
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 53%|█████▎    | 17/32 [00:05<00:04,  3.62it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.64it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.52it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.47it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.51it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.43it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.49it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.50it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.48it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.36it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.41it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.47it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.54it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.58it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.55it/s]
100%|██████████| 32/32 [00:09<00:00,  3.55it/s][2025-07-16 13:22:54] bus...PCK-Transfer@0.10: 77.08% | PCK-Transfer@0.05: 61.20% | PCK-Transfer@0.15: 84.48%
+
100%|██████████| 32/32 [00:09<00:00,  3.42it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.53it/s]
 11%|█         | 2/19 [00:00<00:04,  3.63it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.59it/s]
 21%|██        | 4/19 [00:01<00:04,  3.18it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.28it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.27it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.37it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.48it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.51it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.27it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.37it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.41it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.37it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.36it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.42it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.46it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.43it/s]
100%|██████████| 19/19 [00:05<00:00,  3.46it/s][2025-07-16 13:23:00] car...PCK-Transfer@0.10: 92.07% | PCK-Transfer@0.05: 77.09% | PCK-Transfer@0.15: 93.30%
+
100%|██████████| 19/19 [00:05<00:00,  3.40it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.44it/s]
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 37%|███▋      | 10/27 [00:03<00:05,  3.14it/s]
 41%|████      | 11/27 [00:03<00:04,  3.24it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.32it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.41it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.38it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.36it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.37it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.32it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.45it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.55it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.64it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.67it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.59it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.58it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.62it/s]
100%|██████████| 27/27 [00:07<00:00,  3.65it/s][2025-07-16 13:23:08] cat...PCK-Transfer@0.10: 76.24% | PCK-Transfer@0.05: 53.31% | PCK-Transfer@0.15: 87.80%
+
100%|██████████| 27/27 [00:07<00:00,  3.44it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.53it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.04it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.25it/s]
 31%|███       | 4/13 [00:01<00:02,  3.38it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.48it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.54it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.56it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.52it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.53it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.50it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.53it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.59it/s]
100%|██████████| 13/13 [00:03<00:00,  3.56it/s][2025-07-16 13:23:11] chair...PCK-Transfer@0.10: 50.94% | PCK-Transfer@0.05: 30.79% | PCK-Transfer@0.15: 62.95%
+
100%|██████████| 13/13 [00:03<00:00,  3.46it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.59it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.60it/s]
100%|██████████| 3/3 [00:00<00:00,  3.61it/s][2025-07-16 13:23:12] cow...PCK-Transfer@0.10: 83.33% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.60it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.59it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.50it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.54it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.48it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.37it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.47it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.55it/s]
100%|██████████| 8/8 [00:02<00:00,  3.53it/s][2025-07-16 13:23:14] diningtable...PCK-Transfer@0.10: 46.35% | PCK-Transfer@0.05: 25.52% | PCK-Transfer@0.15: 65.62%
+
100%|██████████| 8/8 [00:02<00:00,  3.50it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.01it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.28it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.39it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.42it/s]
 21%|██        | 5/24 [00:01<00:05,  3.37it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.47it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.47it/s]
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 42%|████▏     | 10/24 [00:02<00:04,  3.42it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.45it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.47it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.48it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.50it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.55it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.57it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.61it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.65it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.67it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.66it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.62it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.63it/s]
100%|██████████| 24/24 [00:06<00:00,  3.64it/s][2025-07-16 13:23:21] dog...PCK-Transfer@0.10: 76.91% | PCK-Transfer@0.05: 51.76% | PCK-Transfer@0.15: 85.95%
+
100%|██████████| 24/24 [00:06<00:00,  3.53it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.70it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.63it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.46it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.47it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.53it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.57it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.58it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.61it/s]
100%|██████████| 9/9 [00:02<00:00,  3.60it/s][2025-07-16 13:23:24] horse...PCK-Transfer@0.10: 73.92% | PCK-Transfer@0.05: 45.90% | PCK-Transfer@0.15: 85.79%
+
100%|██████████| 9/9 [00:02<00:00,  3.57it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.67it/s]
 41%|████      | 11/27 [00:03<00:04,  3.67it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.63it/s]
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 52%|█████▏    | 14/27 [00:03<00:03,  3.54it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.50it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.51it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.54it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.52it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.47it/s]
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 78%|███████▊  | 21/27 [00:05<00:01,  3.47it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.45it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.46it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.44it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.43it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.46it/s]
100%|██████████| 27/27 [00:07<00:00,  3.52it/s][2025-07-16 13:23:31] motorbike...PCK-Transfer@0.10: 77.35% | PCK-Transfer@0.05: 52.31% | PCK-Transfer@0.15: 86.93%
+
100%|██████████| 27/27 [00:07<00:00,  3.54it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  2.89it/s]
 17%|█▋        | 2/12 [00:00<00:03,  2.92it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.14it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.24it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.35it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.42it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.46it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.45it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.52it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.48it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.53it/s]
100%|██████████| 12/12 [00:03<00:00,  3.42it/s][2025-07-16 13:23:35] person...PCK-Transfer@0.10: 55.67% | PCK-Transfer@0.05: 33.02% | PCK-Transfer@0.15: 71.65%
+
100%|██████████| 12/12 [00:03<00:00,  3.37it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:02,  2.74it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.04it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.18it/s]
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 71%|███████▏  | 5/7 [00:01<00:00,  3.24it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.21it/s]
100%|██████████| 7/7 [00:02<00:00,  3.11it/s][2025-07-16 13:23:37] pottedplant...PCK-Transfer@0.10: 58.57% | PCK-Transfer@0.05: 21.43% | PCK-Transfer@0.15: 73.33%
+
100%|██████████| 7/7 [00:02<00:00,  3.14it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.08it/s][2025-07-16 13:23:38] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.07it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.20it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.25it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.31it/s]
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 77%|███████▋  | 10/13 [00:03<00:00,  3.33it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.41it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.38it/s]
100%|██████████| 13/13 [00:03<00:00,  3.33it/s][2025-07-16 13:23:42] sofa...PCK-Transfer@0.10: 53.77% | PCK-Transfer@0.05: 29.95% | PCK-Transfer@0.15: 65.17%
+
100%|██████████| 13/13 [00:03<00:00,  3.30it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 10%|█         | 2/20 [00:00<00:05,  3.54it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.51it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.55it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.45it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.36it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.41it/s]
 65%|██████▌   | 13/20 [00:03<00:01,  3.50it/s]
 70%|███████   | 14/20 [00:04<00:01,  3.54it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.53it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.60it/s]
 85%|████████▌ | 17/20 [00:04<00:00,  3.47it/s]
 90%|█████████ | 18/20 [00:05<00:00,  3.46it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.44it/s]
100%|██████████| 20/20 [00:05<00:00,  3.28it/s][2025-07-16 13:23:47] train...PCK-Transfer@0.10: 73.00% | PCK-Transfer@0.05: 46.25% | PCK-Transfer@0.15: 81.00%
+
100%|██████████| 20/20 [00:05<00:00,  3.45it/s]
+
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+[2025-07-16 13:23:52] Weighted Per image PCK0.10: 70.77%, image PCK0.05: 49.26%, image PCK0.01: 80.84%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.8_layer_11__t_0.8_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.8_layer_11__t_0.8_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..ba3062c482cd8f1c74654ff326045092ab235e9e
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.8_layer_11__t_0.8_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 13:23:57] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.8_layer_11__t_0.8_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.8_layer_11', 't_0.8_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.8_layer_11', 't_0.8_layer_20']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:01<00:00,  3.54it/s][2025-07-16 13:25:13] pottedplant...PCK-Transfer@0.10: 53.33% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 70.48%
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100%|██████████| 15/15 [00:04<00:00,  3.68it/s][2025-07-16 13:25:26] tvmonitor...PCK-Transfer@0.10: 31.67% | PCK-Transfer@0.05: 21.67% | PCK-Transfer@0.15: 46.11%
+
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+[2025-07-16 13:25:26] Weighted Per image PCK0.10: 67.33%, image PCK0.05: 46.98%, image PCK0.01: 77.69%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.8_layer_5__t_0.8_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.8_layer_5__t_0.8_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..c60f9160d253ddfcb86d19ca09bb04116cd6446c
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.8_layer_5__t_0.8_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-16 13:06:25] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.8_layer_5__t_0.8_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.8_layer_5', 't_0.8_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.8_layer_5', 't_0.8_layer_12']
+Number of parameters corr net: 120
+
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100%|██████████| 8/8 [00:02<00:00,  3.46it/s][2025-07-16 13:06:48] bottle...PCK-Transfer@0.10: 65.62% | PCK-Transfer@0.05: 46.88% | PCK-Transfer@0.15: 81.25%
+
100%|██████████| 8/8 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.21it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.33it/s]
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 16%|█▌        | 5/32 [00:01<00:08,  3.33it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.41it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.48it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.45it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.37it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.36it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.34it/s]
 41%|████      | 13/32 [00:03<00:05,  3.38it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.43it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.41it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.41it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.40it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.40it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.37it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.37it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.39it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.32it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.33it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.39it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.45it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.38it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.41it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.37it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.35it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.34it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.39it/s]
100%|██████████| 32/32 [00:09<00:00,  3.42it/s][2025-07-16 13:06:58] bus...PCK-Transfer@0.10: 61.98% | PCK-Transfer@0.05: 47.92% | PCK-Transfer@0.15: 76.67%
+
100%|██████████| 32/32 [00:09<00:00,  3.38it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.43it/s]
 11%|█         | 2/19 [00:00<00:04,  3.41it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.41it/s]
 21%|██        | 4/19 [00:01<00:04,  3.41it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.43it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.33it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.29it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.34it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.36it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.41it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.43it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.41it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.43it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.47it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.48it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.44it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.38it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.41it/s]
100%|██████████| 19/19 [00:05<00:00,  3.47it/s][2025-07-16 13:07:03] car...PCK-Transfer@0.10: 79.88% | PCK-Transfer@0.05: 59.34% | PCK-Transfer@0.15: 83.39%
+
100%|██████████| 19/19 [00:05<00:00,  3.41it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.48it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.41it/s]
 11%|█         | 3/27 [00:00<00:07,  3.36it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.42it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.42it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.43it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.45it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.46it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.47it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.44it/s]
 41%|████      | 11/27 [00:03<00:04,  3.45it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.43it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.38it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.42it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.43it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.43it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.46it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.51it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.46it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.45it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.43it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.40it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.41it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.40it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.39it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.36it/s]
100%|██████████| 27/27 [00:07<00:00,  3.36it/s][2025-07-16 13:07:11] cat...PCK-Transfer@0.10: 62.81% | PCK-Transfer@0.05: 39.32% | PCK-Transfer@0.15: 76.87%
+
100%|██████████| 27/27 [00:07<00:00,  3.42it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.30it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.43it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.50it/s]
 31%|███       | 4/13 [00:01<00:02,  3.50it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.54it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.47it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.50it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.55it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.57it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.59it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.61it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.58it/s]
100%|██████████| 13/13 [00:03<00:00,  3.53it/s][2025-07-16 13:07:15] chair...PCK-Transfer@0.10: 47.65% | PCK-Transfer@0.05: 25.66% | PCK-Transfer@0.15: 61.13%
+
100%|██████████| 13/13 [00:03<00:00,  3.53it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.58it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.56it/s]
100%|██████████| 3/3 [00:00<00:00,  3.55it/s][2025-07-16 13:07:16] cow...PCK-Transfer@0.10: 66.67% | PCK-Transfer@0.05: 31.25% | PCK-Transfer@0.15: 87.50%
+
100%|██████████| 3/3 [00:00<00:00,  3.55it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.46it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.51it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.53it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.59it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.52it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.51it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.52it/s]
100%|██████████| 8/8 [00:02<00:00,  3.54it/s][2025-07-16 13:07:18] diningtable...PCK-Transfer@0.10: 52.60% | PCK-Transfer@0.05: 25.52% | PCK-Transfer@0.15: 70.83%
+
100%|██████████| 8/8 [00:02<00:00,  3.53it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.39it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.42it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.40it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.52it/s]
 21%|██        | 5/24 [00:01<00:05,  3.47it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.48it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.45it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.42it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.43it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.49it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.53it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.52it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.52it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.51it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.49it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.44it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.47it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.46it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.38it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.41it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.42it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.43it/s]
100%|██████████| 24/24 [00:06<00:00,  3.44it/s][2025-07-16 13:07:25] dog...PCK-Transfer@0.10: 58.68% | PCK-Transfer@0.05: 33.55% | PCK-Transfer@0.15: 76.56%
+
100%|██████████| 24/24 [00:06<00:00,  3.46it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.44it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.49it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.53it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.57it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.51it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.38it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.29it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.32it/s]
100%|██████████| 9/9 [00:02<00:00,  3.37it/s][2025-07-16 13:07:28] horse...PCK-Transfer@0.10: 63.86% | PCK-Transfer@0.05: 29.23% | PCK-Transfer@0.15: 81.69%
+
100%|██████████| 9/9 [00:02<00:00,  3.41it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.20it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.42it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.40it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.45it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.44it/s]
 41%|████      | 11/27 [00:03<00:04,  3.22it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.26it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.34it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.38it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.43it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.45it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.44it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.46it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.42it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.43it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.43it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.52it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.50it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.52it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.58it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.58it/s]
100%|██████████| 27/27 [00:07<00:00,  3.58it/s][2025-07-16 13:07:36] motorbike...PCK-Transfer@0.10: 64.50% | PCK-Transfer@0.05: 33.60% | PCK-Transfer@0.15: 80.24%
+
100%|██████████| 27/27 [00:07<00:00,  3.44it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:04,  2.69it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.06it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.30it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.41it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.15it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.04it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  2.94it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  2.94it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.06it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.13it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.20it/s]
100%|██████████| 12/12 [00:03<00:00,  3.17it/s][2025-07-16 13:07:39] person...PCK-Transfer@0.10: 39.73% | PCK-Transfer@0.05: 17.12% | PCK-Transfer@0.15: 57.48%
+
100%|██████████| 12/12 [00:03<00:00,  3.11it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:02,  2.94it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.09it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.25it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.24it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.16it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.22it/s]
100%|██████████| 7/7 [00:02<00:00,  3.18it/s][2025-07-16 13:07:42] pottedplant...PCK-Transfer@0.10: 41.43% | PCK-Transfer@0.05: 19.52% | PCK-Transfer@0.15: 61.43%
+
100%|██████████| 7/7 [00:02<00:00,  3.18it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.21it/s][2025-07-16 13:07:42] sheep...PCK-Transfer@0.10: 20.00% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.20it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.10it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.31it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.17it/s]
 31%|███       | 4/13 [00:01<00:02,  3.28it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.31it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.35it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.37it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.30it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.26it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.19it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.22it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.33it/s]
100%|██████████| 13/13 [00:03<00:00,  3.29it/s][2025-07-16 13:07:46] sofa...PCK-Transfer@0.10: 49.10% | PCK-Transfer@0.05: 23.90% | PCK-Transfer@0.15: 64.70%
+
100%|██████████| 13/13 [00:03<00:00,  3.28it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 15%|█▌        | 3/20 [00:00<00:04,  3.45it/s]
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 30%|███       | 6/20 [00:01<00:04,  3.44it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.40it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.41it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.39it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.37it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.41it/s]
 65%|██████▌   | 13/20 [00:03<00:02,  3.40it/s]
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+[2025-07-16 13:07:56] Weighted Per image PCK0.10: 59.23%, image PCK0.05: 36.76%, image PCK0.01: 74.52%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.8_layer_9__t_0.8_layer_10_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.8_layer_9__t_0.8_layer_10_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..1e160db4f3c461f45f8dc9fc8eb2d936a433bd8b
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_5__t_0.8_layer_9__t_0.8_layer_10_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 13:09:58] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_5__t_0.8_layer_9__t_0.8_layer_10_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_5', 't_0.8_layer_9', 't_0.8_layer_10'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_5', 't_0.8_layer_9', 't_0.8_layer_10']
+Number of parameters corr net: 120
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+
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+[2025-07-16 13:11:28] Weighted Per image PCK0.10: 63.80%, image PCK0.05: 41.00%, image PCK0.01: 76.91%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_10__t_0.6_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_10__t_0.6_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..af6eaea4454b2f6fd0c5233d9053c23ca1a2cf59
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_10__t_0.6_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-16 13:39:50] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_10__t_0.6_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.5_layer_10', 't_0.6_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.5_layer_10', 't_0.6_layer_11']
+Number of parameters corr net: 120
+
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 33%|███▎      | 2/6 [00:00<00:01,  2.98it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.11it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.26it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.38it/s]
100%|██████████| 6/6 [00:01<00:00,  3.33it/s][2025-07-16 13:40:11] boat...PCK-Transfer@0.10: 66.67% | PCK-Transfer@0.05: 45.83% | PCK-Transfer@0.15: 87.50%
+
100%|██████████| 6/6 [00:01<00:00,  3.23it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.47it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.41it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.44it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.46it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.43it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.47it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.44it/s]
100%|██████████| 8/8 [00:02<00:00,  3.44it/s][2025-07-16 13:40:13] bottle...PCK-Transfer@0.10: 70.31% | PCK-Transfer@0.05: 57.81% | PCK-Transfer@0.15: 81.25%
+
100%|██████████| 8/8 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  3.06it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.15it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.23it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.30it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.22it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.32it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.27it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.37it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.39it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.33it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.33it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.28it/s]
 41%|████      | 13/32 [00:03<00:05,  3.36it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.41it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.40it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.41it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.39it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.30it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.32it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.33it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.39it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.34it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.37it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.43it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.50it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.43it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.45it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.38it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.39it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.40it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.46it/s]
100%|██████████| 32/32 [00:09<00:00,  3.49it/s][2025-07-16 13:40:23] bus...PCK-Transfer@0.10: 82.14% | PCK-Transfer@0.05: 74.58% | PCK-Transfer@0.15: 87.86%
+
100%|██████████| 32/32 [00:09<00:00,  3.37it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.49it/s]
 11%|█         | 2/19 [00:00<00:04,  3.45it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.45it/s]
 21%|██        | 4/19 [00:01<00:04,  3.44it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.47it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.36it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.30it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.35it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.37it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.41it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.42it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.42it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.44it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.50it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.51it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.48it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.45it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.46it/s]
100%|██████████| 19/19 [00:05<00:00,  3.48it/s][2025-07-16 13:40:29] car...PCK-Transfer@0.10: 92.71% | PCK-Transfer@0.05: 85.20% | PCK-Transfer@0.15: 94.47%
+
100%|██████████| 19/19 [00:05<00:00,  3.44it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.56it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.45it/s]
 11%|█         | 3/27 [00:00<00:07,  3.41it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.43it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.42it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.45it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.49it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.46it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.47it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.48it/s]
 41%|████      | 11/27 [00:03<00:04,  3.47it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.50it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.46it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.48it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.44it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.43it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.45it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.50it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.47it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.44it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.43it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.42it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.42it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.41it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.40it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.40it/s]
100%|██████████| 27/27 [00:07<00:00,  3.39it/s][2025-07-16 13:40:36] cat...PCK-Transfer@0.10: 86.04% | PCK-Transfer@0.05: 71.24% | PCK-Transfer@0.15: 91.76%
+
100%|██████████| 27/27 [00:07<00:00,  3.44it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.21it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.43it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.49it/s]
 31%|███       | 4/13 [00:01<00:02,  3.43it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.44it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.40it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.40it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.46it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.49it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.51it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.52it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.49it/s]
100%|██████████| 13/13 [00:03<00:00,  3.50it/s][2025-07-16 13:40:40] chair...PCK-Transfer@0.10: 57.80% | PCK-Transfer@0.05: 38.50% | PCK-Transfer@0.15: 65.53%
+
100%|██████████| 13/13 [00:03<00:00,  3.46it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.51it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.47it/s]
100%|██████████| 3/3 [00:00<00:00,  3.47it/s][2025-07-16 13:40:41] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 68.75% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.47it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.44it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.47it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.47it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.54it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.50it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.47it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.46it/s]
100%|██████████| 8/8 [00:02<00:00,  3.48it/s][2025-07-16 13:40:43] diningtable...PCK-Transfer@0.10: 47.92% | PCK-Transfer@0.05: 36.46% | PCK-Transfer@0.15: 63.02%
+
100%|██████████| 8/8 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.39it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.45it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.43it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.49it/s]
 21%|██        | 5/24 [00:01<00:05,  3.46it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.46it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.42it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.42it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.42it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.48it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.48it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.48it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.42it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.41it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.41it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.39it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.42it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.42it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.43it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.35it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.37it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.39it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.42it/s]
100%|██████████| 24/24 [00:07<00:00,  3.42it/s][2025-07-16 13:40:50] dog...PCK-Transfer@0.10: 83.38% | PCK-Transfer@0.05: 65.30% | PCK-Transfer@0.15: 90.51%
+
100%|██████████| 24/24 [00:07<00:00,  3.43it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.55it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.48it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.50it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.54it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.42it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.40it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.30it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.32it/s]
100%|██████████| 9/9 [00:02<00:00,  3.34it/s][2025-07-16 13:40:53] horse...PCK-Transfer@0.10: 85.26% | PCK-Transfer@0.05: 65.85% | PCK-Transfer@0.15: 90.03%
+
100%|██████████| 9/9 [00:02<00:00,  3.39it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.43it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.39it/s]
 11%|█         | 3/27 [00:00<00:07,  3.35it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.32it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.32it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.25it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.30it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.33it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.35it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.36it/s]
 41%|████      | 11/27 [00:03<00:04,  3.35it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.29it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.33it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.33it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.36it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.34it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.37it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.36it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.37it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.40it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.45it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.54it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.52it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.57it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.61it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.58it/s]
100%|██████████| 27/27 [00:07<00:00,  3.56it/s][2025-07-16 13:41:01] motorbike...PCK-Transfer@0.10: 87.23% | PCK-Transfer@0.05: 64.92% | PCK-Transfer@0.15: 93.13%
+
100%|██████████| 27/27 [00:07<00:00,  3.41it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.42it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.48it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.49it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.49it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.19it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.04it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  2.92it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  2.94it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.06it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.12it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.19it/s]
100%|██████████| 12/12 [00:03<00:00,  3.15it/s][2025-07-16 13:41:05] person...PCK-Transfer@0.10: 65.54% | PCK-Transfer@0.05: 46.49% | PCK-Transfer@0.15: 77.46%
+
100%|██████████| 12/12 [00:03<00:00,  3.16it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:02,  2.97it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.17it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.31it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.29it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.17it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.25it/s]
100%|██████████| 7/7 [00:02<00:00,  3.21it/s][2025-07-16 13:41:07] pottedplant...PCK-Transfer@0.10: 56.67% | PCK-Transfer@0.05: 34.76% | PCK-Transfer@0.15: 68.57%
+
100%|██████████| 7/7 [00:02<00:00,  3.21it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.28it/s][2025-07-16 13:41:07] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.27it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.10it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.32it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.21it/s]
 31%|███       | 4/13 [00:01<00:02,  3.32it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.35it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.37it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.40it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.34it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.31it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.23it/s]
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+[2025-07-16 13:41:22] Weighted Per image PCK0.10: 77.24%, image PCK0.05: 61.68%, image PCK0.01: 85.00%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_10__t_0.6_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_10__t_0.6_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..9e0ba202c0371dc150589d8c83ae59743e215b4c
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_10__t_0.6_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 13:39:55] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_10__t_0.6_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.5_layer_10', 't_0.6_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.5_layer_10', 't_0.6_layer_11']
+Number of parameters corr net: 120
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+[2025-07-16 13:41:22] Weighted Per image PCK0.10: 70.90%, image PCK0.05: 53.13%, image PCK0.01: 80.55%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_11__t_0.6_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_11__t_0.6_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..d3f6184f04d0fdd58ceea0363c2df74bc689b660
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_11__t_0.6_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-16 14:07:02] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_11__t_0.6_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.5_layer_11', 't_0.6_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.5_layer_11', 't_0.6_layer_13']
+Number of parameters corr net: 120
+
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 97%|█████████▋| 29/30 [00:09<00:00,  3.18it/s]
100%|██████████| 30/30 [00:09<00:00,  3.25it/s][2025-07-16 14:07:19] bicycle...PCK-Transfer@0.10: 86.97% | PCK-Transfer@0.05: 76.36% | PCK-Transfer@0.15: 89.70%
+
100%|██████████| 30/30 [00:09<00:00,  3.10it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.01it/s]
 20%|██        | 2/10 [00:00<00:02,  2.91it/s]
 30%|███       | 3/10 [00:01<00:02,  2.98it/s]
 40%|████      | 4/10 [00:01<00:01,  3.01it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.07it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.08it/s]
 70%|███████   | 7/10 [00:02<00:01,  2.91it/s]
 80%|████████  | 8/10 [00:02<00:00,  2.96it/s]
 90%|█████████ | 9/10 [00:03<00:00,  3.01it/s]
100%|██████████| 10/10 [00:03<00:00,  3.08it/s][2025-07-16 14:07:23] bird...PCK-Transfer@0.10: 75.50% | PCK-Transfer@0.05: 51.42% | PCK-Transfer@0.15: 87.92%
+
100%|██████████| 10/10 [00:03<00:00,  3.02it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.29it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.27it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.23it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.15it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.14it/s]
100%|██████████| 6/6 [00:01<00:00,  3.19it/s][2025-07-16 14:07:25] boat...PCK-Transfer@0.10: 55.56% | PCK-Transfer@0.05: 31.94% | PCK-Transfer@0.15: 77.78%
+
100%|██████████| 6/6 [00:01<00:00,  3.19it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.11it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.23it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.17it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.17it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.10it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.11it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.18it/s]
100%|██████████| 8/8 [00:02<00:00,  3.17it/s][2025-07-16 14:07:27] bottle...PCK-Transfer@0.10: 67.19% | PCK-Transfer@0.05: 54.69% | PCK-Transfer@0.15: 79.69%
+
100%|██████████| 8/8 [00:02<00:00,  3.16it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:11,  2.81it/s]
  6%|▋         | 2/32 [00:00<00:10,  2.99it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.03it/s]
 12%|█▎        | 4/32 [00:01<00:09,  3.07it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.01it/s]
 19%|█▉        | 6/32 [00:02<00:08,  2.98it/s]
 22%|██▏       | 7/32 [00:02<00:08,  3.03it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.03it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.06it/s]
 31%|███▏      | 10/32 [00:03<00:07,  2.96it/s]
 34%|███▍      | 11/32 [00:03<00:07,  2.99it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.01it/s]
 41%|████      | 13/32 [00:04<00:06,  3.03it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.02it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.08it/s]
 50%|█████     | 16/32 [00:05<00:05,  3.10it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.17it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.19it/s]
 59%|█████▉    | 19/32 [00:06<00:04,  3.03it/s]
 62%|██████▎   | 20/32 [00:06<00:04,  2.99it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.03it/s]
 69%|██████▉   | 22/32 [00:07<00:03,  2.93it/s]
 72%|███████▏  | 23/32 [00:07<00:03,  2.99it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.02it/s]
 78%|███████▊  | 25/32 [00:08<00:02,  3.01it/s]
 81%|████████▏ | 26/32 [00:08<00:02,  2.95it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.03it/s]
 88%|████████▊ | 28/32 [00:09<00:01,  3.08it/s]
 91%|█████████ | 29/32 [00:09<00:00,  3.10it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.10it/s]
 97%|█████████▋| 31/32 [00:10<00:00,  3.06it/s]
100%|██████████| 32/32 [00:10<00:00,  3.09it/s][2025-07-16 14:07:38] bus...PCK-Transfer@0.10: 79.95% | PCK-Transfer@0.05: 69.01% | PCK-Transfer@0.15: 86.30%
+
100%|██████████| 32/32 [00:10<00:00,  3.04it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.02it/s]
 11%|█         | 2/19 [00:00<00:05,  3.11it/s]
 16%|█▌        | 3/19 [00:00<00:05,  3.12it/s]
 21%|██        | 4/19 [00:01<00:04,  3.10it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.10it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.03it/s]
 37%|███▋      | 7/19 [00:02<00:04,  2.98it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.02it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.07it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.06it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.07it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.12it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.11it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.06it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.02it/s]
 84%|████████▍ | 16/19 [00:05<00:00,  3.07it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.11it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.06it/s]
100%|██████████| 19/19 [00:06<00:00,  3.06it/s][2025-07-16 14:07:44] car...PCK-Transfer@0.10: 90.79% | PCK-Transfer@0.05: 83.47% | PCK-Transfer@0.15: 92.02%
+
100%|██████████| 19/19 [00:06<00:00,  3.07it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  2.97it/s]
  7%|▋         | 2/27 [00:00<00:08,  3.08it/s]
 11%|█         | 3/27 [00:00<00:07,  3.14it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.07it/s]
 19%|█▊        | 5/27 [00:01<00:07,  3.05it/s]
 22%|██▏       | 6/27 [00:01<00:07,  2.97it/s]
 26%|██▌       | 7/27 [00:02<00:06,  2.97it/s]
 30%|██▉       | 8/27 [00:02<00:06,  3.02it/s]
 33%|███▎      | 9/27 [00:03<00:06,  2.90it/s]
 37%|███▋      | 10/27 [00:03<00:05,  2.87it/s]
 41%|████      | 11/27 [00:03<00:05,  2.94it/s]
 44%|████▍     | 12/27 [00:04<00:04,  3.00it/s]
 48%|████▊     | 13/27 [00:04<00:04,  3.09it/s]
 52%|█████▏    | 14/27 [00:04<00:04,  3.14it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.05it/s]
 59%|█████▉    | 16/27 [00:05<00:03,  3.13it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.13it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.14it/s]
 70%|███████   | 19/27 [00:06<00:02,  3.06it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.15it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.19it/s]
 81%|████████▏ | 22/27 [00:07<00:01,  3.22it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.19it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.08it/s]
 93%|█████████▎| 25/27 [00:08<00:00,  3.07it/s]
 96%|█████████▋| 26/27 [00:08<00:00,  3.12it/s]
100%|██████████| 27/27 [00:08<00:00,  3.12it/s][2025-07-16 14:07:53] cat...PCK-Transfer@0.10: 84.15% | PCK-Transfer@0.05: 69.55% | PCK-Transfer@0.15: 90.68%
+
100%|██████████| 27/27 [00:08<00:00,  3.07it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.90it/s]
 15%|█▌        | 2/13 [00:00<00:03,  2.98it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.05it/s]
 31%|███       | 4/13 [00:01<00:02,  3.07it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.10it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.11it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.09it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.09it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.08it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.09it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.05it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.10it/s]
100%|██████████| 13/13 [00:04<00:00,  3.09it/s][2025-07-16 14:07:57] chair...PCK-Transfer@0.10: 58.38% | PCK-Transfer@0.05: 39.85% | PCK-Transfer@0.15: 65.79%
+
100%|██████████| 13/13 [00:04<00:00,  3.07it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.12it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.19it/s]
100%|██████████| 3/3 [00:00<00:00,  3.22it/s][2025-07-16 14:07:58] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.20it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.07it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.07it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.12it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.10it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.04it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.13it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.18it/s]
100%|██████████| 8/8 [00:02<00:00,  3.17it/s][2025-07-16 14:08:00] diningtable...PCK-Transfer@0.10: 52.08% | PCK-Transfer@0.05: 35.42% | PCK-Transfer@0.15: 67.19%
+
100%|██████████| 8/8 [00:02<00:00,  3.13it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.01it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.16it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.17it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.14it/s]
 21%|██        | 5/24 [00:01<00:06,  3.14it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.15it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.14it/s]
 33%|███▎      | 8/24 [00:02<00:05,  3.15it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.11it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.11it/s]
 46%|████▌     | 11/24 [00:03<00:04,  3.11it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.10it/s]
 54%|█████▍    | 13/24 [00:04<00:03,  3.13it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.12it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.10it/s]
 67%|██████▋   | 16/24 [00:05<00:02,  3.09it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.11it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.14it/s]
 79%|███████▉  | 19/24 [00:06<00:01,  3.13it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.13it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.15it/s]
 92%|█████████▏| 22/24 [00:07<00:00,  3.14it/s]
 96%|█████████▌| 23/24 [00:07<00:00,  3.13it/s]
100%|██████████| 24/24 [00:07<00:00,  3.13it/s][2025-07-16 14:08:08] dog...PCK-Transfer@0.10: 78.96% | PCK-Transfer@0.05: 60.58% | PCK-Transfer@0.15: 88.14%
+
100%|██████████| 24/24 [00:07<00:00,  3.13it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.20it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.21it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.16it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.12it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.04it/s]
 67%|██████▋   | 6/9 [00:02<00:01,  2.66it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  2.86it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  2.89it/s]
100%|██████████| 9/9 [00:03<00:00,  3.03it/s][2025-07-16 14:08:11] horse...PCK-Transfer@0.10: 81.30% | PCK-Transfer@0.05: 56.72% | PCK-Transfer@0.15: 87.51%
+
100%|██████████| 9/9 [00:03<00:00,  2.99it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:10,  2.52it/s]
  7%|▋         | 2/27 [00:00<00:08,  2.99it/s]
 11%|█         | 3/27 [00:00<00:07,  3.18it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.26it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.29it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.39it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.36it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.38it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.41it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.34it/s]
 41%|████      | 11/27 [00:03<00:04,  3.32it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.32it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.34it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.36it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.37it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.39it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.41it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.40it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.36it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.38it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.38it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.34it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.36it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.36it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.33it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.34it/s]
100%|██████████| 27/27 [00:08<00:00,  3.34it/s][2025-07-16 14:08:19] motorbike...PCK-Transfer@0.10: 83.40% | PCK-Transfer@0.05: 59.19% | PCK-Transfer@0.15: 90.91%
+
100%|██████████| 27/27 [00:08<00:00,  3.33it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.38it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.32it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.31it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.31it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.35it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.40it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.40it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.37it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.42it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.38it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.40it/s]
100%|██████████| 12/12 [00:03<00:00,  3.40it/s][2025-07-16 14:08:23] person...PCK-Transfer@0.10: 62.28% | PCK-Transfer@0.05: 43.34% | PCK-Transfer@0.15: 74.40%
+
100%|██████████| 12/12 [00:03<00:00,  3.38it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.22it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.36it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.39it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.45it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.36it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.32it/s]
100%|██████████| 7/7 [00:02<00:00,  3.34it/s][2025-07-16 14:08:25] pottedplant...PCK-Transfer@0.10: 56.19% | PCK-Transfer@0.05: 29.05% | PCK-Transfer@0.15: 70.48%
+
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+[2025-07-16 14:08:40] Weighted Per image PCK0.10: 74.86%, image PCK0.05: 57.88%, image PCK0.01: 83.29%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_11__t_0.6_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_11__t_0.6_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..c4dd2330b1e79c3cfc5ffec46ed29bb8b594a3e1
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_11__t_0.6_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 14:08:44] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_11__t_0.6_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.5_layer_11', 't_0.6_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.5_layer_11', 't_0.6_layer_18']
+Number of parameters corr net: 120
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100%|██████████| 13/13 [00:03<00:00,  3.53it/s][2025-07-16 14:10:03] sofa...PCK-Transfer@0.10: 46.04% | PCK-Transfer@0.05: 31.21% | PCK-Transfer@0.15: 64.13%
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100%|██████████| 20/20 [00:05<00:00,  3.53it/s][2025-07-16 14:10:08] train...PCK-Transfer@0.10: 65.50% | PCK-Transfer@0.05: 45.25% | PCK-Transfer@0.15: 74.50%
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100%|██████████| 15/15 [00:04<00:00,  3.63it/s][2025-07-16 14:10:12] tvmonitor...PCK-Transfer@0.10: 32.22% | PCK-Transfer@0.05: 22.78% | PCK-Transfer@0.15: 48.89%
+
100%|██████████| 15/15 [00:04<00:00,  3.53it/s]
+[2025-07-16 14:10:12] Weighted Per image PCK0.10: 68.99%, image PCK0.05: 52.82%, image PCK0.01: 78.57%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_11__t_0.6_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_11__t_0.6_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..b0020b01000e2497896343367924a99138885e00
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_11__t_0.6_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-16 14:02:40] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_11__t_0.6_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.5_layer_11', 't_0.6_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.5_layer_11', 't_0.6_layer_5']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  3.39it/s][2025-07-16 14:02:47] aeroplane...PCK-Transfer@0.10: 85.48% | PCK-Transfer@0.05: 68.20% | PCK-Transfer@0.15: 89.67%
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 33%|███▎      | 10/30 [00:03<00:06,  3.29it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.27it/s]
 40%|████      | 12/30 [00:03<00:05,  3.29it/s]
 43%|████▎     | 13/30 [00:03<00:05,  3.29it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.21it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.25it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.27it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.28it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.30it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.32it/s]
 67%|██████▋   | 20/30 [00:06<00:03,  3.32it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.36it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.40it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.37it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.40it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.40it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.39it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.40it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.34it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.34it/s]
100%|██████████| 30/30 [00:09<00:00,  3.38it/s][2025-07-16 14:02:56] bicycle...PCK-Transfer@0.10: 80.61% | PCK-Transfer@0.05: 66.06% | PCK-Transfer@0.15: 87.61%
+
100%|██████████| 30/30 [00:09<00:00,  3.31it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.05it/s]
 20%|██        | 2/10 [00:00<00:02,  3.03it/s]
 30%|███       | 3/10 [00:00<00:02,  3.15it/s]
 40%|████      | 4/10 [00:01<00:01,  3.21it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.28it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.28it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.23it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.27it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.32it/s]
100%|██████████| 10/10 [00:03<00:00,  3.32it/s][2025-07-16 14:02:59] bird...PCK-Transfer@0.10: 79.11% | PCK-Transfer@0.05: 55.03% | PCK-Transfer@0.15: 89.44%
+
100%|██████████| 10/10 [00:03<00:00,  3.25it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.46it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.37it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.39it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.35it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.36it/s]
100%|██████████| 6/6 [00:01<00:00,  3.42it/s][2025-07-16 14:03:01] boat...PCK-Transfer@0.10: 55.56% | PCK-Transfer@0.05: 37.50% | PCK-Transfer@0.15: 80.56%
+
100%|██████████| 6/6 [00:01<00:00,  3.40it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.37it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.51it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.43it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.37it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.30it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.32it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.41it/s]
100%|██████████| 8/8 [00:02<00:00,  3.39it/s][2025-07-16 14:03:04] bottle...PCK-Transfer@0.10: 65.62% | PCK-Transfer@0.05: 51.56% | PCK-Transfer@0.15: 78.12%
+
100%|██████████| 8/8 [00:02<00:00,  3.38it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  2.97it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.22it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.30it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.34it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.23it/s]
 19%|█▉        | 6/32 [00:01<00:08,  3.23it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.29it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.28it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.31it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.22it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.31it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.33it/s]
 41%|████      | 13/32 [00:03<00:05,  3.34it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.33it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.39it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.40it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.46it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.48it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.37it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.30it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.31it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.26it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.36it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.39it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.36it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.25it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.29it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.35it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.39it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.42it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.39it/s]
100%|██████████| 32/32 [00:09<00:00,  3.37it/s][2025-07-16 14:03:13] bus...PCK-Transfer@0.10: 75.89% | PCK-Transfer@0.05: 60.52% | PCK-Transfer@0.15: 81.88%
+
100%|██████████| 32/32 [00:09<00:00,  3.33it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.20it/s]
 11%|█         | 2/19 [00:00<00:05,  3.30it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.39it/s]
 21%|██        | 4/19 [00:01<00:04,  3.39it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.33it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.27it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.19it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.24it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.33it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.35it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.37it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.42it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.43it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.37it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.32it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.40it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.47it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.39it/s]
100%|██████████| 19/19 [00:05<00:00,  3.38it/s][2025-07-16 14:03:19] car...PCK-Transfer@0.10: 91.23% | PCK-Transfer@0.05: 81.13% | PCK-Transfer@0.15: 93.57%
+
100%|██████████| 19/19 [00:05<00:00,  3.35it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.18it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.37it/s]
 11%|█         | 3/27 [00:00<00:06,  3.43it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.42it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.46it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.33it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.30it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.35it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.23it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.21it/s]
 41%|████      | 11/27 [00:03<00:04,  3.28it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.29it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.38it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.39it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.29it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.39it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.36it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.35it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.26it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.39it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.45it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.52it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.49it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.40it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.39it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.43it/s]
100%|██████████| 27/27 [00:08<00:00,  3.46it/s][2025-07-16 14:03:27] cat...PCK-Transfer@0.10: 81.53% | PCK-Transfer@0.05: 64.20% | PCK-Transfer@0.15: 87.13%
+
100%|██████████| 27/27 [00:08<00:00,  3.37it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.38it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.14it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.24it/s]
 31%|███       | 4/13 [00:01<00:02,  3.25it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.21it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.26it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.16it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.18it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.25it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.27it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.26it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.32it/s]
100%|██████████| 13/13 [00:03<00:00,  3.34it/s][2025-07-16 14:03:31] chair...PCK-Transfer@0.10: 52.74% | PCK-Transfer@0.05: 29.27% | PCK-Transfer@0.15: 61.60%
+
100%|██████████| 13/13 [00:03<00:00,  3.26it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.41it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.47it/s]
100%|██████████| 3/3 [00:00<00:00,  3.48it/s][2025-07-16 14:03:32] cow...PCK-Transfer@0.10: 79.17% | PCK-Transfer@0.05: 54.17% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.47it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.34it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.34it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.37it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.34it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.25it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.30it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.32it/s]
100%|██████████| 8/8 [00:02<00:00,  3.35it/s][2025-07-16 14:03:34] diningtable...PCK-Transfer@0.10: 49.48% | PCK-Transfer@0.05: 34.90% | PCK-Transfer@0.15: 64.58%
+
100%|██████████| 8/8 [00:02<00:00,  3.33it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.37it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.40it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.34it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.30it/s]
 21%|██        | 5/24 [00:01<00:05,  3.35it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.38it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.37it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.42it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.42it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.40it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.38it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.36it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.37it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.37it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.38it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.38it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.36it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.39it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.42it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.44it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.44it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.44it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.45it/s]
100%|██████████| 24/24 [00:07<00:00,  3.45it/s][2025-07-16 14:03:41] dog...PCK-Transfer@0.10: 73.58% | PCK-Transfer@0.05: 57.76% | PCK-Transfer@0.15: 85.15%
+
100%|██████████| 24/24 [00:07<00:00,  3.40it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.49it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.50it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.40it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.37it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.44it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.47it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.47it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.47it/s]
100%|██████████| 9/9 [00:02<00:00,  3.43it/s][2025-07-16 14:03:44] horse...PCK-Transfer@0.10: 82.75% | PCK-Transfer@0.05: 59.89% | PCK-Transfer@0.15: 87.51%
+
100%|██████████| 9/9 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.43it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.46it/s]
 11%|█         | 3/27 [00:00<00:06,  3.51it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.48it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.46it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.52it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.47it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.49it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.53it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.54it/s]
 41%|████      | 11/27 [00:03<00:04,  3.55it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.50it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.51it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.49it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.48it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.51it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.53it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.54it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.48it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.50it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.50it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.46it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.47it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.47it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.43it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.45it/s]
100%|██████████| 27/27 [00:07<00:00,  3.46it/s][2025-07-16 14:03:52] motorbike...PCK-Transfer@0.10: 81.97% | PCK-Transfer@0.05: 56.83% | PCK-Transfer@0.15: 92.02%
+
100%|██████████| 27/27 [00:07<00:00,  3.49it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.51it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.42it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.40it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.39it/s]
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100%|██████████| 7/7 [00:02<00:00,  3.44it/s][2025-07-16 14:03:57] pottedplant...PCK-Transfer@0.10: 47.14% | PCK-Transfer@0.05: 34.29% | PCK-Transfer@0.15: 61.43%
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100%|██████████| 20/20 [00:05<00:00,  3.40it/s][2025-07-16 14:04:07] train...PCK-Transfer@0.10: 69.75% | PCK-Transfer@0.05: 45.25% | PCK-Transfer@0.15: 80.75%
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100%|██████████| 15/15 [00:04<00:00,  3.35it/s][2025-07-16 14:04:12] tvmonitor...PCK-Transfer@0.10: 24.44% | PCK-Transfer@0.05: 16.11% | PCK-Transfer@0.15: 43.89%
+
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+[2025-07-16 14:04:12] Weighted Per image PCK0.10: 71.16%, image PCK0.05: 53.72%, image PCK0.01: 80.60%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_11__t_0.7_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_11__t_0.7_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..da8a97b73055dec26e79e01814667d21721254f9
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_11__t_0.7_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-16 14:15:01] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_11__t_0.7_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.5_layer_11', 't_0.7_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.5_layer_11', 't_0.7_layer_15']
+Number of parameters corr net: 120
+
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+
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+[2025-07-16 14:16:33] Weighted Per image PCK0.10: 74.89%, image PCK0.05: 57.54%, image PCK0.01: 83.44%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_11__t_0.8_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_11__t_0.8_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..c991f373ca4e71c05483a1880828fcf70fbde980
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_11__t_0.8_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-16 14:21:49] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_11__t_0.8_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.5_layer_11', 't_0.8_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.5_layer_11', 't_0.8_layer_15']
+Number of parameters corr net: 120
+
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 73%|███████▎  | 11/15 [00:04<00:01,  3.15it/s]
 80%|████████  | 12/15 [00:05<00:00,  3.24it/s]
 87%|████████▋ | 13/15 [00:05<00:00,  3.26it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.25it/s]
100%|██████████| 15/15 [00:06<00:00,  3.27it/s][2025-07-16 14:21:56] aeroplane...PCK-Transfer@0.10: 83.05% | PCK-Transfer@0.05: 65.62% | PCK-Transfer@0.15: 90.96%
+
100%|██████████| 15/15 [00:06<00:00,  2.48it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:08,  3.40it/s]
  7%|▋         | 2/30 [00:00<00:08,  3.38it/s]
 10%|█         | 3/30 [00:00<00:08,  3.20it/s]
 13%|█▎        | 4/30 [00:01<00:08,  3.24it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.29it/s]
 20%|██        | 6/30 [00:01<00:07,  3.33it/s]
 23%|██▎       | 7/30 [00:02<00:06,  3.29it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.23it/s]
 30%|███       | 9/30 [00:02<00:06,  3.23it/s]
 33%|███▎      | 10/30 [00:03<00:06,  3.24it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.30it/s]
 40%|████      | 12/30 [00:03<00:05,  3.34it/s]
 43%|████▎     | 13/30 [00:03<00:05,  3.37it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.34it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.35it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.37it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.43it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.40it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.38it/s]
 67%|██████▋   | 20/30 [00:06<00:02,  3.35it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.29it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.25it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.33it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.29it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.32it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.32it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.28it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.25it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.22it/s]
100%|██████████| 30/30 [00:09<00:00,  3.10it/s][2025-07-16 14:22:05] bicycle...PCK-Transfer@0.10: 83.94% | PCK-Transfer@0.05: 73.03% | PCK-Transfer@0.15: 87.61%
+
100%|██████████| 30/30 [00:09<00:00,  3.28it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:03,  2.99it/s]
 20%|██        | 2/10 [00:00<00:02,  3.16it/s]
 30%|███       | 3/10 [00:00<00:02,  3.25it/s]
 40%|████      | 4/10 [00:01<00:01,  3.26it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.26it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.33it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.28it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.09it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.08it/s]
100%|██████████| 10/10 [00:03<00:00,  3.17it/s][2025-07-16 14:22:08] bird...PCK-Transfer@0.10: 81.47% | PCK-Transfer@0.05: 53.92% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 10/10 [00:03<00:00,  3.19it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.14it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.19it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.27it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.33it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.39it/s]
100%|██████████| 6/6 [00:01<00:00,  3.31it/s][2025-07-16 14:22:10] boat...PCK-Transfer@0.10: 62.50% | PCK-Transfer@0.05: 38.89% | PCK-Transfer@0.15: 81.94%
+
100%|██████████| 6/6 [00:01<00:00,  3.30it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.29it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.29it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.32it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.34it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.32it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.35it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.32it/s]
100%|██████████| 8/8 [00:02<00:00,  3.37it/s][2025-07-16 14:22:13] bottle...PCK-Transfer@0.10: 67.19% | PCK-Transfer@0.05: 48.44% | PCK-Transfer@0.15: 78.12%
+
100%|██████████| 8/8 [00:02<00:00,  3.34it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  3.10it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.23it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.24it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.29it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.24it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.32it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.33it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.37it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.38it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.33it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.30it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.29it/s]
 41%|████      | 13/32 [00:03<00:06,  3.14it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.20it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.19it/s]
 50%|█████     | 16/32 [00:04<00:05,  3.09it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.15it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.21it/s]
 59%|█████▉    | 19/32 [00:05<00:04,  3.22it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.24it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.29it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.23it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.26it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.30it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.36it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.30it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.32it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.28it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.26it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.28it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.34it/s]
100%|██████████| 32/32 [00:09<00:00,  3.36it/s][2025-07-16 14:22:22] bus...PCK-Transfer@0.10: 79.79% | PCK-Transfer@0.05: 69.11% | PCK-Transfer@0.15: 85.52%
+
100%|██████████| 32/32 [00:09<00:00,  3.27it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.41it/s]
 11%|█         | 2/19 [00:00<00:05,  3.37it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.36it/s]
 21%|██        | 4/19 [00:01<00:04,  3.35it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.37it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.27it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.24it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.30it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.32it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.37it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.39it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.31it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.25it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.18it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.23it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.23it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.25it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.31it/s]
100%|██████████| 19/19 [00:05<00:00,  3.38it/s][2025-07-16 14:22:28] car...PCK-Transfer@0.10: 90.17% | PCK-Transfer@0.05: 80.78% | PCK-Transfer@0.15: 92.46%
+
100%|██████████| 19/19 [00:05<00:00,  3.31it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.45it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.41it/s]
 11%|█         | 3/27 [00:00<00:07,  3.38it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.42it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.38it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.38it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.40it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.38it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.37it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.36it/s]
 41%|████      | 11/27 [00:03<00:04,  3.37it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.40it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.35it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.36it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.34it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.32it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.35it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.34it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.32it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.12it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.18it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.15it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.16it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.21it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.21it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.15it/s]
100%|██████████| 27/27 [00:08<00:00,  3.20it/s][2025-07-16 14:22:36] cat...PCK-Transfer@0.10: 83.68% | PCK-Transfer@0.05: 69.94% | PCK-Transfer@0.15: 90.21%
+
100%|██████████| 27/27 [00:08<00:00,  3.29it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.12it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.34it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.38it/s]
 31%|███       | 4/13 [00:01<00:02,  3.28it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.30it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.28it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.32it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.39it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.42it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.44it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.44it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.41it/s]
100%|██████████| 13/13 [00:03<00:00,  3.40it/s][2025-07-16 14:22:40] chair...PCK-Transfer@0.10: 53.95% | PCK-Transfer@0.05: 34.38% | PCK-Transfer@0.15: 61.15%
+
100%|██████████| 13/13 [00:03<00:00,  3.37it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.39it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.39it/s]
100%|██████████| 3/3 [00:00<00:00,  3.37it/s][2025-07-16 14:22:41] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 68.75% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.38it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.28it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.35it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.37it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.44it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.40it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.37it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.37it/s]
100%|██████████| 8/8 [00:02<00:00,  3.40it/s][2025-07-16 14:22:44] diningtable...PCK-Transfer@0.10: 56.25% | PCK-Transfer@0.05: 30.21% | PCK-Transfer@0.15: 66.15%
+
100%|██████████| 8/8 [00:02<00:00,  3.39it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.32it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.39it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.39it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.44it/s]
 21%|██        | 5/24 [00:01<00:05,  3.40it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.29it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.28it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.26it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.31it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.37it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.39it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.40it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.39it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.37it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.37it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.37it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.38it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.37it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.39it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.32it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.33it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.35it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.21it/s]
100%|██████████| 24/24 [00:07<00:00,  3.23it/s][2025-07-16 14:22:51] dog...PCK-Transfer@0.10: 77.64% | PCK-Transfer@0.05: 56.86% | PCK-Transfer@0.15: 88.11%
+
100%|██████████| 24/24 [00:07<00:00,  3.33it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.35it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.31it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.31it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.41it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.38it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.36it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.27it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.28it/s]
100%|██████████| 9/9 [00:02<00:00,  3.33it/s][2025-07-16 14:22:53] horse...PCK-Transfer@0.10: 80.13% | PCK-Transfer@0.05: 56.85% | PCK-Transfer@0.15: 84.37%
+
100%|██████████| 9/9 [00:02<00:00,  3.33it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.26it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.33it/s]
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 37%|███▋      | 10/27 [00:03<00:05,  3.35it/s]
 41%|████      | 11/27 [00:03<00:04,  3.38it/s]
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100%|██████████| 7/7 [00:02<00:00,  3.21it/s][2025-07-16 14:23:07] pottedplant...PCK-Transfer@0.10: 56.19% | PCK-Transfer@0.05: 29.05% | PCK-Transfer@0.15: 68.10%
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100%|██████████| 20/20 [00:05<00:00,  3.27it/s][2025-07-16 14:23:18] train...PCK-Transfer@0.10: 73.75% | PCK-Transfer@0.05: 54.25% | PCK-Transfer@0.15: 83.75%
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+
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+[2025-07-16 14:23:22] Weighted Per image PCK0.10: 74.57%, image PCK0.05: 57.35%, image PCK0.01: 82.75%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_12__t_0.6_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_12__t_0.6_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..32bec2166abc3018f9975081135eab9c5ae222cc
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_12__t_0.6_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 14:29:51] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_12__t_0.6_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.5_layer_12', 't_0.6_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.5_layer_12', 't_0.6_layer_11']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:08<00:00,  3.72it/s][2025-07-16 14:30:22] bus...PCK-Transfer@0.10: 80.73% | PCK-Transfer@0.05: 69.79% | PCK-Transfer@0.15: 88.13%
+
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 63%|██████▎   | 12/19 [00:03<00:01,  3.58it/s]
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100%|██████████| 19/19 [00:05<00:00,  3.73it/s][2025-07-16 14:30:27] car...PCK-Transfer@0.10: 89.62% | PCK-Transfer@0.05: 82.10% | PCK-Transfer@0.15: 91.97%
+
100%|██████████| 19/19 [00:05<00:00,  3.54it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.64it/s][2025-07-16 14:30:35] cat...PCK-Transfer@0.10: 85.32% | PCK-Transfer@0.05: 67.76% | PCK-Transfer@0.15: 90.68%
+
100%|██████████| 27/27 [00:07<00:00,  3.59it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.63it/s][2025-07-16 14:30:39] chair...PCK-Transfer@0.10: 56.75% | PCK-Transfer@0.05: 39.76% | PCK-Transfer@0.15: 66.22%
+
100%|██████████| 13/13 [00:03<00:00,  3.39it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.58it/s][2025-07-16 14:30:40] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.58it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
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 25%|██▌       | 2/8 [00:00<00:01,  3.68it/s]
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 62%|██████▎   | 5/8 [00:01<00:00,  3.70it/s]
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100%|██████████| 8/8 [00:02<00:00,  3.71it/s][2025-07-16 14:30:42] diningtable...PCK-Transfer@0.10: 50.52% | PCK-Transfer@0.05: 40.10% | PCK-Transfer@0.15: 66.67%
+
100%|██████████| 8/8 [00:02<00:00,  3.70it/s]
+
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100%|██████████| 24/24 [00:06<00:00,  3.74it/s][2025-07-16 14:30:48] dog...PCK-Transfer@0.10: 76.18% | PCK-Transfer@0.05: 58.25% | PCK-Transfer@0.15: 87.97%
+
100%|██████████| 24/24 [00:06<00:00,  3.64it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
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100%|██████████| 9/9 [00:02<00:00,  3.62it/s][2025-07-16 14:30:51] horse...PCK-Transfer@0.10: 82.35% | PCK-Transfer@0.05: 59.50% | PCK-Transfer@0.15: 84.87%
+
100%|██████████| 9/9 [00:02<00:00,  3.65it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.79it/s][2025-07-16 14:30:58] motorbike...PCK-Transfer@0.10: 79.33% | PCK-Transfer@0.05: 58.59% | PCK-Transfer@0.15: 87.82%
+
100%|██████████| 27/27 [00:07<00:00,  3.68it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.35it/s][2025-07-16 14:31:02] person...PCK-Transfer@0.10: 57.65% | PCK-Transfer@0.05: 41.42% | PCK-Transfer@0.15: 72.01%
+
100%|██████████| 12/12 [00:03<00:00,  3.40it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
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100%|██████████| 7/7 [00:02<00:00,  3.37it/s][2025-07-16 14:31:04] pottedplant...PCK-Transfer@0.10: 56.67% | PCK-Transfer@0.05: 29.05% | PCK-Transfer@0.15: 75.71%
+
100%|██████████| 7/7 [00:02<00:00,  3.38it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.41it/s][2025-07-16 14:31:04] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.40it/s]
+
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  8%|▊         | 1/13 [00:00<00:03,  3.24it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.48it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.32it/s]
 31%|███       | 4/13 [00:01<00:02,  3.45it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.49it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.54it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.51it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.47it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.38it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.41it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.53it/s]
100%|██████████| 13/13 [00:03<00:00,  3.45it/s][2025-07-16 14:31:08] sofa...PCK-Transfer@0.10: 55.93% | PCK-Transfer@0.05: 36.59% | PCK-Transfer@0.15: 68.30%
+
100%|██████████| 13/13 [00:03<00:00,  3.46it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
  5%|▌         | 1/20 [00:00<00:05,  3.54it/s]
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 60%|██████    | 12/20 [00:03<00:02,  3.57it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.43it/s][2025-07-16 14:31:14] train...PCK-Transfer@0.10: 68.75% | PCK-Transfer@0.05: 44.25% | PCK-Transfer@0.15: 83.00%
+
100%|██████████| 20/20 [00:05<00:00,  3.53it/s]
+
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 60%|██████    | 9/15 [00:02<00:01,  3.49it/s]
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 73%|███████▎  | 11/15 [00:03<00:01,  3.58it/s]
 80%|████████  | 12/15 [00:03<00:00,  3.60it/s]
 87%|████████▋ | 13/15 [00:03<00:00,  3.58it/s]
 93%|█████████▎| 14/15 [00:03<00:00,  3.57it/s]
100%|██████████| 15/15 [00:04<00:00,  3.62it/s][2025-07-16 14:31:18] tvmonitor...PCK-Transfer@0.10: 42.78% | PCK-Transfer@0.05: 23.33% | PCK-Transfer@0.15: 60.56%
+
100%|██████████| 15/15 [00:04<00:00,  3.54it/s]
+[2025-07-16 14:31:18] Weighted Per image PCK0.10: 73.54%, image PCK0.05: 56.74%, image PCK0.01: 82.96%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_12__t_0.6_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_12__t_0.6_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..cb8a49d7ebfabe426e66b48380df68c01b84e3e4
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_12__t_0.6_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 14:28:16] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_12__t_0.6_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.5_layer_12', 't_0.6_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.5_layer_12', 't_0.6_layer_9']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:02<00:00,  3.30it/s][2025-07-16 14:29:32] pottedplant...PCK-Transfer@0.10: 53.81% | PCK-Transfer@0.05: 29.05% | PCK-Transfer@0.15: 68.10%
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100%|██████████| 15/15 [00:04<00:00,  3.47it/s][2025-07-16 14:29:46] tvmonitor...PCK-Transfer@0.10: 42.78% | PCK-Transfer@0.05: 23.33% | PCK-Transfer@0.15: 58.89%
+
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+[2025-07-16 14:29:46] Weighted Per image PCK0.10: 72.84%, image PCK0.05: 55.85%, image PCK0.01: 82.61%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_12__t_0.8_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_12__t_0.8_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..118b3cc304cdf73efda24beb90080a5a9bb2d9e2
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_12__t_0.8_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 14:42:40] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_12__t_0.8_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.5_layer_12', 't_0.8_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.5_layer_12', 't_0.8_layer_9']
+Number of parameters corr net: 120
+
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 53%|█████▎    | 17/32 [00:05<00:04,  3.47it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.46it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.34it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.33it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.38it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.31it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.41it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.44it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.34it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.27it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.30it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.33it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.42it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.43it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.41it/s]
100%|██████████| 32/32 [00:09<00:00,  3.43it/s][2025-07-16 14:43:14] bus...PCK-Transfer@0.10: 79.01% | PCK-Transfer@0.05: 66.67% | PCK-Transfer@0.15: 85.52%
+
100%|██████████| 32/32 [00:09<00:00,  3.30it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.90it/s]
 11%|█         | 2/19 [00:00<00:05,  3.28it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.37it/s]
 21%|██        | 4/19 [00:01<00:04,  3.43it/s]
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 32%|███▏      | 6/19 [00:01<00:04,  3.17it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.17it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.24it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.34it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.27it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.25it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.35it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.40it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.32it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.31it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.41it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.47it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.37it/s]
100%|██████████| 19/19 [00:05<00:00,  3.37it/s][2025-07-16 14:43:19] car...PCK-Transfer@0.10: 88.57% | PCK-Transfer@0.05: 81.52% | PCK-Transfer@0.15: 90.91%
+
100%|██████████| 19/19 [00:05<00:00,  3.32it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:10,  2.44it/s]
  7%|▋         | 2/27 [00:00<00:08,  2.99it/s]
 11%|█         | 3/27 [00:01<00:08,  2.95it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.02it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.18it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.24it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.24it/s]
 41%|████      | 11/27 [00:03<00:04,  3.32it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.33it/s]
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 52%|█████▏    | 14/27 [00:04<00:03,  3.43it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.31it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.40it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.38it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.38it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.27it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.35it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.40it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.45it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.44it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.35it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.32it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.35it/s]
100%|██████████| 27/27 [00:08<00:00,  3.37it/s][2025-07-16 14:43:27] cat...PCK-Transfer@0.10: 82.74% | PCK-Transfer@0.05: 65.35% | PCK-Transfer@0.15: 90.31%
+
100%|██████████| 27/27 [00:08<00:00,  3.29it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:05,  2.25it/s]
 15%|█▌        | 2/13 [00:00<00:04,  2.64it/s]
 23%|██▎       | 3/13 [00:01<00:03,  2.78it/s]
 31%|███       | 4/13 [00:01<00:03,  2.83it/s]
 38%|███▊      | 5/13 [00:01<00:02,  2.83it/s]
 46%|████▌     | 6/13 [00:02<00:02,  3.00it/s]
 54%|█████▍    | 7/13 [00:02<00:02,  3.00it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.01it/s]
 69%|██████▉   | 9/13 [00:03<00:01,  3.08it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.16it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.24it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.26it/s]
100%|██████████| 13/13 [00:04<00:00,  3.32it/s][2025-07-16 14:43:32] chair...PCK-Transfer@0.10: 54.70% | PCK-Transfer@0.05: 39.34% | PCK-Transfer@0.15: 66.22%
+
100%|██████████| 13/13 [00:04<00:00,  3.05it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.49it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.48it/s]
100%|██████████| 3/3 [00:00<00:00,  3.48it/s][2025-07-16 14:43:33] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.48it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.28it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.32it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.46it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.46it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.38it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.47it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.53it/s]
100%|██████████| 8/8 [00:02<00:00,  3.53it/s][2025-07-16 14:43:35] diningtable...PCK-Transfer@0.10: 50.00% | PCK-Transfer@0.05: 36.46% | PCK-Transfer@0.15: 68.23%
+
100%|██████████| 8/8 [00:02<00:00,  3.47it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.53it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.56it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.57it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.53it/s]
 21%|██        | 5/24 [00:01<00:05,  3.55it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.55it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.53it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.54it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.54it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.48it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.49it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.48it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.51it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.52it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.55it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.55it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.54it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.55it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.55it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.55it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.54it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.53it/s]
100%|██████████| 24/24 [00:06<00:00,  3.52it/s][2025-07-16 14:43:42] dog...PCK-Transfer@0.10: 75.76% | PCK-Transfer@0.05: 58.81% | PCK-Transfer@0.15: 87.97%
+
100%|██████████| 24/24 [00:06<00:00,  3.53it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.04it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.27it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.36it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.39it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.45it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.52it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.54it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.57it/s]
100%|██████████| 9/9 [00:02<00:00,  3.56it/s][2025-07-16 14:43:44] horse...PCK-Transfer@0.10: 80.13% | PCK-Transfer@0.05: 56.72% | PCK-Transfer@0.15: 82.65%
+
100%|██████████| 9/9 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.26it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.47it/s]
 41%|████      | 11/27 [00:03<00:04,  3.43it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.41it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.43it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.46it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.32it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.36it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.43it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.40it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.40it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.46it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.49it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.45it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.49it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.51it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.46it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.47it/s]
100%|██████████| 27/27 [00:07<00:00,  3.48it/s][2025-07-16 14:43:52] motorbike...PCK-Transfer@0.10: 80.11% | PCK-Transfer@0.05: 57.43% | PCK-Transfer@0.15: 88.23%
+
100%|██████████| 27/27 [00:07<00:00,  3.40it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  2.86it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.07it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.23it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.29it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.36it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.44it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.45it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.42it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.48it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.42it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.47it/s]
100%|██████████| 12/12 [00:03<00:00,  3.43it/s][2025-07-16 14:43:56] person...PCK-Transfer@0.10: 57.82% | PCK-Transfer@0.05: 41.42% | PCK-Transfer@0.15: 72.90%
+
100%|██████████| 12/12 [00:03<00:00,  3.38it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:02,  2.75it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.11it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.23it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.34it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.28it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.22it/s]
100%|██████████| 7/7 [00:02<00:00,  3.26it/s][2025-07-16 14:43:58] pottedplant...PCK-Transfer@0.10: 51.43% | PCK-Transfer@0.05: 29.05% | PCK-Transfer@0.15: 70.48%
+
100%|██████████| 7/7 [00:02<00:00,  3.23it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  2.78it/s][2025-07-16 14:43:58] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  2.78it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.23it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.20it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.22it/s]
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 38%|███▊      | 5/13 [00:01<00:02,  3.29it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.24it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.25it/s]
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 77%|███████▋  | 10/13 [00:03<00:00,  3.16it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.19it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.23it/s]
100%|██████████| 13/13 [00:04<00:00,  3.26it/s][2025-07-16 14:44:02] sofa...PCK-Transfer@0.10: 51.84% | PCK-Transfer@0.05: 30.44% | PCK-Transfer@0.15: 64.90%
+
100%|██████████| 13/13 [00:04<00:00,  3.24it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
  5%|▌         | 1/20 [00:00<00:06,  3.01it/s]
 10%|█         | 2/20 [00:00<00:05,  3.21it/s]
 15%|█▌        | 3/20 [00:00<00:05,  3.33it/s]
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 30%|███       | 6/20 [00:01<00:04,  3.42it/s]
 35%|███▌      | 7/20 [00:02<00:03,  3.34it/s]
 40%|████      | 8/20 [00:02<00:03,  3.44it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.50it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.42it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.34it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.38it/s]
 65%|██████▌   | 13/20 [00:03<00:02,  3.47it/s]
 70%|███████   | 14/20 [00:04<00:01,  3.50it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.48it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.55it/s]
 85%|████████▌ | 17/20 [00:04<00:00,  3.44it/s]
 90%|█████████ | 18/20 [00:05<00:00,  3.43it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.43it/s]
100%|██████████| 20/20 [00:05<00:00,  3.41it/s][2025-07-16 14:44:08] train...PCK-Transfer@0.10: 69.75% | PCK-Transfer@0.05: 43.25% | PCK-Transfer@0.15: 82.75%
+
100%|██████████| 20/20 [00:05<00:00,  3.41it/s]
+
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 53%|█████▎    | 8/15 [00:02<00:02,  3.28it/s]
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+[2025-07-16 14:44:13] Weighted Per image PCK0.10: 72.28%, image PCK0.05: 55.24%, image PCK0.01: 82.34%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_13__t_0.6_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_13__t_0.6_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..c4941a981fcb37879b20d43f267017479ac2f98b
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_13__t_0.6_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 14:58:15] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_13__t_0.6_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.5_layer_13', 't_0.6_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.5_layer_13', 't_0.6_layer_20']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:01<00:00,  3.56it/s][2025-07-16 14:59:30] pottedplant...PCK-Transfer@0.10: 50.95% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 68.10%
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100%|██████████| 15/15 [00:04<00:00,  3.66it/s][2025-07-16 14:59:44] tvmonitor...PCK-Transfer@0.10: 29.44% | PCK-Transfer@0.05: 23.33% | PCK-Transfer@0.15: 37.78%
+
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+[2025-07-16 14:59:44] Weighted Per image PCK0.10: 65.92%, image PCK0.05: 49.36%, image PCK0.01: 75.08%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_15__t_0.6_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_15__t_0.6_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..539629fa6db4b81a4223dcfc6a19e2b6ecbf94d8
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_15__t_0.6_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 15:15:47] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_15__t_0.6_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.5_layer_15', 't_0.6_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.5_layer_15', 't_0.6_layer_9']
+Number of parameters corr net: 120
+
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100%|██████████| 8/8 [00:02<00:00,  3.51it/s][2025-07-16 15:16:11] bottle...PCK-Transfer@0.10: 62.50% | PCK-Transfer@0.05: 54.69% | PCK-Transfer@0.15: 73.44%
+
100%|██████████| 8/8 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:12,  2.57it/s]
  6%|▋         | 2/32 [00:00<00:10,  2.80it/s]
  9%|▉         | 3/32 [00:01<00:10,  2.81it/s]
 12%|█▎        | 4/32 [00:01<00:09,  2.94it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.02it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.14it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.18it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.26it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.14it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.24it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.34it/s]
 41%|████      | 13/32 [00:04<00:05,  3.37it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.39it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.46it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.49it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.56it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.55it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.45it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.35it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.35it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.30it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.35it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.30it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.34it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.25it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.31it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.33it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.26it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.32it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.31it/s]
100%|██████████| 32/32 [00:09<00:00,  3.33it/s][2025-07-16 15:16:20] bus...PCK-Transfer@0.10: 70.57% | PCK-Transfer@0.05: 60.16% | PCK-Transfer@0.15: 76.67%
+
100%|██████████| 32/32 [00:09<00:00,  3.27it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:08,  2.23it/s]
 11%|█         | 2/19 [00:00<00:06,  2.80it/s]
 16%|█▌        | 3/19 [00:01<00:05,  3.04it/s]
 21%|██        | 4/19 [00:01<00:04,  3.00it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.10it/s]
 32%|███▏      | 6/19 [00:02<00:04,  3.06it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.05it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.13it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.16it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.17it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.23it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.34it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.32it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.29it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.25it/s]
 84%|████████▍ | 16/19 [00:05<00:00,  3.25it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.33it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.29it/s]
100%|██████████| 19/19 [00:06<00:00,  3.18it/s][2025-07-16 15:16:27] car...PCK-Transfer@0.10: 87.99% | PCK-Transfer@0.05: 76.12% | PCK-Transfer@0.15: 89.32%
+
100%|██████████| 19/19 [00:06<00:00,  3.16it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  2.95it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.17it/s]
 11%|█         | 3/27 [00:00<00:07,  3.33it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.36it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.43it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.38it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.37it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.41it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.31it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.28it/s]
 41%|████      | 11/27 [00:03<00:04,  3.34it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.37it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.46it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.49it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.38it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.47it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.44it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.44it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.31it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.42it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.48it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.54it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.53it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.44it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.41it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.44it/s]
100%|██████████| 27/27 [00:07<00:00,  3.46it/s][2025-07-16 15:16:34] cat...PCK-Transfer@0.10: 83.25% | PCK-Transfer@0.05: 65.44% | PCK-Transfer@0.15: 87.49%
+
100%|██████████| 27/27 [00:07<00:00,  3.41it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:05,  2.27it/s]
 15%|█▌        | 2/13 [00:00<00:04,  2.70it/s]
 23%|██▎       | 3/13 [00:01<00:03,  2.84it/s]
 31%|███       | 4/13 [00:01<00:02,  3.02it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.09it/s]
 46%|████▌     | 6/13 [00:02<00:02,  3.03it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.03it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.06it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.16it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.22it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.28it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.37it/s]
100%|██████████| 13/13 [00:04<00:00,  3.36it/s][2025-07-16 15:16:39] chair...PCK-Transfer@0.10: 43.06% | PCK-Transfer@0.05: 31.22% | PCK-Transfer@0.15: 51.56%
+
100%|██████████| 13/13 [00:04<00:00,  3.13it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.45it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.45it/s]
100%|██████████| 3/3 [00:00<00:00,  3.41it/s][2025-07-16 15:16:40] cow...PCK-Transfer@0.10: 85.42% | PCK-Transfer@0.05: 60.42% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.42it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.91it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.06it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.27it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.32it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.28it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.38it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.44it/s]
100%|██████████| 8/8 [00:02<00:00,  3.47it/s][2025-07-16 15:16:42] diningtable...PCK-Transfer@0.10: 43.75% | PCK-Transfer@0.05: 18.75% | PCK-Transfer@0.15: 67.19%
+
100%|██████████| 8/8 [00:02<00:00,  3.35it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.44it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.49it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.54it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.49it/s]
 21%|██        | 5/24 [00:01<00:05,  3.51it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.52it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.52it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.54it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.54it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.43it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.42it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.45it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.45it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.45it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.50it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.51it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.52it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.53it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.45it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.48it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.50it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.51it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.51it/s]
100%|██████████| 24/24 [00:06<00:00,  3.52it/s][2025-07-16 15:16:49] dog...PCK-Transfer@0.10: 70.90% | PCK-Transfer@0.05: 53.77% | PCK-Transfer@0.15: 81.16%
+
100%|██████████| 24/24 [00:06<00:00,  3.49it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.53it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.57it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.52it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.47it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.52it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.56it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.58it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.59it/s]
100%|██████████| 9/9 [00:02<00:00,  3.56it/s][2025-07-16 15:16:51] horse...PCK-Transfer@0.10: 80.77% | PCK-Transfer@0.05: 53.15% | PCK-Transfer@0.15: 83.94%
+
100%|██████████| 9/9 [00:02<00:00,  3.55it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.42it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.57it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.47it/s]
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 30%|██▉       | 8/27 [00:02<00:05,  3.47it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.52it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.53it/s]
 41%|████      | 11/27 [00:03<00:04,  3.54it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.49it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.52it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.55it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.55it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.57it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.60it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.53it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.50it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.54it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.55it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.52it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.54it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.53it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.50it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.50it/s]
100%|██████████| 27/27 [00:07<00:00,  3.51it/s][2025-07-16 15:16:59] motorbike...PCK-Transfer@0.10: 76.74% | PCK-Transfer@0.05: 54.37% | PCK-Transfer@0.15: 85.47%
+
100%|██████████| 27/27 [00:07<00:00,  3.52it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.57it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.51it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.51it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.49it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.52it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.58it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.58it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.54it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.58it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.54it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.59it/s]
100%|██████████| 12/12 [00:03<00:00,  3.58it/s][2025-07-16 15:17:02] person...PCK-Transfer@0.10: 56.99% | PCK-Transfer@0.05: 41.36% | PCK-Transfer@0.15: 71.26%
+
100%|██████████| 12/12 [00:03<00:00,  3.56it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.37it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.58it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.57it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.61it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.53it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.48it/s]
100%|██████████| 7/7 [00:01<00:00,  3.51it/s][2025-07-16 15:17:04] pottedplant...PCK-Transfer@0.10: 54.29% | PCK-Transfer@0.05: 27.14% | PCK-Transfer@0.15: 73.33%
+
100%|██████████| 7/7 [00:01<00:00,  3.52it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.55it/s][2025-07-16 15:17:05] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.54it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.62it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.59it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.58it/s]
 31%|███       | 4/13 [00:01<00:02,  3.55it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.58it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.58it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.57it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.58it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.60it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.53it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.58it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.52it/s]
100%|██████████| 13/13 [00:03<00:00,  3.49it/s][2025-07-16 15:17:08] sofa...PCK-Transfer@0.10: 48.35% | PCK-Transfer@0.05: 28.90% | PCK-Transfer@0.15: 61.49%
+
100%|██████████| 13/13 [00:03<00:00,  3.55it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 10%|█         | 2/20 [00:00<00:05,  3.58it/s]
 15%|█▌        | 3/20 [00:00<00:04,  3.60it/s]
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 25%|██▌       | 5/20 [00:01<00:04,  3.62it/s]
 30%|███       | 6/20 [00:01<00:03,  3.58it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.60it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.67it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.57it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.49it/s]
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+[2025-07-16 15:17:18] Weighted Per image PCK0.10: 68.91%, image PCK0.05: 51.44%, image PCK0.01: 77.75%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_15__t_0.8_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_15__t_0.8_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..9d2b92b8432898474650a667742f0855b36820a6
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_15__t_0.8_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 15:34:54] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_15__t_0.8_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.5_layer_15', 't_0.8_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.5_layer_15', 't_0.8_layer_18']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.66it/s][2025-07-16 15:36:23] tvmonitor...PCK-Transfer@0.10: 37.78% | PCK-Transfer@0.05: 23.33% | PCK-Transfer@0.15: 46.11%
+
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+[2025-07-16 15:36:23] Weighted Per image PCK0.10: 68.19%, image PCK0.05: 52.27%, image PCK0.01: 76.49%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_18__t_0.6_layer_13.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_18__t_0.6_layer_13.log
new file mode 100644
index 0000000000000000000000000000000000000000..7148553c3ef56ac84e852bab1ac3d57befd4c83f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_18__t_0.6_layer_13.log
@@ -0,0 +1,44 @@
+[2025-07-16 15:41:15] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_18__t_0.6_layer_13', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.5_layer_18', 't_0.6_layer_13'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.5_layer_18', 't_0.6_layer_13']
+Number of parameters corr net: 120
+
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+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.47it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.49it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.43it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.31it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.31it/s]
100%|██████████| 6/6 [00:01<00:00,  3.38it/s][2025-07-16 15:41:36] boat...PCK-Transfer@0.10: 48.61% | PCK-Transfer@0.05: 37.50% | PCK-Transfer@0.15: 61.11%
+
100%|██████████| 6/6 [00:01<00:00,  3.38it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.23it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.41it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.40it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.38it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.30it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.31it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.40it/s]
100%|██████████| 8/8 [00:02<00:00,  3.39it/s][2025-07-16 15:41:38] bottle...PCK-Transfer@0.10: 54.69% | PCK-Transfer@0.05: 45.31% | PCK-Transfer@0.15: 65.62%
+
100%|██████████| 8/8 [00:02<00:00,  3.37it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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 12%|█▎        | 4/32 [00:01<00:08,  3.27it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.27it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.26it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.28it/s]
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 34%|███▍      | 11/32 [00:03<00:06,  3.27it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.32it/s]
 41%|████      | 13/32 [00:03<00:05,  3.34it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.34it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.34it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.37it/s]
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 59%|█████▉    | 19/32 [00:05<00:03,  3.33it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.27it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.30it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.20it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.28it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.29it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.27it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.16it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.19it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.18it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.29it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.35it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.33it/s]
100%|██████████| 32/32 [00:09<00:00,  3.35it/s][2025-07-16 15:41:48] bus...PCK-Transfer@0.10: 82.66% | PCK-Transfer@0.05: 71.20% | PCK-Transfer@0.15: 84.22%
+
100%|██████████| 32/32 [00:09<00:00,  3.28it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.36it/s]
 11%|█         | 2/19 [00:00<00:05,  2.99it/s]
 16%|█▌        | 3/19 [00:01<00:05,  2.81it/s]
 21%|██        | 4/19 [00:01<00:05,  2.88it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.00it/s]
 32%|███▏      | 6/19 [00:02<00:04,  2.99it/s]
 37%|███▋      | 7/19 [00:02<00:04,  2.99it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.06it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.16it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.16it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.22it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.30it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.31it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.26it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.22it/s]
 84%|████████▍ | 16/19 [00:05<00:00,  3.28it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.35it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.27it/s]
100%|██████████| 19/19 [00:06<00:00,  3.26it/s][2025-07-16 15:41:54] car...PCK-Transfer@0.10: 91.71% | PCK-Transfer@0.05: 82.13% | PCK-Transfer@0.15: 94.05%
+
100%|██████████| 19/19 [00:06<00:00,  3.17it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.03it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.26it/s]
 11%|█         | 3/27 [00:00<00:07,  3.36it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.32it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.35it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.28it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.25it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.27it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.17it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.15it/s]
 41%|████      | 11/27 [00:03<00:04,  3.20it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.22it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.31it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.34it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.24it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.32it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.30it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.29it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.20it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.29it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.34it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.38it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.37it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.30it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.27it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.30it/s]
100%|██████████| 27/27 [00:08<00:00,  3.32it/s][2025-07-16 15:42:02] cat...PCK-Transfer@0.10: 85.49% | PCK-Transfer@0.05: 68.28% | PCK-Transfer@0.15: 90.29%
+
100%|██████████| 27/27 [00:08<00:00,  3.28it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:05,  2.31it/s]
 15%|█▌        | 2/13 [00:00<00:04,  2.55it/s]
 23%|██▎       | 3/13 [00:01<00:03,  2.80it/s]
 31%|███       | 4/13 [00:01<00:03,  2.87it/s]
 38%|███▊      | 5/13 [00:01<00:02,  2.96it/s]
 46%|████▌     | 6/13 [00:02<00:02,  3.02it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.10it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.12it/s]
 69%|██████▉   | 9/13 [00:03<00:01,  3.16it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.18it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.21it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.27it/s]
100%|██████████| 13/13 [00:04<00:00,  3.29it/s][2025-07-16 15:42:06] chair...PCK-Transfer@0.10: 44.62% | PCK-Transfer@0.05: 26.77% | PCK-Transfer@0.15: 52.82%
+
100%|██████████| 13/13 [00:04<00:00,  3.08it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.91it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.09it/s]
100%|██████████| 3/3 [00:00<00:00,  3.19it/s][2025-07-16 15:42:07] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.14it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.27it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.28it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.33it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.30it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.20it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.27it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.32it/s]
100%|██████████| 8/8 [00:02<00:00,  3.32it/s][2025-07-16 15:42:10] diningtable...PCK-Transfer@0.10: 39.06% | PCK-Transfer@0.05: 15.62% | PCK-Transfer@0.15: 57.29%
+
100%|██████████| 8/8 [00:02<00:00,  3.30it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.27it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.32it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.36it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.32it/s]
 21%|██        | 5/24 [00:01<00:05,  3.35it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.37it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.35it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.38it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.37it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.33it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.34it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.33it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.34it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.34it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.36it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.34it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.33it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.34it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.35it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.34it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.33it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.33it/s]
100%|██████████| 24/24 [00:07<00:00,  3.33it/s][2025-07-16 15:42:17] dog...PCK-Transfer@0.10: 77.25% | PCK-Transfer@0.05: 56.85% | PCK-Transfer@0.15: 86.95%
+
100%|██████████| 24/24 [00:07<00:00,  3.34it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.33it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.43it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.38it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.31it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.35it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.39it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.41it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.42it/s]
100%|██████████| 9/9 [00:02<00:00,  3.39it/s][2025-07-16 15:42:20] horse...PCK-Transfer@0.10: 81.69% | PCK-Transfer@0.05: 62.28% | PCK-Transfer@0.15: 87.38%
+
100%|██████████| 9/9 [00:02<00:00,  3.38it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:09,  2.63it/s]
  7%|▋         | 2/27 [00:00<00:08,  2.93it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.37it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.34it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.36it/s]
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 37%|███▋      | 10/27 [00:03<00:04,  3.40it/s]
 41%|████      | 11/27 [00:03<00:04,  3.40it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.37it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.38it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.40it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.42it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.44it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.43it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.42it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.36it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.36it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.33it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.27it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.27it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.26it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.21it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.21it/s]
100%|██████████| 27/27 [00:08<00:00,  3.21it/s][2025-07-16 15:42:28] motorbike...PCK-Transfer@0.10: 83.53% | PCK-Transfer@0.05: 60.30% | PCK-Transfer@0.15: 90.16%
+
100%|██████████| 27/27 [00:08<00:00,  3.30it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  2.90it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.08it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.11it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.15it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.20it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.27it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.27it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.24it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.29it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.25it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.30it/s]
100%|██████████| 12/12 [00:03<00:00,  3.27it/s][2025-07-16 15:42:32] person...PCK-Transfer@0.10: 60.04% | PCK-Transfer@0.05: 43.84% | PCK-Transfer@0.15: 70.21%
+
100%|██████████| 12/12 [00:03<00:00,  3.23it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.13it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.32it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.32it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.37it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.30it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.24it/s]
100%|██████████| 7/7 [00:02<00:00,  3.24it/s][2025-07-16 15:42:34] pottedplant...PCK-Transfer@0.10: 48.57% | PCK-Transfer@0.05: 31.90% | PCK-Transfer@0.15: 70.00%
+
100%|██████████| 7/7 [00:02<00:00,  3.27it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.27it/s][2025-07-16 15:42:34] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.26it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.26it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.25it/s]
 31%|███       | 4/13 [00:01<00:02,  3.26it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.31it/s]
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 69%|██████▉   | 9/13 [00:02<00:01,  3.40it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.36it/s]
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+[2025-07-16 15:42:48] Weighted Per image PCK0.10: 74.04%, image PCK0.05: 57.63%, image PCK0.01: 81.16%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_18__t_0.7_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_18__t_0.7_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..3a96669f08a04ac23e22ab8d09ab2b39a5e74419
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_18__t_0.7_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 15:49:17] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_18__t_0.7_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.5_layer_18', 't_0.7_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.5_layer_18', 't_0.7_layer_15']
+Number of parameters corr net: 120
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+[2025-07-16 15:50:47] Weighted Per image PCK0.10: 63.64%, image PCK0.05: 47.01%, image PCK0.01: 73.41%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_20__t_0.6_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_20__t_0.6_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..1dc1c87f4350b284409eafe50731f8a8f9dd5ea0
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_20__t_0.6_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 15:58:51] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_20__t_0.6_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.5_layer_20', 't_0.6_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.5_layer_20', 't_0.6_layer_5']
+Number of parameters corr net: 120
+
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 97%|█████████▋| 29/30 [00:08<00:00,  3.39it/s]
100%|██████████| 30/30 [00:09<00:00,  3.34it/s][2025-07-16 15:59:07] bicycle...PCK-Transfer@0.10: 65.48% | PCK-Transfer@0.05: 56.39% | PCK-Transfer@0.15: 71.55%
+
100%|██████████| 30/30 [00:09<00:00,  3.31it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:03,  2.60it/s]
 20%|██        | 2/10 [00:00<00:02,  2.93it/s]
 30%|███       | 3/10 [00:00<00:02,  3.12it/s]
 40%|████      | 4/10 [00:01<00:01,  3.10it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.22it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.26it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.26it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.35it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.43it/s]
100%|██████████| 10/10 [00:03<00:00,  3.45it/s][2025-07-16 15:59:10] bird...PCK-Transfer@0.10: 53.25% | PCK-Transfer@0.05: 31.25% | PCK-Transfer@0.15: 65.81%
+
100%|██████████| 10/10 [00:03<00:00,  3.27it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  2.94it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.31it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.37it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.36it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.41it/s]
100%|██████████| 6/6 [00:01<00:00,  3.51it/s][2025-07-16 15:59:12] boat...PCK-Transfer@0.10: 36.11% | PCK-Transfer@0.05: 22.22% | PCK-Transfer@0.15: 55.56%
+
100%|██████████| 6/6 [00:01<00:00,  3.41it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.47it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.69it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.59it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.59it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.48it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.50it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.61it/s]
100%|██████████| 8/8 [00:02<00:00,  3.60it/s][2025-07-16 15:59:14] bottle...PCK-Transfer@0.10: 26.56% | PCK-Transfer@0.05: 15.62% | PCK-Transfer@0.15: 34.38%
+
100%|██████████| 8/8 [00:02<00:00,  3.57it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.12it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.40it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.45it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.50it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.42it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.41it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.46it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.45it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.49it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.39it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.48it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.54it/s]
 41%|████      | 13/32 [00:03<00:05,  3.52it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.52it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.56it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.57it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.62it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.63it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.51it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.44it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.47it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.38it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.44it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.47it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.41it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.31it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.35it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.31it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.39it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.45it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.39it/s]
100%|██████████| 32/32 [00:09<00:00,  3.32it/s][2025-07-16 15:59:24] bus...PCK-Transfer@0.10: 49.48% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 63.13%
+
100%|██████████| 32/32 [00:09<00:00,  3.44it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:07,  2.55it/s]
 11%|█         | 2/19 [00:00<00:05,  3.05it/s]
 16%|█▌        | 3/19 [00:00<00:05,  3.19it/s]
 21%|██        | 4/19 [00:01<00:04,  3.29it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.26it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.22it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.19it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.26it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.33it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.31it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.37it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.43it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.45it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.38it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.36it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.44it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.51it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.44it/s]
100%|██████████| 19/19 [00:05<00:00,  3.44it/s][2025-07-16 15:59:29] car...PCK-Transfer@0.10: 68.48% | PCK-Transfer@0.05: 52.73% | PCK-Transfer@0.15: 72.55%
+
100%|██████████| 19/19 [00:05<00:00,  3.33it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:09,  2.82it/s]
  7%|▋         | 2/27 [00:00<00:08,  3.00it/s]
 11%|█         | 3/27 [00:00<00:07,  3.25it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.32it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.42it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.38it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.38it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.44it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.36it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.34it/s]
 41%|████      | 11/27 [00:03<00:04,  3.41it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.43it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.50it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.48it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.40it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.52it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.49it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.37it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.47it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.52it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.57it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.56it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.49it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.47it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.51it/s]
100%|██████████| 27/27 [00:07<00:00,  3.53it/s][2025-07-16 15:59:37] cat...PCK-Transfer@0.10: 68.93% | PCK-Transfer@0.05: 49.42% | PCK-Transfer@0.15: 73.40%
+
100%|██████████| 27/27 [00:07<00:00,  3.44it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.11it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.29it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.37it/s]
 31%|███       | 4/13 [00:01<00:02,  3.44it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.52it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.54it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.56it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.53it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.53it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.51it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.51it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.57it/s]
100%|██████████| 13/13 [00:03<00:00,  3.56it/s][2025-07-16 15:59:41] chair...PCK-Transfer@0.10: 24.57% | PCK-Transfer@0.05: 15.75% | PCK-Transfer@0.15: 31.47%
+
100%|██████████| 13/13 [00:03<00:00,  3.50it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.56it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.57it/s]
100%|██████████| 3/3 [00:00<00:00,  3.56it/s][2025-07-16 15:59:42] cow...PCK-Transfer@0.10: 64.58% | PCK-Transfer@0.05: 39.58% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.56it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.54it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.53it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.55it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.53it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.40it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.46it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.51it/s]
100%|██████████| 8/8 [00:02<00:00,  3.52it/s][2025-07-16 15:59:44] diningtable...PCK-Transfer@0.10: 30.73% | PCK-Transfer@0.05: 6.77% | PCK-Transfer@0.15: 40.62%
+
100%|██████████| 8/8 [00:02<00:00,  3.50it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.16it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.31it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.40it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.40it/s]
 21%|██        | 5/24 [00:01<00:05,  3.45it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.49it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.49it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.53it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.54it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.51it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.50it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.50it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.53it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.54it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.58it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.57it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.57it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.58it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.58it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.59it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.57it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.55it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.56it/s]
100%|██████████| 24/24 [00:06<00:00,  3.56it/s][2025-07-16 15:59:51] dog...PCK-Transfer@0.10: 55.20% | PCK-Transfer@0.05: 39.43% | PCK-Transfer@0.15: 68.48%
+
100%|██████████| 24/24 [00:06<00:00,  3.52it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.53it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.56it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.51it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.46it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.54it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.60it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.62it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.65it/s]
100%|██████████| 9/9 [00:02<00:00,  3.62it/s][2025-07-16 15:59:54] horse...PCK-Transfer@0.10: 61.46% | PCK-Transfer@0.05: 35.56% | PCK-Transfer@0.15: 67.41%
+
100%|██████████| 9/9 [00:02<00:00,  3.59it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.39it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.55it/s]
 11%|█         | 3/27 [00:00<00:06,  3.59it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.60it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.58it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.67it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.60it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.59it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.62it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.63it/s]
 41%|████      | 11/27 [00:03<00:04,  3.62it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.57it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.58it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.58it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.58it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.59it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.60it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.55it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.51it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.55it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.57it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.55it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.56it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.56it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.53it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.55it/s]
100%|██████████| 27/27 [00:07<00:00,  3.56it/s][2025-07-16 16:00:01] motorbike...PCK-Transfer@0.10: 58.17% | PCK-Transfer@0.05: 41.36% | PCK-Transfer@0.15: 68.70%
+
100%|██████████| 27/27 [00:07<00:00,  3.57it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.47it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.48it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.49it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.49it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.53it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.59it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.59it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.56it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.62it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.56it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.57it/s]
100%|██████████| 12/12 [00:03<00:00,  3.55it/s][2025-07-16 16:00:04] person...PCK-Transfer@0.10: 41.44% | PCK-Transfer@0.05: 26.46% | PCK-Transfer@0.15: 56.33%
+
100%|██████████| 12/12 [00:03<00:00,  3.55it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.41it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.63it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.64it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.70it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.62it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.57it/s]
100%|██████████| 7/7 [00:01<00:00,  3.59it/s][2025-07-16 16:00:06] pottedplant...PCK-Transfer@0.10: 36.67% | PCK-Transfer@0.05: 19.52% | PCK-Transfer@0.15: 50.95%
+
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100%|██████████| 20/20 [00:05<00:00,  3.59it/s][2025-07-16 16:00:16] train...PCK-Transfer@0.10: 59.50% | PCK-Transfer@0.05: 31.25% | PCK-Transfer@0.15: 70.50%
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+[2025-07-16 16:00:20] Weighted Per image PCK0.10: 52.59%, image PCK0.05: 35.56%, image PCK0.01: 62.46%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_20__t_0.7_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_20__t_0.7_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..2c9e7c8ed031a5ce2a12bd282e5baac3647b0f28
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_20__t_0.7_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-16 16:07:11] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_20__t_0.7_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.5_layer_20', 't_0.7_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.5_layer_20', 't_0.7_layer_10']
+Number of parameters corr net: 120
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+[2025-07-16 16:08:42] Weighted Per image PCK0.10: 74.20%, image PCK0.05: 57.53%, image PCK0.01: 81.16%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_20__t_0.7_layer_9_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_20__t_0.7_layer_9_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..8826784c6257ec4ce068cd501f9d954393bd2507
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_20__t_0.7_layer_9_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 16:06:47] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_20__t_0.7_layer_9_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.5_layer_20', 't_0.7_layer_9'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.5_layer_20', 't_0.7_layer_9']
+Number of parameters corr net: 120
+
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 33%|███▎      | 10/30 [00:03<00:06,  3.30it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.29it/s]
 40%|████      | 12/30 [00:03<00:05,  3.36it/s]
 43%|████▎     | 13/30 [00:03<00:04,  3.41it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.36it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.45it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.49it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.48it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.52it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.54it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.54it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.60it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.66it/s]
 77%|███████▋  | 23/30 [00:06<00:01,  3.63it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.68it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.65it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.64it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.66it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.56it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.55it/s]
100%|██████████| 30/30 [00:08<00:00,  3.60it/s][2025-07-16 16:07:02] bicycle...PCK-Transfer@0.10: 67.91% | PCK-Transfer@0.05: 58.52% | PCK-Transfer@0.15: 73.67%
+
100%|██████████| 30/30 [00:08<00:00,  3.46it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:03,  2.79it/s]
 20%|██        | 2/10 [00:00<00:02,  2.96it/s]
 30%|███       | 3/10 [00:00<00:02,  3.17it/s]
 40%|████      | 4/10 [00:01<00:01,  3.31it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.41it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.43it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.41it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.46it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.46it/s]
100%|██████████| 10/10 [00:02<00:00,  3.49it/s][2025-07-16 16:07:05] bird...PCK-Transfer@0.10: 57.00% | PCK-Transfer@0.05: 32.50% | PCK-Transfer@0.15: 69.28%
+
100%|██████████| 10/10 [00:02<00:00,  3.37it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.76it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.75it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.67it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.57it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.58it/s]
100%|██████████| 6/6 [00:01<00:00,  3.59it/s][2025-07-16 16:07:07] boat...PCK-Transfer@0.10: 33.33% | PCK-Transfer@0.05: 22.22% | PCK-Transfer@0.15: 55.56%
+
100%|██████████| 6/6 [00:01<00:00,  3.61it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.50it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.70it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.60it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.61it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.51it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.52it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.65it/s]
100%|██████████| 8/8 [00:02<00:00,  3.66it/s][2025-07-16 16:07:09] bottle...PCK-Transfer@0.10: 28.12% | PCK-Transfer@0.05: 17.19% | PCK-Transfer@0.15: 35.94%
+
100%|██████████| 8/8 [00:02<00:00,  3.61it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  3.01it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.29it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.47it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.34it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.29it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.33it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.42it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.44it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.49it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.40it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.50it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.55it/s]
 41%|████      | 13/32 [00:03<00:05,  3.57it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.56it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.59it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.58it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.66it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.70it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.57it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.50it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.54it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.49it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.55it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.54it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.56it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.46it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.52it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.59it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.64it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.63it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.63it/s]
100%|██████████| 32/32 [00:09<00:00,  3.65it/s][2025-07-16 16:07:18] bus...PCK-Transfer@0.10: 53.13% | PCK-Transfer@0.05: 35.68% | PCK-Transfer@0.15: 66.25%
+
100%|██████████| 32/32 [00:09<00:00,  3.53it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.51it/s]
 11%|█         | 2/19 [00:00<00:05,  3.31it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.20it/s]
 21%|██        | 4/19 [00:01<00:05,  2.92it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.13it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.16it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.21it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.27it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.33it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.20it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.28it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.26it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.30it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.34it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.30it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.36it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.43it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.39it/s]
100%|██████████| 19/19 [00:05<00:00,  3.31it/s][2025-07-16 16:07:24] car...PCK-Transfer@0.10: 69.59% | PCK-Transfer@0.05: 54.48% | PCK-Transfer@0.15: 75.75%
+
100%|██████████| 19/19 [00:05<00:00,  3.27it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  2.97it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.30it/s]
 11%|█         | 3/27 [00:00<00:06,  3.50it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.50it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.55it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.46it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.47it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.55it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.44it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.39it/s]
 41%|████      | 11/27 [00:03<00:04,  3.44it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.47it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.56it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.59it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.47it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.61it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.56it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.55it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.47it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.61it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.66it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.74it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.72it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.61it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.58it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.62it/s]
100%|██████████| 27/27 [00:07<00:00,  3.64it/s][2025-07-16 16:07:32] cat...PCK-Transfer@0.10: 70.16% | PCK-Transfer@0.05: 50.04% | PCK-Transfer@0.15: 74.01%
+
100%|██████████| 27/27 [00:07<00:00,  3.55it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.50it/s]
 15%|█▌        | 2/13 [00:00<00:03,  2.89it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.21it/s]
 31%|███       | 4/13 [00:01<00:02,  3.39it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.52it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.55it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.59it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.56it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.56it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.54it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.53it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.57it/s]
100%|██████████| 13/13 [00:03<00:00,  3.55it/s][2025-07-16 16:07:36] chair...PCK-Transfer@0.10: 27.48% | PCK-Transfer@0.05: 18.65% | PCK-Transfer@0.15: 33.61%
+
100%|██████████| 13/13 [00:03<00:00,  3.49it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.23it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.49it/s]
100%|██████████| 3/3 [00:00<00:00,  3.58it/s][2025-07-16 16:07:37] cow...PCK-Transfer@0.10: 72.92% | PCK-Transfer@0.05: 45.83% | PCK-Transfer@0.15: 83.33%
+
100%|██████████| 3/3 [00:00<00:00,  3.53it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.79it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.13it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.35it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.42it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.37it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.49it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.58it/s]
100%|██████████| 8/8 [00:02<00:00,  3.60it/s][2025-07-16 16:07:39] diningtable...PCK-Transfer@0.10: 29.17% | PCK-Transfer@0.05: 6.77% | PCK-Transfer@0.15: 41.15%
+
100%|██████████| 8/8 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.56it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.32it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.45it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.45it/s]
 21%|██        | 5/24 [00:01<00:05,  3.34it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.44it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.44it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.55it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.60it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.57it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.48it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.54it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.60it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.60it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.66it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.67it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.67it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.68it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.68it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.67it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.64it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.63it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.58it/s]
100%|██████████| 24/24 [00:06<00:00,  3.59it/s][2025-07-16 16:07:46] dog...PCK-Transfer@0.10: 57.43% | PCK-Transfer@0.05: 41.93% | PCK-Transfer@0.15: 72.23%
+
100%|██████████| 24/24 [00:06<00:00,  3.57it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.77it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.76it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.69it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.62it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.63it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.66it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.68it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.68it/s]
100%|██████████| 9/9 [00:02<00:00,  3.65it/s][2025-07-16 16:07:48] horse...PCK-Transfer@0.10: 60.66% | PCK-Transfer@0.05: 37.28% | PCK-Transfer@0.15: 66.61%
+
100%|██████████| 9/9 [00:02<00:00,  3.66it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.60it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.69it/s]
 11%|█         | 3/27 [00:00<00:06,  3.73it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.75it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.80it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.72it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.72it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.75it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.75it/s]
 41%|████      | 11/27 [00:02<00:04,  3.73it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.68it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.68it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.69it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.69it/s]
 59%|█████▉    | 16/27 [00:04<00:02,  3.71it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.72it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.72it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.66it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.70it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.71it/s]
 81%|████████▏ | 22/27 [00:05<00:01,  3.67it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.69it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.69it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.61it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.61it/s]
100%|██████████| 27/27 [00:07<00:00,  3.64it/s][2025-07-16 16:07:55] motorbike...PCK-Transfer@0.10: 60.20% | PCK-Transfer@0.05: 43.71% | PCK-Transfer@0.15: 71.10%
+
100%|██████████| 27/27 [00:07<00:00,  3.69it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:02,  3.68it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.60it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.57it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.55it/s]
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100%|██████████| 7/7 [00:01<00:00,  3.58it/s][2025-07-16 16:08:01] pottedplant...PCK-Transfer@0.10: 39.05% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 55.71%
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100%|██████████| 20/20 [00:05<00:00,  3.58it/s][2025-07-16 16:08:10] train...PCK-Transfer@0.10: 60.50% | PCK-Transfer@0.05: 32.25% | PCK-Transfer@0.15: 71.50%
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+
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+[2025-07-16 16:08:14] Weighted Per image PCK0.10: 54.37%, image PCK0.05: 37.21%, image PCK0.01: 64.34%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_20__t_0.8_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_20__t_0.8_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..28dde1da9d20edf19f8ecbd2e1b7f682876bb28f
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_20__t_0.8_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-16 16:14:44] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_20__t_0.8_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.5_layer_20', 't_0.8_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.5_layer_20', 't_0.8_layer_10']
+Number of parameters corr net: 120
+
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+
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+[2025-07-16 16:16:15] Weighted Per image PCK0.10: 73.01%, image PCK0.05: 54.85%, image PCK0.01: 81.12%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_20__t_0.8_layer_9.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_20__t_0.8_layer_9.log
new file mode 100644
index 0000000000000000000000000000000000000000..fbaa2f817639b50d75abb9811a7031733f66ca83
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_20__t_0.8_layer_9.log
@@ -0,0 +1,44 @@
+[2025-07-16 16:13:32] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.5_layer_20__t_0.8_layer_9', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.5_layer_20', 't_0.8_layer_9'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.5_layer_20', 't_0.8_layer_9']
+Number of parameters corr net: 120
+
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 73%|███████▎  | 11/15 [00:04<00:01,  3.11it/s]
 80%|████████  | 12/15 [00:05<00:00,  3.15it/s]
 87%|████████▋ | 13/15 [00:05<00:00,  3.19it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.23it/s]
100%|██████████| 15/15 [00:06<00:00,  3.29it/s][2025-07-16 16:13:39] aeroplane...PCK-Transfer@0.10: 80.29% | PCK-Transfer@0.05: 58.67% | PCK-Transfer@0.15: 89.18%
+
100%|██████████| 15/15 [00:06<00:00,  2.43it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:09,  3.16it/s]
  7%|▋         | 2/30 [00:00<00:09,  3.07it/s]
 10%|█         | 3/30 [00:00<00:08,  3.05it/s]
 13%|█▎        | 4/30 [00:01<00:08,  3.16it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.19it/s]
 20%|██        | 6/30 [00:01<00:07,  3.20it/s]
 23%|██▎       | 7/30 [00:02<00:07,  3.21it/s]
 27%|██▋       | 8/30 [00:02<00:07,  3.14it/s]
 30%|███       | 9/30 [00:02<00:06,  3.21it/s]
 33%|███▎      | 10/30 [00:03<00:06,  3.28it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.26it/s]
 40%|████      | 12/30 [00:03<00:05,  3.26it/s]
 43%|████▎     | 13/30 [00:04<00:05,  3.25it/s]
 47%|████▋     | 14/30 [00:04<00:05,  3.15it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.20it/s]
 53%|█████▎    | 16/30 [00:05<00:04,  3.22it/s]
 57%|█████▋    | 17/30 [00:05<00:04,  3.21it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.27it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.31it/s]
 67%|██████▋   | 20/30 [00:06<00:03,  3.32it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.36it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.42it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.38it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.43it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.39it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.38it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.39it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.31it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.33it/s]
100%|██████████| 30/30 [00:09<00:00,  3.34it/s][2025-07-16 16:13:48] bicycle...PCK-Transfer@0.10: 82.79% | PCK-Transfer@0.05: 73.70% | PCK-Transfer@0.15: 87.33%
+
100%|██████████| 30/30 [00:09<00:00,  3.28it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.02it/s]
 20%|██        | 2/10 [00:00<00:02,  3.06it/s]
 30%|███       | 3/10 [00:00<00:02,  3.17it/s]
 40%|████      | 4/10 [00:01<00:01,  3.24it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.29it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.27it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.20it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.25it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.27it/s]
100%|██████████| 10/10 [00:03<00:00,  3.27it/s][2025-07-16 16:13:51] bird...PCK-Transfer@0.10: 74.53% | PCK-Transfer@0.05: 57.03% | PCK-Transfer@0.15: 88.06%
+
100%|██████████| 10/10 [00:03<00:00,  3.24it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.50it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.43it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.40it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.30it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.32it/s]
100%|██████████| 6/6 [00:01<00:00,  3.36it/s][2025-07-16 16:13:53] boat...PCK-Transfer@0.10: 55.56% | PCK-Transfer@0.05: 36.11% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 6/6 [00:01<00:00,  3.36it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.19it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.42it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.14it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.10it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.11it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.18it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.30it/s]
100%|██████████| 8/8 [00:02<00:00,  3.29it/s][2025-07-16 16:13:56] bottle...PCK-Transfer@0.10: 59.38% | PCK-Transfer@0.05: 42.19% | PCK-Transfer@0.15: 64.06%
+
100%|██████████| 8/8 [00:02<00:00,  3.23it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  2.99it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.15it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.19it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.18it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.16it/s]
 19%|█▉        | 6/32 [00:01<00:08,  3.17it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.24it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.23it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.28it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.19it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.27it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.32it/s]
 41%|████      | 13/32 [00:04<00:05,  3.34it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.33it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.37it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.37it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.42it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.43it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.33it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.25it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.28it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.21it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.27it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.29it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.27it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.16it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.21it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.20it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.25it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.30it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.28it/s]
100%|██████████| 32/32 [00:09<00:00,  3.30it/s][2025-07-16 16:14:05] bus...PCK-Transfer@0.10: 77.34% | PCK-Transfer@0.05: 58.07% | PCK-Transfer@0.15: 84.22%
+
100%|██████████| 32/32 [00:09<00:00,  3.27it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.20it/s]
 11%|█         | 2/19 [00:00<00:05,  3.32it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.36it/s]
 21%|██        | 4/19 [00:01<00:04,  3.36it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.35it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.26it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.16it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.21it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.22it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.03it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.12it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.20it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.24it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.22it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.20it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.27it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.34it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.27it/s]
100%|██████████| 19/19 [00:05<00:00,  3.28it/s][2025-07-16 16:14:11] car...PCK-Transfer@0.10: 88.69% | PCK-Transfer@0.05: 77.80% | PCK-Transfer@0.15: 92.47%
+
100%|██████████| 19/19 [00:05<00:00,  3.24it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.23it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.37it/s]
 11%|█         | 3/27 [00:00<00:06,  3.45it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.42it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.43it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.35it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.31it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.35it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.13it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.14it/s]
 41%|████      | 11/27 [00:03<00:05,  3.18it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.20it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.27it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.32it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.24it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.30it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.30it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.29it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.21it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.32it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.37it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.43it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.39it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.32it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.30it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.17it/s]
100%|██████████| 27/27 [00:08<00:00,  3.15it/s][2025-07-16 16:14:20] cat...PCK-Transfer@0.10: 79.98% | PCK-Transfer@0.05: 63.96% | PCK-Transfer@0.15: 84.90%
+
100%|██████████| 27/27 [00:08<00:00,  3.28it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.27it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.27it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.26it/s]
 31%|███       | 4/13 [00:01<00:02,  3.31it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.36it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.38it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.39it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.37it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.37it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.35it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.34it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.38it/s]
100%|██████████| 13/13 [00:03<00:00,  3.37it/s][2025-07-16 16:14:24] chair...PCK-Transfer@0.10: 44.44% | PCK-Transfer@0.05: 27.91% | PCK-Transfer@0.15: 50.98%
+
100%|██████████| 13/13 [00:03<00:00,  3.35it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.37it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.39it/s]
100%|██████████| 3/3 [00:00<00:00,  3.40it/s][2025-07-16 16:14:24] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 60.42% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.39it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.06it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.21it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.31it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.32it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.24it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.33it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.38it/s]
100%|██████████| 8/8 [00:02<00:00,  3.38it/s][2025-07-16 16:14:27] diningtable...PCK-Transfer@0.10: 40.62% | PCK-Transfer@0.05: 16.15% | PCK-Transfer@0.15: 57.81%
+
100%|██████████| 8/8 [00:02<00:00,  3.32it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.36it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.40it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.43it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.38it/s]
 21%|██        | 5/24 [00:01<00:05,  3.39it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.40it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.38it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.40it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.40it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.37it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.38it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.38it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.40it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.39it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.40it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.39it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.39it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.40it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.40it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.41it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.41it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.40it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.40it/s]
100%|██████████| 24/24 [00:07<00:00,  3.39it/s][2025-07-16 16:14:34] dog...PCK-Transfer@0.10: 73.26% | PCK-Transfer@0.05: 54.49% | PCK-Transfer@0.15: 82.27%
+
100%|██████████| 24/24 [00:07<00:00,  3.39it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.41it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.42it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.38it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.37it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.42it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.46it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.47it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.46it/s]
100%|██████████| 9/9 [00:02<00:00,  3.44it/s][2025-07-16 16:14:37] horse...PCK-Transfer@0.10: 80.26% | PCK-Transfer@0.05: 56.98% | PCK-Transfer@0.15: 85.16%
+
100%|██████████| 9/9 [00:02<00:00,  3.43it/s]
+
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 41%|████      | 11/27 [00:03<00:04,  3.45it/s]
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+
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100%|██████████| 12/12 [00:03<00:00,  3.44it/s][2025-07-16 16:14:48] person...PCK-Transfer@0.10: 58.55% | PCK-Transfer@0.05: 39.74% | PCK-Transfer@0.15: 73.79%
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100%|██████████| 7/7 [00:02<00:00,  3.39it/s][2025-07-16 16:14:50] pottedplant...PCK-Transfer@0.10: 58.57% | PCK-Transfer@0.05: 29.05% | PCK-Transfer@0.15: 70.48%
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100%|██████████| 13/13 [00:03<00:00,  3.35it/s][2025-07-16 16:14:54] sofa...PCK-Transfer@0.10: 49.59% | PCK-Transfer@0.05: 30.49% | PCK-Transfer@0.15: 60.34%
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100%|██████████| 20/20 [00:05<00:00,  3.39it/s][2025-07-16 16:15:00] train...PCK-Transfer@0.10: 72.50% | PCK-Transfer@0.05: 42.25% | PCK-Transfer@0.15: 77.50%
+
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100%|██████████| 15/15 [00:04<00:00,  3.49it/s][2025-07-16 16:15:04] tvmonitor...PCK-Transfer@0.10: 38.33% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 47.78%
+
100%|██████████| 15/15 [00:04<00:00,  3.41it/s]
+[2025-07-16 16:15:04] Weighted Per image PCK0.10: 71.01%, image PCK0.05: 52.27%, image PCK0.01: 79.02%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_10__t_0.7_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_10__t_0.7_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..7e3df43dc381a4c173e9fa7970d35c3d594f9604
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_10__t_0.7_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-16 17:10:25] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_10__t_0.7_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.6_layer_10', 't_0.7_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.6_layer_10', 't_0.7_layer_15']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.41it/s][2025-07-16 17:10:57] bus...PCK-Transfer@0.10: 81.51% | PCK-Transfer@0.05: 72.40% | PCK-Transfer@0.15: 87.08%
+
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100%|██████████| 19/19 [00:05<00:00,  3.20it/s][2025-07-16 17:11:03] car...PCK-Transfer@0.10: 92.94% | PCK-Transfer@0.05: 86.29% | PCK-Transfer@0.15: 94.70%
+
100%|██████████| 19/19 [00:05<00:00,  3.30it/s]
+
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100%|██████████| 27/27 [00:08<00:00,  3.42it/s][2025-07-16 17:11:11] cat...PCK-Transfer@0.10: 85.63% | PCK-Transfer@0.05: 68.56% | PCK-Transfer@0.15: 89.94%
+
100%|██████████| 27/27 [00:08<00:00,  3.32it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.37it/s][2025-07-16 17:11:15] chair...PCK-Transfer@0.10: 57.97% | PCK-Transfer@0.05: 40.53% | PCK-Transfer@0.15: 63.74%
+
100%|██████████| 13/13 [00:03<00:00,  3.36it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.42it/s][2025-07-16 17:11:16] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 70.83% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.42it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.36it/s][2025-07-16 17:11:18] diningtable...PCK-Transfer@0.10: 53.12% | PCK-Transfer@0.05: 30.21% | PCK-Transfer@0.15: 69.79%
+
100%|██████████| 8/8 [00:02<00:00,  3.34it/s]
+
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100%|██████████| 24/24 [00:07<00:00,  3.43it/s][2025-07-16 17:11:25] dog...PCK-Transfer@0.10: 80.28% | PCK-Transfer@0.05: 61.31% | PCK-Transfer@0.15: 90.05%
+
100%|██████████| 24/24 [00:07<00:00,  3.40it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.48it/s][2025-07-16 17:11:28] horse...PCK-Transfer@0.10: 82.49% | PCK-Transfer@0.05: 63.86% | PCK-Transfer@0.15: 89.10%
+
100%|██████████| 9/9 [00:02<00:00,  3.47it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.44it/s][2025-07-16 17:11:36] motorbike...PCK-Transfer@0.10: 85.05% | PCK-Transfer@0.05: 62.43% | PCK-Transfer@0.15: 90.12%
+
100%|██████████| 27/27 [00:07<00:00,  3.45it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.41it/s][2025-07-16 17:11:39] person...PCK-Transfer@0.10: 62.00% | PCK-Transfer@0.05: 42.49% | PCK-Transfer@0.15: 73.63%
+
100%|██████████| 12/12 [00:03<00:00,  3.42it/s]
+
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100%|██████████| 7/7 [00:02<00:00,  3.39it/s][2025-07-16 17:11:42] pottedplant...PCK-Transfer@0.10: 61.43% | PCK-Transfer@0.05: 34.29% | PCK-Transfer@0.15: 73.33%
+
100%|██████████| 7/7 [00:02<00:00,  3.37it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.07it/s][2025-07-16 17:11:42] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.06it/s]
+
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 62%|██████▏   | 8/13 [00:02<00:01,  3.47it/s]
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100%|██████████| 13/13 [00:03<00:00,  3.42it/s][2025-07-16 17:11:46] sofa...PCK-Transfer@0.10: 59.68% | PCK-Transfer@0.05: 42.39% | PCK-Transfer@0.15: 69.46%
+
100%|██████████| 13/13 [00:03<00:00,  3.42it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.40it/s][2025-07-16 17:11:52] train...PCK-Transfer@0.10: 71.50% | PCK-Transfer@0.05: 48.25% | PCK-Transfer@0.15: 81.50%
+
100%|██████████| 20/20 [00:05<00:00,  3.44it/s]
+
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 80%|████████  | 12/15 [00:03<00:00,  3.45it/s]
 87%|████████▋ | 13/15 [00:03<00:00,  3.49it/s]
 93%|█████████▎| 14/15 [00:04<00:00,  3.51it/s]
100%|██████████| 15/15 [00:04<00:00,  3.51it/s][2025-07-16 17:11:56] tvmonitor...PCK-Transfer@0.10: 41.11% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 58.89%
+
100%|██████████| 15/15 [00:04<00:00,  3.47it/s]
+[2025-07-16 17:11:56] Weighted Per image PCK0.10: 75.80%, image PCK0.05: 59.60%, image PCK0.01: 83.63%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_10__t_0.8_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_10__t_0.8_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..05dba6674f57166902a667e736148f65531c58a6
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_10__t_0.8_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 17:16:48] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_10__t_0.8_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.6_layer_10', 't_0.8_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.6_layer_10', 't_0.8_layer_13']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:02<00:00,  3.54it/s][2025-07-16 17:18:04] pottedplant...PCK-Transfer@0.10: 56.67% | PCK-Transfer@0.05: 29.52% | PCK-Transfer@0.15: 70.95%
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+
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+[2025-07-16 17:18:18] Weighted Per image PCK0.10: 73.29%, image PCK0.05: 56.03%, image PCK0.01: 82.90%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_11__t_0.8_layer_10_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_11__t_0.8_layer_10_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..e4ff2d0d078d35413f6b17bced5e22f41de2e535
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_11__t_0.8_layer_10_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 17:32:41] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_11__t_0.8_layer_10_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.6_layer_11', 't_0.8_layer_10'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.6_layer_11', 't_0.8_layer_10']
+Number of parameters corr net: 120
+
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 53%|█████▎    | 17/32 [00:05<00:04,  3.18it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.20it/s]
 59%|█████▉    | 19/32 [00:06<00:04,  3.13it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.11it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.14it/s]
 69%|██████▉   | 22/32 [00:07<00:03,  3.09it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.11it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.18it/s]
 78%|███████▊  | 25/32 [00:08<00:02,  3.18it/s]
 81%|████████▏ | 26/32 [00:08<00:01,  3.11it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.13it/s]
 88%|████████▊ | 28/32 [00:09<00:01,  3.08it/s]
 91%|█████████ | 29/32 [00:09<00:00,  3.10it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.13it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.20it/s]
100%|██████████| 32/32 [00:10<00:00,  3.23it/s][2025-07-16 17:33:16] bus...PCK-Transfer@0.10: 76.56% | PCK-Transfer@0.05: 67.45% | PCK-Transfer@0.15: 86.56%
+
100%|██████████| 32/32 [00:10<00:00,  3.12it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.97it/s]
 11%|█         | 2/19 [00:00<00:05,  3.10it/s]
 16%|█▌        | 3/19 [00:00<00:05,  3.16it/s]
 21%|██        | 4/19 [00:01<00:04,  3.21it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.15it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.08it/s]
 37%|███▋      | 7/19 [00:02<00:04,  2.91it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.00it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.06it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.11it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.14it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.13it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.14it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.18it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.10it/s]
 84%|████████▍ | 16/19 [00:05<00:00,  3.03it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.08it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.16it/s]
100%|██████████| 19/19 [00:06<00:00,  3.23it/s][2025-07-16 17:33:22] car...PCK-Transfer@0.10: 93.47% | PCK-Transfer@0.05: 82.62% | PCK-Transfer@0.15: 95.22%
+
100%|██████████| 19/19 [00:06<00:00,  3.12it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  2.92it/s]
  7%|▋         | 2/27 [00:00<00:08,  2.93it/s]
 11%|█         | 3/27 [00:01<00:08,  2.96it/s]
 15%|█▍        | 4/27 [00:01<00:07,  3.08it/s]
 19%|█▊        | 5/27 [00:01<00:07,  3.12it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.16it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.21it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.22it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.23it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.24it/s]
 41%|████      | 11/27 [00:03<00:04,  3.25it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.30it/s]
 48%|████▊     | 13/27 [00:04<00:04,  3.24it/s]
 52%|█████▏    | 14/27 [00:04<00:04,  3.25it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.23it/s]
 59%|█████▉    | 16/27 [00:05<00:03,  3.24it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.27it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.29it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.26it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.24it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.22it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.23it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.25it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.22it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.20it/s]
 96%|█████████▋| 26/27 [00:08<00:00,  3.20it/s]
100%|██████████| 27/27 [00:08<00:00,  3.19it/s][2025-07-16 17:33:30] cat...PCK-Transfer@0.10: 79.81% | PCK-Transfer@0.05: 64.13% | PCK-Transfer@0.15: 87.05%
+
100%|██████████| 27/27 [00:08<00:00,  3.20it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:05,  2.02it/s]
 15%|█▌        | 2/13 [00:00<00:04,  2.38it/s]
 23%|██▎       | 3/13 [00:01<00:03,  2.54it/s]
 31%|███       | 4/13 [00:01<00:03,  2.63it/s]
 38%|███▊      | 5/13 [00:01<00:02,  2.80it/s]
 46%|████▌     | 6/13 [00:02<00:02,  2.80it/s]
 54%|█████▍    | 7/13 [00:02<00:02,  2.88it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.03it/s]
 69%|██████▉   | 9/13 [00:03<00:01,  3.12it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.13it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.04it/s]
 92%|█████████▏| 12/13 [00:04<00:00,  3.08it/s]
100%|██████████| 13/13 [00:04<00:00,  3.12it/s][2025-07-16 17:33:35] chair...PCK-Transfer@0.10: 54.53% | PCK-Transfer@0.05: 33.01% | PCK-Transfer@0.15: 63.12%
+
100%|██████████| 13/13 [00:04<00:00,  2.91it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.96it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.17it/s]
100%|██████████| 3/3 [00:00<00:00,  3.24it/s][2025-07-16 17:33:36] cow...PCK-Transfer@0.10: 87.50% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.20it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.80it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.09it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.17it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.33it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.28it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.26it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.31it/s]
100%|██████████| 8/8 [00:02<00:00,  3.34it/s][2025-07-16 17:33:38] diningtable...PCK-Transfer@0.10: 55.73% | PCK-Transfer@0.05: 36.46% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 8/8 [00:02<00:00,  3.27it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.19it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.22it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.20it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.26it/s]
 21%|██        | 5/24 [00:01<00:05,  3.20it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.19it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.11it/s]
 33%|███▎      | 8/24 [00:02<00:05,  3.17it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.22it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.28it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.32it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.35it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.35it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.33it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.34it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.30it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.30it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.32it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.33it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.25it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.28it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.25it/s]
 96%|█████████▌| 23/24 [00:07<00:00,  3.25it/s]
100%|██████████| 24/24 [00:07<00:00,  3.22it/s][2025-07-16 17:33:45] dog...PCK-Transfer@0.10: 81.95% | PCK-Transfer@0.05: 58.35% | PCK-Transfer@0.15: 91.17%
+
100%|██████████| 24/24 [00:07<00:00,  3.26it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  2.76it/s]
 22%|██▏       | 2/9 [00:00<00:02,  2.95it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.06it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.16it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.15it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.17it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.11it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.15it/s]
100%|██████████| 9/9 [00:02<00:00,  3.21it/s][2025-07-16 17:33:48] horse...PCK-Transfer@0.10: 79.07% | PCK-Transfer@0.05: 56.72% | PCK-Transfer@0.15: 85.53%
+
100%|██████████| 9/9 [00:02<00:00,  3.14it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.07it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.10it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.11it/s]
 41%|████      | 11/27 [00:03<00:05,  3.15it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.13it/s]
 48%|████▊     | 13/27 [00:04<00:04,  3.17it/s]
 52%|█████▏    | 14/27 [00:04<00:04,  3.19it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.21it/s]
 59%|█████▉    | 16/27 [00:05<00:03,  3.19it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.20it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.21it/s]
 70%|███████   | 19/27 [00:06<00:02,  3.18it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.16it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.16it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.21it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.21it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.23it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.27it/s]
 96%|█████████▋| 26/27 [00:08<00:00,  3.25it/s]
100%|██████████| 27/27 [00:08<00:00,  3.16it/s][2025-07-16 17:33:57] motorbike...PCK-Transfer@0.10: 80.72% | PCK-Transfer@0.05: 58.52% | PCK-Transfer@0.15: 88.97%
+
100%|██████████| 27/27 [00:08<00:00,  3.16it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  2.96it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.26it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.37it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.40it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.11it/s]
 50%|█████     | 6/12 [00:01<00:02,  2.99it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  2.88it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  2.86it/s]
 75%|███████▌  | 9/12 [00:02<00:01,  2.98it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.01it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.06it/s]
100%|██████████| 12/12 [00:03<00:00,  3.00it/s][2025-07-16 17:34:01] person...PCK-Transfer@0.10: 59.12% | PCK-Transfer@0.05: 43.62% | PCK-Transfer@0.15: 71.91%
+
100%|██████████| 12/12 [00:03<00:00,  3.04it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:02,  2.80it/s]
 29%|██▊       | 2/7 [00:00<00:01,  2.99it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.10it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.09it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.00it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.05it/s]
100%|██████████| 7/7 [00:02<00:00,  3.03it/s][2025-07-16 17:34:03] pottedplant...PCK-Transfer@0.10: 49.05% | PCK-Transfer@0.05: 29.05% | PCK-Transfer@0.15: 68.10%
+
100%|██████████| 7/7 [00:02<00:00,  3.02it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.01it/s][2025-07-16 17:34:03] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.00it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.81it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.02it/s]
 23%|██▎       | 3/13 [00:01<00:03,  2.94it/s]
 31%|███       | 4/13 [00:01<00:02,  3.03it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.05it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.11it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.17it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.11it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.10it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.01it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.07it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.18it/s]
100%|██████████| 13/13 [00:04<00:00,  3.11it/s][2025-07-16 17:34:08] sofa...PCK-Transfer@0.10: 58.33% | PCK-Transfer@0.05: 38.02% | PCK-Transfer@0.15: 67.86%
+
100%|██████████| 13/13 [00:04<00:00,  3.08it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
  5%|▌         | 1/20 [00:00<00:06,  3.14it/s]
 10%|█         | 2/20 [00:00<00:05,  3.28it/s]
 15%|█▌        | 3/20 [00:00<00:05,  3.31it/s]
 20%|██        | 4/20 [00:01<00:04,  3.24it/s]
 25%|██▌       | 5/20 [00:01<00:04,  3.23it/s]
 30%|███       | 6/20 [00:01<00:04,  3.29it/s]
 35%|███▌      | 7/20 [00:02<00:03,  3.29it/s]
 40%|████      | 8/20 [00:02<00:03,  3.32it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.36it/s]
 50%|█████     | 10/20 [00:03<00:02,  3.34it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.32it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.37it/s]
 65%|██████▌   | 13/20 [00:03<00:02,  3.38it/s]
 70%|███████   | 14/20 [00:04<00:01,  3.40it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.40it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.41it/s]
 85%|████████▌ | 17/20 [00:05<00:00,  3.34it/s]
 90%|█████████ | 18/20 [00:05<00:00,  3.31it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.36it/s]
100%|██████████| 20/20 [00:06<00:00,  3.24it/s][2025-07-16 17:34:14] train...PCK-Transfer@0.10: 70.00% | PCK-Transfer@0.05: 44.25% | PCK-Transfer@0.15: 83.00%
+
100%|██████████| 20/20 [00:06<00:00,  3.31it/s]
+
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 53%|█████▎    | 8/15 [00:02<00:02,  3.12it/s]
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+[2025-07-16 17:34:18] Weighted Per image PCK0.10: 73.05%, image PCK0.05: 55.46%, image PCK0.01: 82.45%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_11__t_0.8_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_11__t_0.8_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..6ea4ed9a7d02571170e4132df9190c792bc1ac92
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_11__t_0.8_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 17:35:04] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_11__t_0.8_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.6_layer_11', 't_0.8_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.6_layer_11', 't_0.8_layer_13']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.63it/s][2025-07-16 17:36:32] tvmonitor...PCK-Transfer@0.10: 40.56% | PCK-Transfer@0.05: 24.44% | PCK-Transfer@0.15: 61.67%
+
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+[2025-07-16 17:36:32] Weighted Per image PCK0.10: 74.05%, image PCK0.05: 56.73%, image PCK0.01: 83.31%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_13__t_0.8_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_13__t_0.8_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..20a06e5c5c03c9a0ac45098ef4dcb62118181297
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_13__t_0.8_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 18:09:53] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_13__t_0.8_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.6_layer_13', 't_0.8_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.6_layer_13', 't_0.8_layer_15']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.56it/s][2025-07-16 18:10:00] aeroplane...PCK-Transfer@0.10: 80.23% | PCK-Transfer@0.05: 62.48% | PCK-Transfer@0.15: 88.05%
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100%|██████████| 6/6 [00:01<00:00,  3.56it/s][2025-07-16 18:10:14] boat...PCK-Transfer@0.10: 56.94% | PCK-Transfer@0.05: 34.72% | PCK-Transfer@0.15: 77.78%
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100%|██████████| 8/8 [00:02<00:00,  3.55it/s][2025-07-16 18:10:16] bottle...PCK-Transfer@0.10: 62.50% | PCK-Transfer@0.05: 45.31% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 8/8 [00:02<00:00,  3.52it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  3.07it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.32it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.39it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.45it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.36it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.35it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.37it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.42it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.34it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.43it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.49it/s]
 41%|████      | 13/32 [00:03<00:05,  3.49it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.49it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.54it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.55it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.60it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.62it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.51it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.44it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.46it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.38it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.46it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.48it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.47it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.31it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.35it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.41it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.49it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.51it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.49it/s]
100%|██████████| 32/32 [00:09<00:00,  3.49it/s][2025-07-16 18:10:25] bus...PCK-Transfer@0.10: 80.99% | PCK-Transfer@0.05: 69.53% | PCK-Transfer@0.15: 86.30%
+
100%|██████████| 32/32 [00:09<00:00,  3.45it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.75it/s]
 11%|█         | 2/19 [00:00<00:05,  3.14it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.31it/s]
 21%|██        | 4/19 [00:01<00:04,  3.33it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.35it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.31it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.27it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.33it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.40it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.40it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.44it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.51it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.51it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.45it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.40it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.46it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.53it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.45it/s]
100%|██████████| 19/19 [00:05<00:00,  3.45it/s][2025-07-16 18:10:31] car...PCK-Transfer@0.10: 90.66% | PCK-Transfer@0.05: 80.53% | PCK-Transfer@0.15: 93.53%
+
100%|██████████| 19/19 [00:05<00:00,  3.39it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.35it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.53it/s]
 11%|█         | 3/27 [00:00<00:06,  3.53it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.47it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.51it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.44it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.36it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.42it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.33it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.31it/s]
 41%|████      | 11/27 [00:03<00:04,  3.38it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.40it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.50it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.52it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.42it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.51it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.50it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.50it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.41it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.52it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.56it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.62it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.61it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.53it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.51it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.52it/s]
100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-16 18:10:39] cat...PCK-Transfer@0.10: 81.60% | PCK-Transfer@0.05: 65.71% | PCK-Transfer@0.15: 88.66%
+
100%|██████████| 27/27 [00:07<00:00,  3.48it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.42it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.47it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.50it/s]
 31%|███       | 4/13 [00:01<00:02,  3.52it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.56it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.58it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.59it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.56it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.54it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.49it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.46it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.48it/s]
100%|██████████| 13/13 [00:03<00:00,  3.49it/s][2025-07-16 18:10:42] chair...PCK-Transfer@0.10: 51.15% | PCK-Transfer@0.05: 32.12% | PCK-Transfer@0.15: 63.06%
+
100%|██████████| 13/13 [00:03<00:00,  3.51it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.58it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.62it/s]
100%|██████████| 3/3 [00:00<00:00,  3.60it/s][2025-07-16 18:10:43] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 66.67% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.60it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.57it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.53it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.58it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.55it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.44it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.52it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.57it/s]
100%|██████████| 8/8 [00:02<00:00,  3.57it/s][2025-07-16 18:10:45] diningtable...PCK-Transfer@0.10: 47.92% | PCK-Transfer@0.05: 28.65% | PCK-Transfer@0.15: 64.06%
+
100%|██████████| 8/8 [00:02<00:00,  3.55it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.56it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.57it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.58it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.52it/s]
 21%|██        | 5/24 [00:01<00:05,  3.55it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.55it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.52it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.54it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.53it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.50it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.50it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.52it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.53it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.53it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.55it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.54it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.54it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.55it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.56it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.57it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.57it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.57it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.54it/s]
100%|██████████| 24/24 [00:06<00:00,  3.50it/s][2025-07-16 18:10:52] dog...PCK-Transfer@0.10: 77.57% | PCK-Transfer@0.05: 58.35% | PCK-Transfer@0.15: 87.24%
+
100%|██████████| 24/24 [00:06<00:00,  3.54it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.28it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.41it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.41it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.39it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.42it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.44it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.44it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.47it/s]
100%|██████████| 9/9 [00:02<00:00,  3.49it/s][2025-07-16 18:10:55] horse...PCK-Transfer@0.10: 79.21% | PCK-Transfer@0.05: 55.79% | PCK-Transfer@0.15: 87.09%
+
100%|██████████| 9/9 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.45it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.47it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.56it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.64it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.60it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.62it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.65it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.64it/s]
 41%|████      | 11/27 [00:03<00:04,  3.63it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.57it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.58it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.59it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.60it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.61it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.63it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.62it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.54it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.58it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.58it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.55it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.56it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.52it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.47it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.48it/s]
100%|██████████| 27/27 [00:07<00:00,  3.45it/s][2025-07-16 18:11:03] motorbike...PCK-Transfer@0.10: 82.15% | PCK-Transfer@0.05: 62.04% | PCK-Transfer@0.15: 90.08%
+
100%|██████████| 27/27 [00:07<00:00,  3.56it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.09it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.21it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.28it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.34it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.37it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.42it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.43it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.40it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.44it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.41it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.46it/s]
100%|██████████| 12/12 [00:03<00:00,  3.45it/s][2025-07-16 18:11:06] person...PCK-Transfer@0.10: 61.94% | PCK-Transfer@0.05: 41.91% | PCK-Transfer@0.15: 71.65%
+
100%|██████████| 12/12 [00:03<00:00,  3.39it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.24it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.43it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.42it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.47it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.42it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.37it/s]
100%|██████████| 7/7 [00:02<00:00,  3.37it/s][2025-07-16 18:11:08] pottedplant...PCK-Transfer@0.10: 61.43% | PCK-Transfer@0.05: 36.67% | PCK-Transfer@0.15: 73.33%
+
100%|██████████| 7/7 [00:02<00:00,  3.39it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.45it/s][2025-07-16 18:11:08] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.44it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.50it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.53it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.50it/s]
 31%|███       | 4/13 [00:01<00:02,  3.50it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.53it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.55it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.55it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.57it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.59it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.53it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.58it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.54it/s]
100%|██████████| 13/13 [00:03<00:00,  3.51it/s][2025-07-16 18:11:12] sofa...PCK-Transfer@0.10: 53.82% | PCK-Transfer@0.05: 34.73% | PCK-Transfer@0.15: 68.63%
+
100%|██████████| 13/13 [00:03<00:00,  3.54it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 10%|█         | 2/20 [00:00<00:04,  3.69it/s]
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 30%|███       | 6/20 [00:01<00:03,  3.65it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.65it/s]
 45%|████▌     | 9/20 [00:02<00:02,  3.71it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.57it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.44it/s]
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+[2025-07-16 18:11:22] Weighted Per image PCK0.10: 73.69%, image PCK0.05: 56.50%, image PCK0.01: 82.41%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_13__t_0.8_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_13__t_0.8_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..f96793a7aac6fa157d4c78b7b7fdce6e36e7ad95
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_13__t_0.8_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-16 18:05:08] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_13__t_0.8_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.6_layer_13', 't_0.8_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.6_layer_13', 't_0.8_layer_5']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.49it/s][2025-07-16 18:06:38] tvmonitor...PCK-Transfer@0.10: 33.33% | PCK-Transfer@0.05: 22.22% | PCK-Transfer@0.15: 50.00%
+
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+[2025-07-16 18:06:38] Weighted Per image PCK0.10: 73.29%, image PCK0.05: 55.55%, image PCK0.01: 82.26%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_15__t_0.6_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_15__t_0.6_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..1cab1e83e3abdb6f5ec6c8b7784b8ebf15418fce
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_15__t_0.6_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 18:13:05] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_15__t_0.6_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.6_layer_15', 't_0.6_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.6_layer_15', 't_0.6_layer_20']
+Number of parameters corr net: 120
+
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100%|██████████| 10/10 [00:02<00:00,  3.45it/s][2025-07-16 18:13:24] bird...PCK-Transfer@0.10: 72.03% | PCK-Transfer@0.05: 48.31% | PCK-Transfer@0.15: 84.72%
+
100%|██████████| 10/10 [00:02<00:00,  3.38it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.65it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.61it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.58it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.38it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.40it/s]
100%|██████████| 6/6 [00:01<00:00,  3.48it/s][2025-07-16 18:13:25] boat...PCK-Transfer@0.10: 45.83% | PCK-Transfer@0.05: 31.94% | PCK-Transfer@0.15: 70.83%
+
100%|██████████| 6/6 [00:01<00:00,  3.49it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.11it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.49it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.51it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.53it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.39it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.40it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.52it/s]
100%|██████████| 8/8 [00:02<00:00,  3.52it/s][2025-07-16 18:13:28] bottle...PCK-Transfer@0.10: 48.44% | PCK-Transfer@0.05: 32.81% | PCK-Transfer@0.15: 59.38%
+
100%|██████████| 8/8 [00:02<00:00,  3.47it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  2.85it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.11it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.27it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.38it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.32it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.33it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.32it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.35it/s]
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 34%|███▍      | 11/32 [00:03<00:06,  3.28it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.25it/s]
 41%|████      | 13/32 [00:03<00:05,  3.33it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.37it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.37it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.44it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.55it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.55it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.46it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.40it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.38it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.31it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.41it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.39it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.37it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.21it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.29it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.36it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.44it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.51it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.48it/s]
100%|██████████| 32/32 [00:09<00:00,  3.48it/s][2025-07-16 18:13:37] bus...PCK-Transfer@0.10: 66.67% | PCK-Transfer@0.05: 54.95% | PCK-Transfer@0.15: 73.96%
+
100%|██████████| 32/32 [00:09<00:00,  3.37it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.23it/s]
 11%|█         | 2/19 [00:00<00:04,  3.49it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.49it/s]
 21%|██        | 4/19 [00:01<00:04,  3.49it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.46it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.39it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.33it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.35it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.42it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.30it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.36it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.44it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.47it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.38it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.33it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.29it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.40it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.34it/s]
100%|██████████| 19/19 [00:05<00:00,  3.31it/s][2025-07-16 18:13:43] car...PCK-Transfer@0.10: 81.55% | PCK-Transfer@0.05: 68.72% | PCK-Transfer@0.15: 85.71%
+
100%|██████████| 19/19 [00:05<00:00,  3.37it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.22it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.46it/s]
 11%|█         | 3/27 [00:00<00:06,  3.54it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.47it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.49it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.26it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.28it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.36it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.28it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.27it/s]
 41%|████      | 11/27 [00:03<00:04,  3.35it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.36it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.43it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.48it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.39it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.50it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.48it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.48it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.38it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.49it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.53it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.56it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.57it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.47it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.46it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.49it/s]
100%|██████████| 27/27 [00:07<00:00,  3.51it/s][2025-07-16 18:13:51] cat...PCK-Transfer@0.10: 81.70% | PCK-Transfer@0.05: 63.36% | PCK-Transfer@0.15: 86.34%
+
100%|██████████| 27/27 [00:07<00:00,  3.44it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.56it/s]
 15%|█▌        | 2/13 [00:00<00:03,  2.93it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.11it/s]
 31%|███       | 4/13 [00:01<00:02,  3.26it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.24it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.32it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.33it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.36it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.35it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.38it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.37it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.43it/s]
100%|██████████| 13/13 [00:03<00:00,  3.46it/s][2025-07-16 18:13:55] chair...PCK-Transfer@0.10: 39.12% | PCK-Transfer@0.05: 27.12% | PCK-Transfer@0.15: 44.96%
+
100%|██████████| 13/13 [00:03<00:00,  3.32it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.07it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.30it/s]
100%|██████████| 3/3 [00:00<00:00,  3.43it/s][2025-07-16 18:13:56] cow...PCK-Transfer@0.10: 89.58% | PCK-Transfer@0.05: 70.83% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.36it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.53it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.52it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.57it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.55it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.41it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.49it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.54it/s]
100%|██████████| 8/8 [00:02<00:00,  3.55it/s][2025-07-16 18:13:58] diningtable...PCK-Transfer@0.10: 26.04% | PCK-Transfer@0.05: 11.46% | PCK-Transfer@0.15: 50.00%
+
100%|██████████| 8/8 [00:02<00:00,  3.52it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.24it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.28it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.38it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.39it/s]
 21%|██        | 5/24 [00:01<00:05,  3.46it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.49it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.49it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.53it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.50it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.48it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.50it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.49it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.48it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.50it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.53it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.53it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.53it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.54it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.54it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.51it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.50it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.49it/s]
100%|██████████| 24/24 [00:06<00:00,  3.50it/s][2025-07-16 18:14:05] dog...PCK-Transfer@0.10: 65.30% | PCK-Transfer@0.05: 50.26% | PCK-Transfer@0.15: 79.59%
+
100%|██████████| 24/24 [00:06<00:00,  3.49it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.51it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.54it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.48it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.46it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.51it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.54it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.57it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.59it/s]
100%|██████████| 9/9 [00:02<00:00,  3.57it/s][2025-07-16 18:14:07] horse...PCK-Transfer@0.10: 74.29% | PCK-Transfer@0.05: 52.35% | PCK-Transfer@0.15: 80.11%
+
100%|██████████| 9/9 [00:02<00:00,  3.54it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.47it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.54it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.52it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.60it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.56it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.62it/s]
 41%|████      | 11/27 [00:03<00:04,  3.59it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.55it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.56it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.56it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.54it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.56it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.60it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.62it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.58it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.61it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.61it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.58it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.59it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.58it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.54it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.55it/s]
100%|██████████| 27/27 [00:07<00:00,  3.56it/s][2025-07-16 18:14:15] motorbike...PCK-Transfer@0.10: 77.30% | PCK-Transfer@0.05: 55.03% | PCK-Transfer@0.15: 84.44%
+
100%|██████████| 27/27 [00:07<00:00,  3.57it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.36it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.31it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.34it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.32it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.35it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.41it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.43it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.40it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.46it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.46it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.54it/s]
100%|██████████| 12/12 [00:03<00:00,  3.55it/s][2025-07-16 18:14:18] person...PCK-Transfer@0.10: 54.77% | PCK-Transfer@0.05: 38.53% | PCK-Transfer@0.15: 66.11%
+
100%|██████████| 12/12 [00:03<00:00,  3.45it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.44it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.59it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.60it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.65it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.57it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.53it/s]
100%|██████████| 7/7 [00:01<00:00,  3.53it/s][2025-07-16 18:14:20] pottedplant...PCK-Transfer@0.10: 53.81% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 68.57%
+
100%|██████████| 7/7 [00:01<00:00,  3.55it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.16it/s][2025-07-16 18:14:21] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.15it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 15%|█▌        | 2/13 [00:00<00:03,  3.55it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.57it/s]
 31%|███       | 4/13 [00:01<00:02,  3.55it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.57it/s]
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+[2025-07-16 18:14:34] Weighted Per image PCK0.10: 64.80%, image PCK0.05: 48.55%, image PCK0.01: 73.55%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_15__t_0.8_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_15__t_0.8_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..b306278f3d97e5c67f57028423fa236351350e96
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_15__t_0.8_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 18:20:56] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_15__t_0.8_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.6_layer_15', 't_0.8_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.6_layer_15', 't_0.8_layer_5']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.62it/s][2025-07-16 18:22:26] tvmonitor...PCK-Transfer@0.10: 46.11% | PCK-Transfer@0.05: 28.33% | PCK-Transfer@0.15: 56.11%
+
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+[2025-07-16 18:22:26] Weighted Per image PCK0.10: 69.98%, image PCK0.05: 53.74%, image PCK0.01: 79.11%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..cdd1372b21b02ab6027a668d85a5b62a0019ed4b
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-12 01:38:03] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.6_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.6_layer_18']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  3.45it/s][2025-07-12 01:38:10] aeroplane...PCK-Transfer@0.10: 89.74% | PCK-Transfer@0.05: 76.38% | PCK-Transfer@0.15: 92.65%
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 97%|█████████▋| 29/30 [00:08<00:00,  3.44it/s]
100%|██████████| 30/30 [00:08<00:00,  3.45it/s][2025-07-12 01:38:18] bicycle...PCK-Transfer@0.10: 90.45% | PCK-Transfer@0.05: 80.12% | PCK-Transfer@0.15: 92.27%
+
100%|██████████| 30/30 [00:08<00:00,  3.48it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.43it/s]
 20%|██        | 2/10 [00:00<00:02,  3.44it/s]
 30%|███       | 3/10 [00:00<00:02,  3.41it/s]
 40%|████      | 4/10 [00:01<00:01,  3.46it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.51it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.44it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.46it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.47it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.48it/s]
100%|██████████| 10/10 [00:02<00:00,  3.45it/s][2025-07-12 01:38:21] bird...PCK-Transfer@0.10: 92.03% | PCK-Transfer@0.05: 70.58% | PCK-Transfer@0.15: 97.64%
+
100%|██████████| 10/10 [00:02<00:00,  3.46it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.65it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.62it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.54it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.47it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.47it/s]
100%|██████████| 6/6 [00:01<00:00,  3.52it/s][2025-07-12 01:38:23] boat...PCK-Transfer@0.10: 66.67% | PCK-Transfer@0.05: 52.78% | PCK-Transfer@0.15: 80.56%
+
100%|██████████| 6/6 [00:01<00:00,  3.52it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.47it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.61it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.54it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.52it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.52it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.47it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.53it/s]
100%|██████████| 8/8 [00:02<00:00,  3.49it/s][2025-07-12 01:38:25] bottle...PCK-Transfer@0.10: 62.50% | PCK-Transfer@0.05: 42.19% | PCK-Transfer@0.15: 71.88%
+
100%|██████████| 8/8 [00:02<00:00,  3.51it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.55it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.54it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.53it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.52it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.56it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.49it/s]
 22%|██▏       | 7/32 [00:01<00:07,  3.51it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.44it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.46it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.55it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.56it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.56it/s]
 41%|████      | 13/32 [00:03<00:05,  3.52it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.45it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.48it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.47it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.52it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.52it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.52it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.50it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.46it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.54it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.55it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.52it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.48it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.52it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.47it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.36it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.43it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.47it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.43it/s]
100%|██████████| 32/32 [00:09<00:00,  3.43it/s][2025-07-12 01:38:34] bus...PCK-Transfer@0.10: 82.34% | PCK-Transfer@0.05: 70.00% | PCK-Transfer@0.15: 88.07%
+
100%|██████████| 32/32 [00:09<00:00,  3.49it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.26it/s]
 11%|█         | 2/19 [00:00<00:05,  3.32it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.40it/s]
 21%|██        | 4/19 [00:01<00:04,  3.42it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.43it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.42it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.51it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.43it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.43it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.40it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.42it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.47it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.46it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.45it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.48it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.50it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.48it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.34it/s]
100%|██████████| 19/19 [00:05<00:00,  3.29it/s][2025-07-12 01:38:40] car...PCK-Transfer@0.10: 89.04% | PCK-Transfer@0.05: 79.80% | PCK-Transfer@0.15: 92.88%
+
100%|██████████| 19/19 [00:05<00:00,  3.41it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.36it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.49it/s]
 11%|█         | 3/27 [00:00<00:06,  3.57it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.49it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.51it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.51it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.48it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.48it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.53it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.52it/s]
 41%|████      | 11/27 [00:03<00:04,  3.50it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.46it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.52it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.50it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.55it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.57it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.50it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.46it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.47it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.52it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.52it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.53it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.53it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.53it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.52it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.51it/s]
100%|██████████| 27/27 [00:07<00:00,  3.50it/s][2025-07-12 01:38:48] cat...PCK-Transfer@0.10: 81.64% | PCK-Transfer@0.05: 65.87% | PCK-Transfer@0.15: 83.53%
+
100%|██████████| 27/27 [00:07<00:00,  3.51it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.48it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.43it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.42it/s]
 31%|███       | 4/13 [00:01<00:02,  3.43it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.46it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.49it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.50it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.46it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.45it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.41it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.40it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.45it/s]
100%|██████████| 13/13 [00:03<00:00,  3.44it/s][2025-07-12 01:38:52] chair...PCK-Transfer@0.10: 43.03% | PCK-Transfer@0.05: 35.75% | PCK-Transfer@0.15: 52.31%
+
100%|██████████| 13/13 [00:03<00:00,  3.44it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.46it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.55it/s]
100%|██████████| 3/3 [00:00<00:00,  3.53it/s][2025-07-12 01:38:52] cow...PCK-Transfer@0.10: 95.83% | PCK-Transfer@0.05: 77.08% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.53it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.44it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.38it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.40it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.37it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.43it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.47it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.48it/s]
100%|██████████| 8/8 [00:02<00:00,  3.47it/s][2025-07-12 01:38:55] diningtable...PCK-Transfer@0.10: 39.06% | PCK-Transfer@0.05: 25.52% | PCK-Transfer@0.15: 50.52%
+
100%|██████████| 8/8 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.44it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.46it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.50it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.44it/s]
 21%|██        | 5/24 [00:01<00:05,  3.46it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.46it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.48it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.49it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.48it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.44it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.45it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.44it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.45it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.43it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.45it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.44it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.45it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.46it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.51it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.49it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.48it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.47it/s]
100%|██████████| 24/24 [00:06<00:00,  3.47it/s][2025-07-12 01:39:02] dog...PCK-Transfer@0.10: 77.46% | PCK-Transfer@0.05: 64.15% | PCK-Transfer@0.15: 84.73%
+
100%|██████████| 24/24 [00:06<00:00,  3.46it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.46it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.44it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.40it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.39it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.45it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.49it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.55it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.55it/s]
100%|██████████| 9/9 [00:02<00:00,  3.50it/s][2025-07-12 01:39:04] horse...PCK-Transfer@0.10: 84.42% | PCK-Transfer@0.05: 68.04% | PCK-Transfer@0.15: 89.18%
+
100%|██████████| 9/9 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.38it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.46it/s]
 11%|█         | 3/27 [00:00<00:06,  3.50it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.50it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.49it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.57it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.41it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.39it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.44it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.46it/s]
 41%|████      | 11/27 [00:03<00:04,  3.47it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.46it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.47it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.42it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.42it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.46it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.48it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.33it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.39it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.41it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.35it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.35it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.38it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.36it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.39it/s]
100%|██████████| 27/27 [00:07<00:00,  3.40it/s][2025-07-12 01:39:12] motorbike...PCK-Transfer@0.10: 87.93% | PCK-Transfer@0.05: 66.75% | PCK-Transfer@0.15: 94.93%
+
100%|██████████| 27/27 [00:07<00:00,  3.42it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.47it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.39it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.38it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.36it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.45it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.50it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.55it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.52it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.56it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.52it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.54it/s]
100%|██████████| 12/12 [00:03<00:00,  3.51it/s][2025-07-12 01:39:16] person...PCK-Transfer@0.10: 69.83% | PCK-Transfer@0.05: 52.91% | PCK-Transfer@0.15: 78.36%
+
100%|██████████| 12/12 [00:03<00:00,  3.49it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.57it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.61it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.57it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.60it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.65it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.56it/s]
100%|██████████| 7/7 [00:01<00:00,  3.50it/s][2025-07-12 01:39:18] pottedplant...PCK-Transfer@0.10: 78.10% | PCK-Transfer@0.05: 53.81% | PCK-Transfer@0.15: 82.86%
+
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+[2025-07-12 01:39:32] Weighted Per image PCK0.10: 77.59%, image PCK0.05: 61.79%, image PCK0.01: 83.59%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_20__t_0.8_layer_10_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_20__t_0.8_layer_10_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..94463b5f6ca81298eec6d0b0f4bda3f0e01deb05
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_20__t_0.8_layer_10_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 18:52:09] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_20__t_0.8_layer_10_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.6_layer_20', 't_0.8_layer_10'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.6_layer_20', 't_0.8_layer_10']
+Number of parameters corr net: 120
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+[2025-07-16 18:53:38] Weighted Per image PCK0.10: 58.24%, image PCK0.05: 40.65%, image PCK0.01: 67.97%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_20__t_0.8_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_20__t_0.8_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..8ff4f8731dfc3240af2b387328cb548663316db1
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_20__t_0.8_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 18:54:15] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_20__t_0.8_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.6_layer_20', 't_0.8_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.6_layer_20', 't_0.8_layer_13']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.50it/s][2025-07-16 18:54:22] aeroplane...PCK-Transfer@0.10: 67.46% | PCK-Transfer@0.05: 42.58% | PCK-Transfer@0.15: 76.52%
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 30%|███       | 9/30 [00:02<00:06,  3.37it/s]
 33%|███▎      | 10/30 [00:02<00:05,  3.40it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.37it/s]
 40%|████      | 12/30 [00:03<00:05,  3.36it/s]
 43%|████▎     | 13/30 [00:03<00:05,  3.34it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.28it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.37it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.34it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.32it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.35it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.39it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.37it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.46it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.54it/s]
 77%|███████▋  | 23/30 [00:06<00:01,  3.51it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.53it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.47it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.48it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.50it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.44it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.47it/s]
100%|██████████| 30/30 [00:08<00:00,  3.46it/s][2025-07-16 18:54:31] bicycle...PCK-Transfer@0.10: 71.58% | PCK-Transfer@0.05: 60.36% | PCK-Transfer@0.15: 76.73%
+
100%|██████████| 30/30 [00:08<00:00,  3.41it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.25it/s]
 20%|██        | 2/10 [00:00<00:02,  3.08it/s]
 30%|███       | 3/10 [00:00<00:02,  3.15it/s]
 40%|████      | 4/10 [00:01<00:01,  3.25it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.28it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.31it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.25it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.33it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.38it/s]
100%|██████████| 10/10 [00:03<00:00,  3.37it/s][2025-07-16 18:54:34] bird...PCK-Transfer@0.10: 65.53% | PCK-Transfer@0.05: 37.22% | PCK-Transfer@0.15: 82.94%
+
100%|██████████| 10/10 [00:03<00:00,  3.30it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.57it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.54it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.50it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.44it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.38it/s]
100%|██████████| 6/6 [00:01<00:00,  3.44it/s][2025-07-16 18:54:35] boat...PCK-Transfer@0.10: 41.67% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 63.89%
+
100%|██████████| 6/6 [00:01<00:00,  3.45it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.32it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.50it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.47it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.49it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.41it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.42it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.50it/s]
100%|██████████| 8/8 [00:02<00:00,  3.47it/s][2025-07-16 18:54:38] bottle...PCK-Transfer@0.10: 35.94% | PCK-Transfer@0.05: 21.88% | PCK-Transfer@0.15: 43.75%
+
100%|██████████| 8/8 [00:02<00:00,  3.46it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  2.97it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.30it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.37it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.42it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.31it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.36it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.39it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.42it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.50it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.37it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.45it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.51it/s]
 41%|████      | 13/32 [00:03<00:05,  3.49it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.49it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.48it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.49it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.52it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.52it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.42it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.37it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.40it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.31it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.36it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.34it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.34it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.24it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.29it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.35it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.41it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.45it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.42it/s]
100%|██████████| 32/32 [00:09<00:00,  3.40it/s][2025-07-16 18:54:47] bus...PCK-Transfer@0.10: 58.07% | PCK-Transfer@0.05: 42.97% | PCK-Transfer@0.15: 66.93%
+
100%|██████████| 32/32 [00:09<00:00,  3.40it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.26it/s]
 11%|█         | 2/19 [00:00<00:04,  3.45it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.53it/s]
 21%|██        | 4/19 [00:01<00:04,  3.51it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.45it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.33it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.24it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.27it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.35it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.34it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.39it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.46it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.47it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.40it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.34it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.38it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.44it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.36it/s]
100%|██████████| 19/19 [00:05<00:00,  3.34it/s][2025-07-16 18:54:53] car...PCK-Transfer@0.10: 76.90% | PCK-Transfer@0.05: 62.63% | PCK-Transfer@0.15: 85.53%
+
100%|██████████| 19/19 [00:05<00:00,  3.38it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.17it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.34it/s]
 11%|█         | 3/27 [00:00<00:06,  3.44it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.43it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.38it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.34it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.33it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.39it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.27it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.26it/s]
 41%|████      | 11/27 [00:03<00:04,  3.23it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.27it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.34it/s]
 52%|█████▏    | 14/27 [00:04<00:04,  3.22it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.19it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.37it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.41it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.45it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.39it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.49it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.43it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.42it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.46it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.28it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.32it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.40it/s]
100%|██████████| 27/27 [00:08<00:00,  3.44it/s][2025-07-16 18:55:01] cat...PCK-Transfer@0.10: 72.99% | PCK-Transfer@0.05: 55.36% | PCK-Transfer@0.15: 78.95%
+
100%|██████████| 27/27 [00:08<00:00,  3.36it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.44it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.50it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.54it/s]
 31%|███       | 4/13 [00:01<00:02,  3.54it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.58it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.63it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.56it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.50it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.51it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.51it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.52it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.58it/s]
100%|██████████| 13/13 [00:03<00:00,  3.57it/s][2025-07-16 18:55:05] chair...PCK-Transfer@0.10: 33.55% | PCK-Transfer@0.05: 21.50% | PCK-Transfer@0.15: 40.34%
+
100%|██████████| 13/13 [00:03<00:00,  3.55it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.51it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.60it/s]
100%|██████████| 3/3 [00:00<00:00,  3.59it/s][2025-07-16 18:55:05] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.58it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.53it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.55it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.60it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.58it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.43it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.49it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.57it/s]
100%|██████████| 8/8 [00:02<00:00,  3.56it/s][2025-07-16 18:55:08] diningtable...PCK-Transfer@0.10: 30.73% | PCK-Transfer@0.05: 6.77% | PCK-Transfer@0.15: 44.79%
+
100%|██████████| 8/8 [00:02<00:00,  3.54it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.48it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.51it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.56it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.49it/s]
 21%|██        | 5/24 [00:01<00:05,  3.51it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.54it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.52it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.54it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.53it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.51it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.50it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.51it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.53it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.55it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.60it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.58it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.58it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.58it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.58it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.56it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.56it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.57it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.54it/s]
100%|██████████| 24/24 [00:06<00:00,  3.54it/s][2025-07-16 18:55:14] dog...PCK-Transfer@0.10: 61.97% | PCK-Transfer@0.05: 45.81% | PCK-Transfer@0.15: 75.38%
+
100%|██████████| 24/24 [00:06<00:00,  3.54it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.50it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.56it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.54it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.48it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.54it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.58it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.61it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.65it/s]
100%|██████████| 9/9 [00:02<00:00,  3.63it/s][2025-07-16 18:55:17] horse...PCK-Transfer@0.10: 70.29% | PCK-Transfer@0.05: 46.14% | PCK-Transfer@0.15: 81.40%
+
100%|██████████| 9/9 [00:02<00:00,  3.59it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.58it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.56it/s]
 11%|█         | 3/27 [00:00<00:06,  3.66it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.69it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.72it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.67it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.66it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.63it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.62it/s]
 41%|████      | 11/27 [00:03<00:04,  3.60it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.54it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.54it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.56it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.57it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.58it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.61it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.61it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.55it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.60it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.60it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.55it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.57it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.60it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.53it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.50it/s]
100%|██████████| 27/27 [00:07<00:00,  3.53it/s][2025-07-16 18:55:24] motorbike...PCK-Transfer@0.10: 72.15% | PCK-Transfer@0.05: 49.12% | PCK-Transfer@0.15: 79.71%
+
100%|██████████| 27/27 [00:07<00:00,  3.59it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.60it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.49it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.44it/s]
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100%|██████████| 7/7 [00:01<00:00,  3.48it/s][2025-07-16 18:55:30] pottedplant...PCK-Transfer@0.10: 54.29% | PCK-Transfer@0.05: 29.52% | PCK-Transfer@0.15: 66.19%
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100%|██████████| 20/20 [00:05<00:00,  3.55it/s][2025-07-16 18:55:40] train...PCK-Transfer@0.10: 60.50% | PCK-Transfer@0.05: 35.50% | PCK-Transfer@0.15: 71.50%
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+[2025-07-16 18:55:44] Weighted Per image PCK0.10: 59.34%, image PCK0.05: 41.68%, image PCK0.01: 69.47%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_5__t_0.6_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_5__t_0.6_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..0f4d68e918eca96da085acf53afca050495a567b
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_5__t_0.6_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-16 16:22:43] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_5__t_0.6_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.6_layer_5', 't_0.6_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.6_layer_5', 't_0.6_layer_12']
+Number of parameters corr net: 120
+
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+
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+[2025-07-16 16:24:16] Weighted Per image PCK0.10: 70.53%, image PCK0.05: 52.72%, image PCK0.01: 80.45%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_5__t_0.7_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_5__t_0.7_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..6a8db33697d28d3fd1156d77e7b6dd76bce85744
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_5__t_0.7_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-16 16:27:58] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_5__t_0.7_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.6_layer_5', 't_0.7_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.6_layer_5', 't_0.7_layer_10']
+Number of parameters corr net: 120
+
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 67%|██████▋   | 10/15 [00:04<00:01,  3.09it/s]
 73%|███████▎  | 11/15 [00:04<00:01,  3.18it/s]
 80%|████████  | 12/15 [00:05<00:00,  3.27it/s]
 87%|████████▋ | 13/15 [00:05<00:00,  3.34it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.32it/s]
100%|██████████| 15/15 [00:06<00:00,  3.34it/s][2025-07-16 16:28:05] aeroplane...PCK-Transfer@0.10: 84.87% | PCK-Transfer@0.05: 65.20% | PCK-Transfer@0.15: 92.77%
+
100%|██████████| 15/15 [00:06<00:00,  2.49it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:08,  3.31it/s]
  7%|▋         | 2/30 [00:00<00:08,  3.41it/s]
 10%|█         | 3/30 [00:00<00:08,  3.27it/s]
 13%|█▎        | 4/30 [00:01<00:07,  3.30it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.39it/s]
 20%|██        | 6/30 [00:01<00:06,  3.45it/s]
 23%|██▎       | 7/30 [00:02<00:06,  3.39it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.25it/s]
 30%|███       | 9/30 [00:02<00:06,  3.29it/s]
 33%|███▎      | 10/30 [00:03<00:06,  3.31it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.39it/s]
 40%|████      | 12/30 [00:03<00:05,  3.39it/s]
 43%|████▎     | 13/30 [00:03<00:05,  3.34it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.30it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.37it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.39it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.41it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.40it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.38it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.34it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.27it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.22it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.29it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.28it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.29it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.34it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.37it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.37it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.40it/s]
100%|██████████| 30/30 [00:08<00:00,  3.40it/s][2025-07-16 16:28:14] bicycle...PCK-Transfer@0.10: 82.45% | PCK-Transfer@0.05: 67.30% | PCK-Transfer@0.15: 87.30%
+
100%|██████████| 30/30 [00:08<00:00,  3.35it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.31it/s]
 20%|██        | 2/10 [00:00<00:02,  3.29it/s]
 30%|███       | 3/10 [00:00<00:02,  3.45it/s]
 40%|████      | 4/10 [00:01<00:01,  3.45it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.44it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.50it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.49it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.53it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.48it/s]
100%|██████████| 10/10 [00:02<00:00,  3.51it/s][2025-07-16 16:28:17] bird...PCK-Transfer@0.10: 78.00% | PCK-Transfer@0.05: 49.33% | PCK-Transfer@0.15: 90.42%
+
100%|██████████| 10/10 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.20it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.24it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.32it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.38it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.44it/s]
100%|██████████| 6/6 [00:01<00:00,  3.37it/s][2025-07-16 16:28:19] boat...PCK-Transfer@0.10: 56.94% | PCK-Transfer@0.05: 44.44% | PCK-Transfer@0.15: 80.56%
+
100%|██████████| 6/6 [00:01<00:00,  3.35it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.42it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.37it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.41it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.43it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.40it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.42it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.41it/s]
100%|██████████| 8/8 [00:02<00:00,  3.43it/s][2025-07-16 16:28:21] bottle...PCK-Transfer@0.10: 71.88% | PCK-Transfer@0.05: 53.12% | PCK-Transfer@0.15: 78.12%
+
100%|██████████| 8/8 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.21it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.32it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.32it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.36it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.32it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.40it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.40it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.45it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.45it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.36it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.35it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.34it/s]
 41%|████      | 13/32 [00:03<00:05,  3.38it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.42it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.41it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.41it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.39it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.39it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.37it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.38it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.41it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.34it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.35it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.43it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.51it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.45it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.47it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.37it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.37it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.38it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.44it/s]
100%|██████████| 32/32 [00:09<00:00,  3.47it/s][2025-07-16 16:28:31] bus...PCK-Transfer@0.10: 78.49% | PCK-Transfer@0.05: 67.81% | PCK-Transfer@0.15: 84.74%
+
100%|██████████| 32/32 [00:09<00:00,  3.40it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.44it/s]
 11%|█         | 2/19 [00:00<00:05,  3.38it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.36it/s]
 21%|██        | 4/19 [00:01<00:04,  3.31it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.34it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.27it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.24it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.32it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.34it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.41it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.44it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.41it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.40it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.45it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.46it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.45it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.43it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.45it/s]
100%|██████████| 19/19 [00:05<00:00,  3.51it/s][2025-07-16 16:28:36] car...PCK-Transfer@0.10: 91.72% | PCK-Transfer@0.05: 83.16% | PCK-Transfer@0.15: 94.54%
+
100%|██████████| 19/19 [00:05<00:00,  3.40it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.59it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.43it/s]
 11%|█         | 3/27 [00:00<00:07,  3.38it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.43it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.40it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.41it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.44it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.43it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.44it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.42it/s]
 41%|████      | 11/27 [00:03<00:04,  3.43it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.46it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.42it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.43it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.42it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.40it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.42it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.43it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.40it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.38it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.36it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.35it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.37it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.37it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.36it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.33it/s]
100%|██████████| 27/27 [00:07<00:00,  3.18it/s][2025-07-16 16:28:44] cat...PCK-Transfer@0.10: 78.95% | PCK-Transfer@0.05: 61.93% | PCK-Transfer@0.15: 84.12%
+
100%|██████████| 27/27 [00:07<00:00,  3.38it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.21it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.41it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.45it/s]
 31%|███       | 4/13 [00:01<00:02,  3.41it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.42it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.38it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.40it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.38it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.38it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.42it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.45it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.44it/s]
100%|██████████| 13/13 [00:03<00:00,  3.45it/s][2025-07-16 16:28:48] chair...PCK-Transfer@0.10: 55.24% | PCK-Transfer@0.05: 33.89% | PCK-Transfer@0.15: 64.68%
+
100%|██████████| 13/13 [00:03<00:00,  3.42it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.49it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.47it/s]
100%|██████████| 3/3 [00:00<00:00,  3.45it/s][2025-07-16 16:28:49] cow...PCK-Transfer@0.10: 83.33% | PCK-Transfer@0.05: 52.08% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.45it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.41it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.44it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.43it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.48it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.46it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.44it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.44it/s]
100%|██████████| 8/8 [00:02<00:00,  3.46it/s][2025-07-16 16:28:51] diningtable...PCK-Transfer@0.10: 52.60% | PCK-Transfer@0.05: 28.65% | PCK-Transfer@0.15: 66.15%
+
100%|██████████| 8/8 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.35it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.41it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.40it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.45it/s]
 21%|██        | 5/24 [00:01<00:05,  3.43it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.43it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.39it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.39it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.41it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.46it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.46it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.46it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.45it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.42it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.41it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.40it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.41it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.41it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.41it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.34it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.36it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.37it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.38it/s]
100%|██████████| 24/24 [00:07<00:00,  3.39it/s][2025-07-16 16:28:58] dog...PCK-Transfer@0.10: 77.43% | PCK-Transfer@0.05: 59.61% | PCK-Transfer@0.15: 87.93%
+
100%|██████████| 24/24 [00:07<00:00,  3.41it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.41it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.41it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.45it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.51it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.45it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.41it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.30it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.33it/s]
100%|██████████| 9/9 [00:02<00:00,  3.38it/s][2025-07-16 16:29:01] horse...PCK-Transfer@0.10: 85.13% | PCK-Transfer@0.05: 56.75% | PCK-Transfer@0.15: 87.51%
+
100%|██████████| 9/9 [00:02<00:00,  3.39it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 15%|█▍        | 4/27 [00:01<00:07,  3.20it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.25it/s]
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 37%|███▋      | 10/27 [00:03<00:05,  3.34it/s]
 41%|████      | 11/27 [00:03<00:04,  3.35it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.41it/s]
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100%|██████████| 7/7 [00:02<00:00,  3.23it/s][2025-07-16 16:29:15] pottedplant...PCK-Transfer@0.10: 61.90% | PCK-Transfer@0.05: 36.67% | PCK-Transfer@0.15: 71.43%
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+
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+[2025-07-16 16:29:30] Weighted Per image PCK0.10: 73.41%, image PCK0.05: 55.25%, image PCK0.01: 81.72%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_9__t_0.8_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_9__t_0.8_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..77ca4f60ba35909f165d0183babeaa2b2da93579
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_9__t_0.8_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 16:56:10] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.6_layer_9__t_0.8_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.6_layer_9', 't_0.8_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.6_layer_9', 't_0.8_layer_11']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.53it/s][2025-07-16 16:56:40] bus...PCK-Transfer@0.10: 71.09% | PCK-Transfer@0.05: 56.51% | PCK-Transfer@0.15: 80.83%
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100%|██████████| 19/19 [00:05<00:00,  3.71it/s][2025-07-16 16:56:46] car...PCK-Transfer@0.10: 93.01% | PCK-Transfer@0.05: 82.98% | PCK-Transfer@0.15: 95.36%
+
100%|██████████| 19/19 [00:05<00:00,  3.62it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.57it/s][2025-07-16 16:56:53] cat...PCK-Transfer@0.10: 77.84% | PCK-Transfer@0.05: 58.11% | PCK-Transfer@0.15: 85.07%
+
100%|██████████| 27/27 [00:07<00:00,  3.57it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.66it/s][2025-07-16 16:56:57] chair...PCK-Transfer@0.10: 52.91% | PCK-Transfer@0.05: 36.65% | PCK-Transfer@0.15: 62.26%
+
100%|██████████| 13/13 [00:03<00:00,  3.50it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.59it/s][2025-07-16 16:56:58] cow...PCK-Transfer@0.10: 75.00% | PCK-Transfer@0.05: 54.17% | PCK-Transfer@0.15: 89.58%
+
100%|██████████| 3/3 [00:00<00:00,  3.57it/s]
+
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 62%|██████▎   | 5/8 [00:01<00:00,  3.69it/s]
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100%|██████████| 8/8 [00:02<00:00,  3.69it/s][2025-07-16 16:57:00] diningtable...PCK-Transfer@0.10: 52.60% | PCK-Transfer@0.05: 28.65% | PCK-Transfer@0.15: 69.27%
+
100%|██████████| 8/8 [00:02<00:00,  3.68it/s]
+
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100%|██████████| 24/24 [00:06<00:00,  3.62it/s][2025-07-16 16:57:07] dog...PCK-Transfer@0.10: 73.26% | PCK-Transfer@0.05: 55.62% | PCK-Transfer@0.15: 87.24%
+
100%|██████████| 24/24 [00:06<00:00,  3.64it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.65it/s][2025-07-16 16:57:09] horse...PCK-Transfer@0.10: 79.21% | PCK-Transfer@0.05: 54.63% | PCK-Transfer@0.15: 85.66%
+
100%|██████████| 9/9 [00:02<00:00,  3.67it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.66it/s][2025-07-16 16:57:16] motorbike...PCK-Transfer@0.10: 79.15% | PCK-Transfer@0.05: 54.84% | PCK-Transfer@0.15: 87.78%
+
100%|██████████| 27/27 [00:07<00:00,  3.63it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.36it/s][2025-07-16 16:57:20] person...PCK-Transfer@0.10: 54.66% | PCK-Transfer@0.05: 41.00% | PCK-Transfer@0.15: 69.75%
+
100%|██████████| 12/12 [00:03<00:00,  3.39it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
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100%|██████████| 7/7 [00:02<00:00,  3.36it/s][2025-07-16 16:57:22] pottedplant...PCK-Transfer@0.10: 51.90% | PCK-Transfer@0.05: 29.52% | PCK-Transfer@0.15: 70.95%
+
100%|██████████| 7/7 [00:02<00:00,  3.38it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.41it/s][2025-07-16 16:57:22] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 40.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.40it/s]
+
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 62%|██████▏   | 8/13 [00:02<00:01,  3.51it/s]
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100%|██████████| 13/13 [00:03<00:00,  3.45it/s][2025-07-16 16:57:26] sofa...PCK-Transfer@0.10: 52.94% | PCK-Transfer@0.05: 37.25% | PCK-Transfer@0.15: 64.79%
+
100%|██████████| 13/13 [00:03<00:00,  3.47it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.45it/s][2025-07-16 16:57:32] train...PCK-Transfer@0.10: 69.00% | PCK-Transfer@0.05: 43.25% | PCK-Transfer@0.15: 82.00%
+
100%|██████████| 20/20 [00:05<00:00,  3.54it/s]
+
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100%|██████████| 15/15 [00:04<00:00,  3.61it/s][2025-07-16 16:57:36] tvmonitor...PCK-Transfer@0.10: 36.11% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 52.22%
+
100%|██████████| 15/15 [00:04<00:00,  3.53it/s]
+[2025-07-16 16:57:36] Weighted Per image PCK0.10: 70.17%, image PCK0.05: 51.54%, image PCK0.01: 80.45%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_11__t_0.8_layer_18.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_11__t_0.8_layer_18.log
new file mode 100644
index 0000000000000000000000000000000000000000..7be00d94b77ea6a1ad735ad242ab7bdd589c21fa
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_11__t_0.8_layer_18.log
@@ -0,0 +1,44 @@
+[2025-07-16 19:45:03] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_11__t_0.8_layer_18', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.7_layer_11', 't_0.8_layer_18'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.7_layer_11', 't_0.8_layer_18']
+Number of parameters corr net: 120
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100%|██████████| 7/7 [00:02<00:00,  3.35it/s][2025-07-16 19:46:21] pottedplant...PCK-Transfer@0.10: 61.43% | PCK-Transfer@0.05: 29.05% | PCK-Transfer@0.15: 73.33%
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100%|██████████| 15/15 [00:04<00:00,  3.35it/s][2025-07-16 19:46:36] tvmonitor...PCK-Transfer@0.10: 45.56% | PCK-Transfer@0.05: 22.78% | PCK-Transfer@0.15: 62.22%
+
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+[2025-07-16 19:46:36] Weighted Per image PCK0.10: 75.25%, image PCK0.05: 57.10%, image PCK0.01: 83.93%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_12__t_0.8_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_12__t_0.8_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..aefd781416d82e599bb66d8f0befebf84ffc3246
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_12__t_0.8_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 19:54:33] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_12__t_0.8_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.7_layer_12', 't_0.8_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.7_layer_12', 't_0.8_layer_15']
+Number of parameters corr net: 120
+
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 53%|█████▎    | 17/32 [00:05<00:04,  3.30it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.35it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.32it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.30it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.36it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.28it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.39it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.37it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.26it/s]
 81%|████████▏ | 26/32 [00:08<00:01,  3.20it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.29it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.34it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.34it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.42it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.32it/s]
100%|██████████| 32/32 [00:09<00:00,  3.30it/s][2025-07-16 19:55:07] bus...PCK-Transfer@0.10: 83.33% | PCK-Transfer@0.05: 70.05% | PCK-Transfer@0.15: 88.13%
+
100%|██████████| 32/32 [00:09<00:00,  3.27it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:07,  2.55it/s]
 11%|█         | 2/19 [00:00<00:05,  2.95it/s]
 16%|█▌        | 3/19 [00:01<00:05,  2.77it/s]
 21%|██        | 4/19 [00:01<00:05,  2.88it/s]
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 32%|███▏      | 6/19 [00:02<00:04,  2.91it/s]
 37%|███▋      | 7/19 [00:02<00:04,  2.93it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.04it/s]
 47%|████▋     | 9/19 [00:03<00:03,  3.11it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.02it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.10it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.15it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.15it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.14it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.08it/s]
 84%|████████▍ | 16/19 [00:05<00:00,  3.20it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.27it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.12it/s]
100%|██████████| 19/19 [00:06<00:00,  3.15it/s][2025-07-16 19:55:13] car...PCK-Transfer@0.10: 92.00% | PCK-Transfer@0.05: 82.14% | PCK-Transfer@0.15: 94.05%
+
100%|██████████| 19/19 [00:06<00:00,  3.06it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:09,  2.68it/s]
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 37%|███▋      | 10/27 [00:03<00:05,  3.07it/s]
 41%|████      | 11/27 [00:03<00:05,  3.15it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.21it/s]
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 59%|█████▉    | 16/27 [00:04<00:03,  3.34it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.32it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.33it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.24it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.34it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.38it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.42it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.43it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.25it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.24it/s]
 96%|█████████▋| 26/27 [00:08<00:00,  3.30it/s]
100%|██████████| 27/27 [00:08<00:00,  3.34it/s][2025-07-16 19:55:21] cat...PCK-Transfer@0.10: 83.65% | PCK-Transfer@0.05: 64.40% | PCK-Transfer@0.15: 89.81%
+
100%|██████████| 27/27 [00:08<00:00,  3.25it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:05,  2.21it/s]
 15%|█▌        | 2/13 [00:00<00:04,  2.72it/s]
 23%|██▎       | 3/13 [00:01<00:03,  2.70it/s]
 31%|███       | 4/13 [00:01<00:03,  2.90it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.00it/s]
 46%|████▌     | 6/13 [00:02<00:02,  3.06it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.11it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.15it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.20it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.15it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.15it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.25it/s]
100%|██████████| 13/13 [00:04<00:00,  3.24it/s][2025-07-16 19:55:26] chair...PCK-Transfer@0.10: 55.75% | PCK-Transfer@0.05: 38.76% | PCK-Transfer@0.15: 64.85%
+
100%|██████████| 13/13 [00:04<00:00,  3.07it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.36it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.37it/s]
100%|██████████| 3/3 [00:00<00:00,  3.45it/s][2025-07-16 19:55:26] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 72.92% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.42it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.19it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.30it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.43it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.43it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.25it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.34it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.41it/s]
100%|██████████| 8/8 [00:02<00:00,  3.42it/s][2025-07-16 19:55:29] diningtable...PCK-Transfer@0.10: 54.17% | PCK-Transfer@0.05: 30.73% | PCK-Transfer@0.15: 71.35%
+
100%|██████████| 8/8 [00:02<00:00,  3.38it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:08,  2.85it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.20it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.09it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.13it/s]
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 25%|██▌       | 6/24 [00:01<00:05,  3.32it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.37it/s]
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 42%|████▏     | 10/24 [00:03<00:04,  3.31it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.32it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.39it/s]
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 58%|█████▊    | 14/24 [00:04<00:02,  3.47it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.52it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.52it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.52it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.52it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.52it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.50it/s]
100%|██████████| 24/24 [00:07<00:00,  3.50it/s][2025-07-16 19:55:36] dog...PCK-Transfer@0.10: 79.10% | PCK-Transfer@0.05: 57.38% | PCK-Transfer@0.15: 86.86%
+
100%|██████████| 24/24 [00:07<00:00,  3.41it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  2.75it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.01it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.39it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.45it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.52it/s]
100%|██████████| 9/9 [00:02<00:00,  3.52it/s][2025-07-16 19:55:39] horse...PCK-Transfer@0.10: 81.56% | PCK-Transfer@0.05: 58.57% | PCK-Transfer@0.15: 85.79%
+
100%|██████████| 9/9 [00:02<00:00,  3.36it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.60it/s]
 41%|████      | 11/27 [00:03<00:04,  3.63it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.59it/s]
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 67%|██████▋   | 18/27 [00:05<00:02,  3.60it/s]
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 81%|████████▏ | 22/27 [00:06<00:01,  3.56it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.58it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.58it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.56it/s][2025-07-16 19:55:46] motorbike...PCK-Transfer@0.10: 83.82% | PCK-Transfer@0.05: 62.42% | PCK-Transfer@0.15: 90.45%
+
100%|██████████| 27/27 [00:07<00:00,  3.53it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.18it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.30it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.38it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.48it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.55it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.54it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.50it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.56it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.53it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.58it/s]
100%|██████████| 12/12 [00:03<00:00,  3.56it/s][2025-07-16 19:55:50] person...PCK-Transfer@0.10: 62.51% | PCK-Transfer@0.05: 42.70% | PCK-Transfer@0.15: 74.46%
+
100%|██████████| 12/12 [00:03<00:00,  3.51it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:02,  2.93it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.29it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.44it/s]
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 71%|███████▏  | 5/7 [00:01<00:00,  3.48it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.45it/s]
100%|██████████| 7/7 [00:02<00:00,  3.49it/s][2025-07-16 19:55:52] pottedplant...PCK-Transfer@0.10: 63.33% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 75.71%
+
100%|██████████| 7/7 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  2.95it/s][2025-07-16 19:55:52] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  2.95it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.17it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.46it/s]
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 77%|███████▋  | 10/13 [00:02<00:00,  3.47it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.53it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.49it/s]
100%|██████████| 13/13 [00:03<00:00,  3.48it/s][2025-07-16 19:55:56] sofa...PCK-Transfer@0.10: 59.48% | PCK-Transfer@0.05: 36.65% | PCK-Transfer@0.15: 72.48%
+
100%|██████████| 13/13 [00:03<00:00,  3.44it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
  5%|▌         | 1/20 [00:00<00:05,  3.53it/s]
 10%|█         | 2/20 [00:00<00:04,  3.62it/s]
 15%|█▌        | 3/20 [00:00<00:04,  3.65it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.64it/s]
 45%|████▌     | 9/20 [00:02<00:02,  3.70it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.60it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.51it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.54it/s]
 65%|██████▌   | 13/20 [00:03<00:01,  3.62it/s]
 70%|███████   | 14/20 [00:03<00:01,  3.65it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.66it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.72it/s]
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 90%|█████████ | 18/20 [00:04<00:00,  3.60it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.61it/s]
100%|██████████| 20/20 [00:05<00:00,  3.57it/s][2025-07-16 19:56:01] train...PCK-Transfer@0.10: 76.00% | PCK-Transfer@0.05: 49.50% | PCK-Transfer@0.15: 86.00%
+
100%|██████████| 20/20 [00:05<00:00,  3.61it/s]
+
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+[2025-07-16 19:56:06] Weighted Per image PCK0.10: 76.19%, image PCK0.05: 57.65%, image PCK0.01: 83.83%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_13__t_0.8_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_13__t_0.8_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..4048355f6e28972a6d6e997e8b07ea21b9e17875
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_13__t_0.8_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 20:03:41] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_13__t_0.8_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.7_layer_13', 't_0.8_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.7_layer_13', 't_0.8_layer_13']
+Number of parameters corr net: 120
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100%|██████████| 24/24 [00:06<00:00,  3.54it/s][2025-07-16 20:04:42] dog...PCK-Transfer@0.10: 75.10% | PCK-Transfer@0.05: 55.16% | PCK-Transfer@0.15: 86.72%
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100%|██████████| 7/7 [00:01<00:00,  3.50it/s][2025-07-16 20:04:58] pottedplant...PCK-Transfer@0.10: 56.19% | PCK-Transfer@0.05: 31.43% | PCK-Transfer@0.15: 68.10%
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100%|██████████| 15/15 [00:04<00:00,  3.68it/s][2025-07-16 20:05:12] tvmonitor...PCK-Transfer@0.10: 42.22% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 55.56%
+
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+[2025-07-16 20:05:12] Weighted Per image PCK0.10: 74.53%, image PCK0.05: 56.19%, image PCK0.01: 82.64%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_15__t_0.7_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_15__t_0.7_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..9b564bb012aae7729f393b4af87233d65c389e50
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_15__t_0.7_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 20:07:20] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_15__t_0.7_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.7_layer_15', 't_0.7_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.7_layer_15', 't_0.7_layer_20']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.34it/s][2025-07-16 20:07:27] aeroplane...PCK-Transfer@0.10: 73.31% | PCK-Transfer@0.05: 56.86% | PCK-Transfer@0.15: 81.22%
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100%|██████████| 6/6 [00:01<00:00,  3.47it/s][2025-07-16 20:07:41] boat...PCK-Transfer@0.10: 48.61% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 75.00%
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100%|██████████| 8/8 [00:02<00:00,  3.39it/s][2025-07-16 20:07:44] bottle...PCK-Transfer@0.10: 51.56% | PCK-Transfer@0.05: 31.25% | PCK-Transfer@0.15: 59.38%
+
100%|██████████| 8/8 [00:02<00:00,  3.38it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  2.95it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.18it/s]
  9%|▉         | 3/32 [00:00<00:09,  3.21it/s]
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 16%|█▌        | 5/32 [00:01<00:08,  3.21it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.27it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.26it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.30it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.21it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.29it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.34it/s]
 41%|████      | 13/32 [00:03<00:05,  3.31it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.33it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.38it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.38it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.44it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.45it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.35it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.29it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.32it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.24it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.28it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.31it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.31it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.20it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.23it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.27it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.32it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.35it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.33it/s]
100%|██████████| 32/32 [00:09<00:00,  3.33it/s][2025-07-16 20:07:53] bus...PCK-Transfer@0.10: 74.32% | PCK-Transfer@0.05: 60.26% | PCK-Transfer@0.15: 79.53%
+
100%|██████████| 32/32 [00:09<00:00,  3.30it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:07,  2.51it/s]
 11%|█         | 2/19 [00:00<00:06,  2.76it/s]
 16%|█▌        | 3/19 [00:01<00:05,  2.98it/s]
 21%|██        | 4/19 [00:01<00:04,  3.12it/s]
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 32%|███▏      | 6/19 [00:01<00:04,  3.14it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.07it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.14it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.21it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.20it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.26it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.34it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.36it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.31it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.26it/s]
 84%|████████▍ | 16/19 [00:05<00:00,  3.34it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.41it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.33it/s]
100%|██████████| 19/19 [00:05<00:00,  3.34it/s][2025-07-16 20:07:59] car...PCK-Transfer@0.10: 88.32% | PCK-Transfer@0.05: 76.80% | PCK-Transfer@0.15: 90.55%
+
100%|██████████| 19/19 [00:05<00:00,  3.22it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.19it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.36it/s]
 11%|█         | 3/27 [00:00<00:06,  3.45it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.41it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.43it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.36it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.32it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.36it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.24it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.22it/s]
 41%|████      | 11/27 [00:03<00:04,  3.25it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.29it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.30it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.39it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.37it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.37it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.30it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.41it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.47it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.53it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.55it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.47it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.46it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.50it/s]
100%|██████████| 27/27 [00:07<00:00,  3.51it/s][2025-07-16 20:08:07] cat...PCK-Transfer@0.10: 81.20% | PCK-Transfer@0.05: 62.53% | PCK-Transfer@0.15: 85.00%
+
100%|██████████| 27/27 [00:07<00:00,  3.39it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.37it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.44it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.47it/s]
 31%|███       | 4/13 [00:01<00:02,  3.50it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.53it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.54it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.54it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.48it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.46it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.46it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.46it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.45it/s]
100%|██████████| 13/13 [00:03<00:00,  3.44it/s][2025-07-16 20:08:11] chair...PCK-Transfer@0.10: 42.14% | PCK-Transfer@0.05: 25.94% | PCK-Transfer@0.15: 47.29%
+
100%|██████████| 13/13 [00:03<00:00,  3.47it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.41it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.49it/s]
100%|██████████| 3/3 [00:00<00:00,  3.50it/s][2025-07-16 20:08:12] cow...PCK-Transfer@0.10: 83.33% | PCK-Transfer@0.05: 66.67% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.49it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.45it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.45it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.52it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.52it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.41it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.49it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.52it/s]
100%|██████████| 8/8 [00:02<00:00,  3.50it/s][2025-07-16 20:08:14] diningtable...PCK-Transfer@0.10: 41.15% | PCK-Transfer@0.05: 21.35% | PCK-Transfer@0.15: 63.54%
+
100%|██████████| 8/8 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.37it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.40it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.45it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.39it/s]
 21%|██        | 5/24 [00:01<00:05,  3.46it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.42it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.39it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.40it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.39it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.35it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.32it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.34it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.39it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.39it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.43it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.41it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.42it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.43it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.43it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.43it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.45it/s]
100%|██████████| 24/24 [00:07<00:00,  3.44it/s][2025-07-16 20:08:21] dog...PCK-Transfer@0.10: 66.69% | PCK-Transfer@0.05: 49.70% | PCK-Transfer@0.15: 79.55%
+
100%|██████████| 24/24 [00:07<00:00,  3.41it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.56it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.60it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.47it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.52it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.51it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.50it/s]
100%|██████████| 9/9 [00:02<00:00,  3.48it/s][2025-07-16 20:08:24] horse...PCK-Transfer@0.10: 73.12% | PCK-Transfer@0.05: 51.83% | PCK-Transfer@0.15: 77.35%
+
100%|██████████| 9/9 [00:02<00:00,  3.50it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.31it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.48it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.60it/s]
 41%|████      | 11/27 [00:03<00:04,  3.61it/s]
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 52%|█████▏    | 14/27 [00:03<00:03,  3.63it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.63it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.64it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.66it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.66it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.61it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.61it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.59it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.56it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.57it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.58it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.55it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.57it/s]
100%|██████████| 27/27 [00:07<00:00,  3.57it/s][2025-07-16 20:08:32] motorbike...PCK-Transfer@0.10: 77.24% | PCK-Transfer@0.05: 54.03% | PCK-Transfer@0.15: 85.13%
+
100%|██████████| 27/27 [00:07<00:00,  3.57it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.55it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.53it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.54it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.53it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.56it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.63it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.59it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.57it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.63it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.56it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.62it/s]
100%|██████████| 12/12 [00:03<00:00,  3.58it/s][2025-07-16 20:08:35] person...PCK-Transfer@0.10: 55.26% | PCK-Transfer@0.05: 37.39% | PCK-Transfer@0.15: 66.03%
+
100%|██████████| 12/12 [00:03<00:00,  3.58it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.30it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.48it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.55it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.62it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.55it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.50it/s]
100%|██████████| 7/7 [00:01<00:00,  3.51it/s][2025-07-16 20:08:37] pottedplant...PCK-Transfer@0.10: 50.95% | PCK-Transfer@0.05: 29.05% | PCK-Transfer@0.15: 68.10%
+
100%|██████████| 7/7 [00:01<00:00,  3.52it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.57it/s][2025-07-16 20:08:37] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.56it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.12it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.43it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.49it/s]
 31%|███       | 4/13 [00:01<00:02,  3.51it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.56it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.58it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.59it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.60it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.59it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.50it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.55it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.52it/s]
100%|██████████| 13/13 [00:03<00:00,  3.50it/s][2025-07-16 20:08:41] sofa...PCK-Transfer@0.10: 45.91% | PCK-Transfer@0.05: 28.24% | PCK-Transfer@0.15: 60.89%
+
100%|██████████| 13/13 [00:03<00:00,  3.52it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 55%|█████▌    | 11/20 [00:03<00:02,  3.51it/s]
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+[2025-07-16 20:08:51] Weighted Per image PCK0.10: 68.53%, image PCK0.05: 50.70%, image PCK0.01: 76.60%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_15__t_0.8_layer_20.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_15__t_0.8_layer_20.log
new file mode 100644
index 0000000000000000000000000000000000000000..40df4799b0487557fb5e8aa4fadf6e7b8731bae3
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_15__t_0.8_layer_20.log
@@ -0,0 +1,44 @@
+[2025-07-16 20:14:48] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_15__t_0.8_layer_20', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.7_layer_15', 't_0.8_layer_20'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.7_layer_15', 't_0.8_layer_20']
+Number of parameters corr net: 120
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+
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+[2025-07-16 20:16:19] Weighted Per image PCK0.10: 69.10%, image PCK0.05: 51.45%, image PCK0.01: 77.26%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_20__t_0.8_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_20__t_0.8_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..98d31b5228f8417ef83131396c433463e16d3955
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_20__t_0.8_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 20:23:14] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_20__t_0.8_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.7_layer_20', 't_0.8_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.7_layer_20', 't_0.8_layer_5']
+Number of parameters corr net: 120
+
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100%|██████████| 10/10 [00:03<00:00,  3.39it/s][2025-07-16 20:23:34] bird...PCK-Transfer@0.10: 66.92% | PCK-Transfer@0.05: 44.17% | PCK-Transfer@0.15: 79.56%
+
100%|██████████| 10/10 [00:03<00:00,  3.30it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.34it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.47it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.45it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.27it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.26it/s]
100%|██████████| 6/6 [00:01<00:00,  3.35it/s][2025-07-16 20:23:36] boat...PCK-Transfer@0.10: 31.94% | PCK-Transfer@0.05: 19.44% | PCK-Transfer@0.15: 56.94%
+
100%|██████████| 6/6 [00:01<00:00,  3.35it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.41it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.48it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.43it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.44it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.30it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.29it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.42it/s]
100%|██████████| 8/8 [00:02<00:00,  3.42it/s][2025-07-16 20:23:38] bottle...PCK-Transfer@0.10: 35.94% | PCK-Transfer@0.05: 18.75% | PCK-Transfer@0.15: 46.88%
+
100%|██████████| 8/8 [00:02<00:00,  3.40it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:11,  2.73it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.08it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.23it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.32it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.28it/s]
 19%|█▉        | 6/32 [00:01<00:08,  3.23it/s]
 22%|██▏       | 7/32 [00:02<00:08,  3.12it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.12it/s]
 28%|██▊       | 9/32 [00:02<00:07,  3.13it/s]
 31%|███▏      | 10/32 [00:03<00:07,  3.12it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.24it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.24it/s]
 41%|████      | 13/32 [00:04<00:05,  3.27it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.30it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.38it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.41it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.49it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.50it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.41it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.34it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.36it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.28it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.34it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.36it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.36it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.25it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.28it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.34it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.36it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.41it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.39it/s]
100%|██████████| 32/32 [00:09<00:00,  3.37it/s][2025-07-16 20:23:48] bus...PCK-Transfer@0.10: 65.73% | PCK-Transfer@0.05: 45.68% | PCK-Transfer@0.15: 74.84%
+
100%|██████████| 32/32 [00:09<00:00,  3.30it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.38it/s]
 11%|█         | 2/19 [00:00<00:04,  3.49it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.50it/s]
 21%|██        | 4/19 [00:01<00:04,  3.48it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.47it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.36it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.29it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.32it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.39it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.39it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.42it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.48it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.48it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.42it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.38it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.44it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.50it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.41it/s]
100%|██████████| 19/19 [00:05<00:00,  3.41it/s][2025-07-16 20:23:53] car...PCK-Transfer@0.10: 76.81% | PCK-Transfer@0.05: 63.89% | PCK-Transfer@0.15: 82.31%
+
100%|██████████| 19/19 [00:05<00:00,  3.42it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.32it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.48it/s]
 11%|█         | 3/27 [00:00<00:06,  3.55it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.50it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.51it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.42it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.40it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.44it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.35it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.32it/s]
 41%|████      | 11/27 [00:03<00:04,  3.38it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.41it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.50it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.51it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.40it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.49it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.46it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.46it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.36it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.46it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.50it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.55it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.55it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.46it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.45it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.48it/s]
100%|██████████| 27/27 [00:07<00:00,  3.51it/s][2025-07-16 20:24:01] cat...PCK-Transfer@0.10: 69.76% | PCK-Transfer@0.05: 49.63% | PCK-Transfer@0.15: 79.16%
+
100%|██████████| 27/27 [00:07<00:00,  3.46it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.36it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.40it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.41it/s]
 31%|███       | 4/13 [00:01<00:02,  3.45it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.50it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.53it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.53it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.50it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.48it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.47it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.46it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.51it/s]
100%|██████████| 13/13 [00:03<00:00,  3.50it/s][2025-07-16 20:24:05] chair...PCK-Transfer@0.10: 31.43% | PCK-Transfer@0.05: 20.36% | PCK-Transfer@0.15: 38.18%
+
100%|██████████| 13/13 [00:03<00:00,  3.48it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.43it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.47it/s]
100%|██████████| 3/3 [00:00<00:00,  3.48it/s][2025-07-16 20:24:06] cow...PCK-Transfer@0.10: 81.25% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 87.50%
+
100%|██████████| 3/3 [00:00<00:00,  3.47it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.46it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.44it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.48it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.46it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.33it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.41it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.47it/s]
100%|██████████| 8/8 [00:02<00:00,  3.48it/s][2025-07-16 20:24:08] diningtable...PCK-Transfer@0.10: 38.54% | PCK-Transfer@0.05: 6.77% | PCK-Transfer@0.15: 51.04%
+
100%|██████████| 8/8 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.50it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.50it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.55it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.50it/s]
 21%|██        | 5/24 [00:01<00:05,  3.51it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.52it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.51it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.54it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.55it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.51it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.51it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.50it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.51it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.50it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.52it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.51it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.52it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.52it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.52it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.52it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.48it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.48it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.48it/s]
100%|██████████| 24/24 [00:06<00:00,  3.49it/s][2025-07-16 20:24:15] dog...PCK-Transfer@0.10: 59.24% | PCK-Transfer@0.05: 44.71% | PCK-Transfer@0.15: 71.36%
+
100%|██████████| 24/24 [00:06<00:00,  3.51it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.27it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.38it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.38it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.27it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.36it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.44it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.50it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.53it/s]
100%|██████████| 9/9 [00:02<00:00,  3.51it/s][2025-07-16 20:24:17] horse...PCK-Transfer@0.10: 74.68% | PCK-Transfer@0.05: 51.43% | PCK-Transfer@0.15: 77.06%
+
100%|██████████| 9/9 [00:02<00:00,  3.44it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.42it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.47it/s]
 11%|█         | 3/27 [00:00<00:06,  3.51it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.54it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.61it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.56it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.56it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.59it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.60it/s]
 41%|████      | 11/27 [00:03<00:04,  3.60it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.56it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.56it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.58it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.56it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.57it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.58it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.58it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.54it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.55it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.55it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.52it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.54it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.54it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.51it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.51it/s]
100%|██████████| 27/27 [00:07<00:00,  3.52it/s][2025-07-16 20:24:25] motorbike...PCK-Transfer@0.10: 68.79% | PCK-Transfer@0.05: 47.15% | PCK-Transfer@0.15: 78.21%
+
100%|██████████| 27/27 [00:07<00:00,  3.55it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.56it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.50it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.49it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.44it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.47it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.53it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.53it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.48it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.54it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.51it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.56it/s]
100%|██████████| 12/12 [00:03<00:00,  3.54it/s][2025-07-16 20:24:29] person...PCK-Transfer@0.10: 44.45% | PCK-Transfer@0.05: 25.16% | PCK-Transfer@0.15: 58.81%
+
100%|██████████| 12/12 [00:03<00:00,  3.52it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.34it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.50it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.52it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.56it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.47it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.43it/s]
100%|██████████| 7/7 [00:02<00:00,  3.42it/s][2025-07-16 20:24:31] pottedplant...PCK-Transfer@0.10: 48.57% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 68.10%
+
100%|██████████| 7/7 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.50it/s][2025-07-16 20:24:31] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.49it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.58it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.59it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.55it/s]
 31%|███       | 4/13 [00:01<00:02,  3.53it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.56it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.56it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.53it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.54it/s]
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+[2025-07-16 20:24:44] Weighted Per image PCK0.10: 59.83%, image PCK0.05: 40.91%, image PCK0.01: 69.57%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_9__t_0.7_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_9__t_0.7_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..7c64f032f1780d7569fd018f86835e5c8054cf25
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_9__t_0.7_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 19:13:18] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_9__t_0.7_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.7_layer_9', 't_0.7_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.7_layer_9', 't_0.7_layer_13']
+Number of parameters corr net: 120
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+[2025-07-16 19:14:49] Weighted Per image PCK0.10: 72.04%, image PCK0.05: 53.35%, image PCK0.01: 81.42%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_9__t_0.7_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_9__t_0.7_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..d6c27d29bb1976dfe4624c2415eeb53e2639a1cc
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_9__t_0.7_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 19:14:27] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_9__t_0.7_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.7_layer_9', 't_0.7_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.7_layer_9', 't_0.7_layer_15']
+Number of parameters corr net: 120
+
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 90%|█████████ | 27/30 [00:07<00:00,  3.53it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.48it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.49it/s]
100%|██████████| 30/30 [00:08<00:00,  3.54it/s][2025-07-16 19:14:43] bicycle...PCK-Transfer@0.10: 82.76% | PCK-Transfer@0.05: 70.64% | PCK-Transfer@0.15: 87.00%
+
100%|██████████| 30/30 [00:08<00:00,  3.43it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.17it/s]
 20%|██        | 2/10 [00:00<00:02,  3.20it/s]
 30%|███       | 3/10 [00:00<00:02,  3.32it/s]
 40%|████      | 4/10 [00:01<00:01,  3.40it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.46it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.46it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.42it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.46it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.51it/s]
100%|██████████| 10/10 [00:02<00:00,  3.49it/s][2025-07-16 19:14:45] bird...PCK-Transfer@0.10: 76.89% | PCK-Transfer@0.05: 51.56% | PCK-Transfer@0.15: 88.19%
+
100%|██████████| 10/10 [00:02<00:00,  3.43it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.67it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.67it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.62it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.53it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.49it/s]
100%|██████████| 6/6 [00:01<00:00,  3.56it/s][2025-07-16 19:14:47] boat...PCK-Transfer@0.10: 54.17% | PCK-Transfer@0.05: 29.17% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 6/6 [00:01<00:00,  3.56it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.44it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.62it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.60it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.58it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.48it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.47it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.58it/s]
100%|██████████| 8/8 [00:02<00:00,  3.58it/s][2025-07-16 19:14:49] bottle...PCK-Transfer@0.10: 67.19% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 76.56%
+
100%|██████████| 8/8 [00:02<00:00,  3.55it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.12it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.34it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.41it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.46it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.41it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.37it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.45it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.45it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.48it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.40it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.49it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.53it/s]
 41%|████      | 13/32 [00:03<00:05,  3.53it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.49it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.53it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.56it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.62it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.65it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.53it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.46it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.48it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.37it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.47it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.50it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.48it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.37it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.41it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.46it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.52it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.52it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.50it/s]
100%|██████████| 32/32 [00:09<00:00,  3.51it/s][2025-07-16 19:14:59] bus...PCK-Transfer@0.10: 78.13% | PCK-Transfer@0.05: 63.80% | PCK-Transfer@0.15: 83.96%
+
100%|██████████| 32/32 [00:09<00:00,  3.48it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.42it/s]
 11%|█         | 2/19 [00:00<00:05,  3.39it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.42it/s]
 21%|██        | 4/19 [00:01<00:04,  3.41it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.41it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.31it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.23it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.30it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.37it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.37it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.42it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.49it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.48it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.43it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.38it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.45it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.51it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.43it/s]
100%|██████████| 19/19 [00:05<00:00,  3.43it/s][2025-07-16 19:15:04] car...PCK-Transfer@0.10: 91.69% | PCK-Transfer@0.05: 81.20% | PCK-Transfer@0.15: 93.17%
+
100%|██████████| 19/19 [00:05<00:00,  3.41it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.32it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.52it/s]
 11%|█         | 3/27 [00:00<00:06,  3.60it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.54it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.46it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.44it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.40it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.46it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.36it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.34it/s]
 41%|████      | 11/27 [00:03<00:04,  3.41it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.43it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.52it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.54it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.44it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.53it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.51it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.51it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.40it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.50it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.55it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.61it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.62it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.52it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.50it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.53it/s]
100%|██████████| 27/27 [00:07<00:00,  3.56it/s][2025-07-16 19:15:12] cat...PCK-Transfer@0.10: 78.86% | PCK-Transfer@0.05: 60.52% | PCK-Transfer@0.15: 83.37%
+
100%|██████████| 27/27 [00:07<00:00,  3.49it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.96it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.19it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.30it/s]
 31%|███       | 4/13 [00:01<00:02,  3.39it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.43it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.49it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.51it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.49it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.48it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.48it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.49it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.53it/s]
100%|██████████| 13/13 [00:03<00:00,  3.53it/s][2025-07-16 19:15:16] chair...PCK-Transfer@0.10: 51.82% | PCK-Transfer@0.05: 35.51% | PCK-Transfer@0.15: 62.03%
+
100%|██████████| 13/13 [00:03<00:00,  3.45it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.35it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.47it/s]
100%|██████████| 3/3 [00:00<00:00,  3.54it/s][2025-07-16 19:15:17] cow...PCK-Transfer@0.10: 81.25% | PCK-Transfer@0.05: 60.42% | PCK-Transfer@0.15: 93.75%
+
100%|██████████| 3/3 [00:00<00:00,  3.50it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.51it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.51it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.57it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.54it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.42it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.50it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.56it/s]
100%|██████████| 8/8 [00:02<00:00,  3.56it/s][2025-07-16 19:15:19] diningtable...PCK-Transfer@0.10: 46.35% | PCK-Transfer@0.05: 19.27% | PCK-Transfer@0.15: 69.27%
+
100%|██████████| 8/8 [00:02<00:00,  3.53it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.46it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.51it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.55it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.51it/s]
 21%|██        | 5/24 [00:01<00:05,  3.53it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.55it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.53it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.54it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.55it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.52it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.52it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.52it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.51it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.49it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.50it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.48it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.48it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.51it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.53it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.54it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.55it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.54it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.54it/s]
100%|██████████| 24/24 [00:06<00:00,  3.54it/s][2025-07-16 19:15:26] dog...PCK-Transfer@0.10: 67.99% | PCK-Transfer@0.05: 48.94% | PCK-Transfer@0.15: 80.98%
+
100%|██████████| 24/24 [00:06<00:00,  3.52it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.48it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.53it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.46it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.46it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.49it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.56it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.60it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.63it/s]
100%|██████████| 9/9 [00:02<00:00,  3.60it/s][2025-07-16 19:15:28] horse...PCK-Transfer@0.10: 79.44% | PCK-Transfer@0.05: 52.91% | PCK-Transfer@0.15: 80.24%
+
100%|██████████| 9/9 [00:02<00:00,  3.56it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.48it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.58it/s]
 11%|█         | 3/27 [00:00<00:06,  3.62it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.62it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.58it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.65it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.60it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.60it/s]
 33%|███▎      | 9/27 [00:02<00:04,  3.62it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.63it/s]
 41%|████      | 11/27 [00:03<00:04,  3.62it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.57it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.58it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.58it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.58it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.60it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.62it/s]
 67%|██████▋   | 18/27 [00:04<00:02,  3.61it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.56it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.59it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.58it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.54it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.56it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.55it/s]
 93%|█████████▎| 25/27 [00:06<00:00,  3.50it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.51it/s]
100%|██████████| 27/27 [00:07<00:00,  3.51it/s][2025-07-16 19:15:36] motorbike...PCK-Transfer@0.10: 78.18% | PCK-Transfer@0.05: 57.28% | PCK-Transfer@0.15: 87.03%
+
100%|██████████| 27/27 [00:07<00:00,  3.57it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.55it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.50it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.51it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.50it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.54it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.60it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.60it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.55it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.60it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.56it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.60it/s]
100%|██████████| 12/12 [00:03<00:00,  3.58it/s][2025-07-16 19:15:39] person...PCK-Transfer@0.10: 57.20% | PCK-Transfer@0.05: 41.48% | PCK-Transfer@0.15: 69.22%
+
100%|██████████| 12/12 [00:03<00:00,  3.57it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.35it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.56it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.60it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.67it/s]
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100%|██████████| 7/7 [00:01<00:00,  3.57it/s][2025-07-16 19:15:41] pottedplant...PCK-Transfer@0.10: 56.67% | PCK-Transfer@0.05: 27.14% | PCK-Transfer@0.15: 68.57%
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100%|██████████| 20/20 [00:05<00:00,  3.55it/s][2025-07-16 19:15:51] train...PCK-Transfer@0.10: 69.75% | PCK-Transfer@0.05: 43.25% | PCK-Transfer@0.15: 82.00%
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100%|██████████| 15/15 [00:04<00:00,  3.54it/s][2025-07-16 19:15:55] tvmonitor...PCK-Transfer@0.10: 36.11% | PCK-Transfer@0.05: 20.00% | PCK-Transfer@0.15: 54.44%
+
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+[2025-07-16 19:15:55] Weighted Per image PCK0.10: 70.95%, image PCK0.05: 52.62%, image PCK0.01: 80.15%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_9__t_0.8_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_9__t_0.8_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..2ae51edd567412d536274a634f720ff17eb3731c
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_9__t_0.8_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 19:19:12] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.7_layer_9__t_0.8_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.7_layer_9', 't_0.8_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.7_layer_9', 't_0.8_layer_11']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.44it/s][2025-07-16 19:19:44] bus...PCK-Transfer@0.10: 73.96% | PCK-Transfer@0.05: 59.90% | PCK-Transfer@0.15: 83.96%
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+[2025-07-16 19:20:41] Weighted Per image PCK0.10: 71.03%, image PCK0.05: 50.59%, image PCK0.01: 81.45%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.8_layer_11__t_0.8_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.8_layer_11__t_0.8_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..c2d7d5f578fae02c5b3467d5263eaaaaf36cffb8
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.8_layer_11__t_0.8_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-16 20:46:55] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.8_layer_11__t_0.8_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.8_layer_11', 't_0.8_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.8_layer_11', 't_0.8_layer_12']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  3.39it/s][2025-07-16 20:47:02] aeroplane...PCK-Transfer@0.10: 86.84% | PCK-Transfer@0.05: 66.25% | PCK-Transfer@0.15: 92.01%
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 27%|██▋       | 8/30 [00:02<00:06,  3.16it/s]
 30%|███       | 9/30 [00:02<00:06,  3.22it/s]
 33%|███▎      | 10/30 [00:03<00:06,  3.32it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.30it/s]
 40%|████      | 12/30 [00:03<00:05,  3.34it/s]
 43%|████▎     | 13/30 [00:04<00:05,  3.36it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.28it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.29it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.33it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.33it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.34it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.30it/s]
 67%|██████▋   | 20/30 [00:06<00:03,  3.31it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.34it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.38it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.35it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.40it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.37it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.23it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.26it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.22it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.24it/s]
100%|██████████| 30/30 [00:09<00:00,  3.28it/s][2025-07-16 20:47:11] bicycle...PCK-Transfer@0.10: 86.45% | PCK-Transfer@0.05: 72.52% | PCK-Transfer@0.15: 88.58%
+
100%|██████████| 30/30 [00:09<00:00,  3.28it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.01it/s]
 20%|██        | 2/10 [00:00<00:02,  3.05it/s]
 30%|███       | 3/10 [00:00<00:02,  3.15it/s]
 40%|████      | 4/10 [00:01<00:01,  3.22it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.29it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.30it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.26it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.31it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.33it/s]
100%|██████████| 10/10 [00:03<00:00,  3.32it/s][2025-07-16 20:47:14] bird...PCK-Transfer@0.10: 83.83% | PCK-Transfer@0.05: 51.64% | PCK-Transfer@0.15: 94.17%
+
100%|██████████| 10/10 [00:03<00:00,  3.26it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.51it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.44it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.41it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.35it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.37it/s]
100%|██████████| 6/6 [00:01<00:00,  3.45it/s][2025-07-16 20:47:16] boat...PCK-Transfer@0.10: 65.28% | PCK-Transfer@0.05: 44.44% | PCK-Transfer@0.15: 87.50%
+
100%|██████████| 6/6 [00:01<00:00,  3.42it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.43it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.58it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.47it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.43it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.35it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.36it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.47it/s]
100%|██████████| 8/8 [00:02<00:00,  3.47it/s][2025-07-16 20:47:18] bottle...PCK-Transfer@0.10: 73.44% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 84.38%
+
100%|██████████| 8/8 [00:02<00:00,  3.45it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  3.08it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.26it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.30it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.36it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.30it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.29it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.35it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.34it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.38it/s]
 31%|███▏      | 10/32 [00:03<00:06,  3.23it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.27it/s]
 38%|███▊      | 12/32 [00:03<00:06,  3.29it/s]
 41%|████      | 13/32 [00:03<00:05,  3.27it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.26it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.29it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.29it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.32it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.34it/s]
 59%|█████▉    | 19/32 [00:05<00:04,  3.24it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.18it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.19it/s]
 69%|██████▉   | 22/32 [00:06<00:03,  3.13it/s]
 72%|███████▏  | 23/32 [00:07<00:02,  3.19it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.20it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.19it/s]
 81%|████████▏ | 26/32 [00:08<00:01,  3.10it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.14it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.20it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.24it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.27it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.24it/s]
100%|██████████| 32/32 [00:09<00:00,  3.24it/s][2025-07-16 20:47:28] bus...PCK-Transfer@0.10: 84.48% | PCK-Transfer@0.05: 70.68% | PCK-Transfer@0.15: 87.34%
+
100%|██████████| 32/32 [00:09<00:00,  3.25it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.18it/s]
 11%|█         | 2/19 [00:00<00:05,  3.22it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.23it/s]
 21%|██        | 4/19 [00:01<00:04,  3.24it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.24it/s]
 32%|███▏      | 6/19 [00:01<00:04,  3.15it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.09it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.14it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.17it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.15it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.17it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.23it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.21it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.14it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.14it/s]
 84%|████████▍ | 16/19 [00:05<00:00,  3.23it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.30it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.24it/s]
100%|██████████| 19/19 [00:05<00:00,  3.24it/s][2025-07-16 20:47:34] car...PCK-Transfer@0.10: 93.07% | PCK-Transfer@0.05: 83.73% | PCK-Transfer@0.15: 94.83%
+
100%|██████████| 19/19 [00:05<00:00,  3.20it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.17it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.33it/s]
 11%|█         | 3/27 [00:00<00:07,  3.41it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.35it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.35it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.28it/s]
 26%|██▌       | 7/27 [00:02<00:06,  3.24it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.21it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.14it/s]
 37%|███▋      | 10/27 [00:03<00:05,  3.11it/s]
 41%|████      | 11/27 [00:03<00:05,  3.18it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.20it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.29it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.32it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.22it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.31it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.29it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.29it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.21it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  3.30it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.32it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.38it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.39it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.30it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.29it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.31it/s]
100%|██████████| 27/27 [00:08<00:00,  3.34it/s][2025-07-16 20:47:42] cat...PCK-Transfer@0.10: 78.35% | PCK-Transfer@0.05: 62.45% | PCK-Transfer@0.15: 88.33%
+
100%|██████████| 27/27 [00:08<00:00,  3.28it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.20it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.23it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.25it/s]
 31%|███       | 4/13 [00:01<00:02,  3.29it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.31it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.34it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.31it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.30it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.30it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.29it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.29it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.34it/s]
100%|██████████| 13/13 [00:03<00:00,  3.34it/s][2025-07-16 20:47:46] chair...PCK-Transfer@0.10: 56.32% | PCK-Transfer@0.05: 37.97% | PCK-Transfer@0.15: 65.17%
+
100%|██████████| 13/13 [00:03<00:00,  3.31it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.37it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.38it/s]
100%|██████████| 3/3 [00:00<00:00,  3.37it/s][2025-07-16 20:47:47] cow...PCK-Transfer@0.10: 93.75% | PCK-Transfer@0.05: 66.67% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.37it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.31it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.29it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.33it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.26it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.16it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.24it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.31it/s]
100%|██████████| 8/8 [00:02<00:00,  3.32it/s][2025-07-16 20:47:50] diningtable...PCK-Transfer@0.10: 56.25% | PCK-Transfer@0.05: 39.58% | PCK-Transfer@0.15: 69.27%
+
100%|██████████| 8/8 [00:02<00:00,  3.28it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.32it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.33it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.35it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.30it/s]
 21%|██        | 5/24 [00:01<00:05,  3.34it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.36it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.34it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.36it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.33it/s]
 42%|████▏     | 10/24 [00:03<00:04,  3.31it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.32it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.30it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.30it/s]
 58%|█████▊    | 14/24 [00:04<00:03,  3.28it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.31it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.32it/s]
 71%|███████   | 17/24 [00:05<00:02,  3.33it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.35it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.35it/s]
 83%|████████▎ | 20/24 [00:06<00:01,  3.36it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.36it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.32it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.33it/s]
100%|██████████| 24/24 [00:07<00:00,  3.34it/s][2025-07-16 20:47:57] dog...PCK-Transfer@0.10: 81.08% | PCK-Transfer@0.05: 64.13% | PCK-Transfer@0.15: 88.35%
+
100%|██████████| 24/24 [00:07<00:00,  3.33it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.35it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.37it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.33it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.30it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.35it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.38it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.40it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.41it/s]
100%|██████████| 9/9 [00:02<00:00,  3.38it/s][2025-07-16 20:47:59] horse...PCK-Transfer@0.10: 79.07% | PCK-Transfer@0.05: 53.97% | PCK-Transfer@0.15: 88.31%
+
100%|██████████| 9/9 [00:02<00:00,  3.37it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.30it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.42it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.36it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.43it/s]
 41%|████      | 11/27 [00:03<00:04,  3.42it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.38it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.39it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.39it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.39it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.32it/s]
 63%|██████▎   | 17/27 [00:05<00:03,  3.28it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.35it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.32it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.36it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.36it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.33it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.34it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.35it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.32it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.34it/s]
100%|██████████| 27/27 [00:08<00:00,  3.35it/s][2025-07-16 20:48:07] motorbike...PCK-Transfer@0.10: 83.02% | PCK-Transfer@0.05: 61.09% | PCK-Transfer@0.15: 90.44%
+
100%|██████████| 27/27 [00:08<00:00,  3.35it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.16it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.20it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.36it/s][2025-07-16 20:48:23] train...PCK-Transfer@0.10: 76.00% | PCK-Transfer@0.05: 51.50% | PCK-Transfer@0.15: 88.00%
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+
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+[2025-07-16 20:48:28] Weighted Per image PCK0.10: 76.21%, image PCK0.05: 57.65%, image PCK0.01: 84.67%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.8_layer_12.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.8_layer_12.log
new file mode 100644
index 0000000000000000000000000000000000000000..b01a6784189c8d6751d2810c517b1bcd024206a0
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.8_layer_12.log
@@ -0,0 +1,44 @@
+[2025-07-12 01:50:14] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.8_layer_12', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.8_layer_12'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.8_layer_12']
+Number of parameters corr net: 120
+
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+
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+[2025-07-12 01:51:43] Weighted Per image PCK0.10: 83.62%, image PCK0.05: 69.52%, image PCK0.01: 88.68%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.8_layer_5__t_0.8_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.8_layer_5__t_0.8_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..372ad4cd103b5b06bee593b6f94862748f72b277
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.8_layer_5__t_0.8_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-16 20:32:18] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.8_layer_5__t_0.8_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.8_layer_5', 't_0.8_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.8_layer_5', 't_0.8_layer_11']
+Number of parameters corr net: 120
+
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 73%|███████▎  | 11/15 [00:04<00:01,  3.01it/s]
 80%|████████  | 12/15 [00:05<00:00,  3.13it/s]
 87%|████████▋ | 13/15 [00:05<00:00,  3.23it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.33it/s]
100%|██████████| 15/15 [00:06<00:00,  3.38it/s][2025-07-16 20:32:25] aeroplane...PCK-Transfer@0.10: 78.33% | PCK-Transfer@0.05: 57.52% | PCK-Transfer@0.15: 87.48%
+
100%|██████████| 15/15 [00:06<00:00,  2.49it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:08,  3.23it/s]
  7%|▋         | 2/30 [00:00<00:09,  3.05it/s]
 10%|█         | 3/30 [00:01<00:09,  2.91it/s]
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 17%|█▋        | 5/30 [00:01<00:07,  3.15it/s]
 20%|██        | 6/30 [00:01<00:07,  3.22it/s]
 23%|██▎       | 7/30 [00:02<00:07,  3.26it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.21it/s]
 30%|███       | 9/30 [00:02<00:06,  3.29it/s]
 33%|███▎      | 10/30 [00:03<00:05,  3.37it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.37it/s]
 40%|████      | 12/30 [00:03<00:05,  3.39it/s]
 43%|████▎     | 13/30 [00:03<00:04,  3.40it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.32it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.37it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.39it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.40it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.43it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.45it/s]
 67%|██████▋   | 20/30 [00:06<00:02,  3.45it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.49it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.54it/s]
 77%|███████▋  | 23/30 [00:06<00:01,  3.52it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.55it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.54it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.54it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.54it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.46it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.47it/s]
100%|██████████| 30/30 [00:08<00:00,  3.51it/s][2025-07-16 20:32:34] bicycle...PCK-Transfer@0.10: 72.45% | PCK-Transfer@0.05: 57.58% | PCK-Transfer@0.15: 80.33%
+
100%|██████████| 30/30 [00:08<00:00,  3.38it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.18it/s]
 20%|██        | 2/10 [00:00<00:02,  3.22it/s]
 30%|███       | 3/10 [00:00<00:02,  3.32it/s]
 40%|████      | 4/10 [00:01<00:01,  3.40it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.46it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.42it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.38it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.44it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.49it/s]
100%|██████████| 10/10 [00:02<00:00,  3.48it/s][2025-07-16 20:32:37] bird...PCK-Transfer@0.10: 69.53% | PCK-Transfer@0.05: 33.39% | PCK-Transfer@0.15: 86.94%
+
100%|██████████| 10/10 [00:02<00:00,  3.42it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.68it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.66it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.60it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.50it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.51it/s]
100%|██████████| 6/6 [00:01<00:00,  3.57it/s][2025-07-16 20:32:39] boat...PCK-Transfer@0.10: 44.44% | PCK-Transfer@0.05: 23.61% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 6/6 [00:01<00:00,  3.57it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.50it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.68it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.62it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.60it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.50it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.51it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.59it/s]
100%|██████████| 8/8 [00:02<00:00,  3.57it/s][2025-07-16 20:32:41] bottle...PCK-Transfer@0.10: 67.19% | PCK-Transfer@0.05: 46.88% | PCK-Transfer@0.15: 79.69%
+
100%|██████████| 8/8 [00:02<00:00,  3.57it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.15it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.39it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.44it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.48it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.40it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.41it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.45it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.45it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.49it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.40it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.49it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.54it/s]
 41%|████      | 13/32 [00:03<00:05,  3.53it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.52it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.52it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.54it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.61it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.61it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.50it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.43it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.46it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.39it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.47it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.45it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.46it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.36it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.40it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.45it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.52it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.56it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.52it/s]
100%|██████████| 32/32 [00:09<00:00,  3.52it/s][2025-07-16 20:32:50] bus...PCK-Transfer@0.10: 67.19% | PCK-Transfer@0.05: 51.04% | PCK-Transfer@0.15: 80.83%
+
100%|██████████| 32/32 [00:09<00:00,  3.48it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.32it/s]
 11%|█         | 2/19 [00:00<00:04,  3.50it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.54it/s]
 21%|██        | 4/19 [00:01<00:04,  3.52it/s]
 26%|██▋       | 5/19 [00:01<00:03,  3.51it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.42it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.34it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.39it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.43it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.42it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.45it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.51it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.55it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.48it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.42it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.50it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.55it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.47it/s]
100%|██████████| 19/19 [00:05<00:00,  3.47it/s][2025-07-16 20:32:56] car...PCK-Transfer@0.10: 89.00% | PCK-Transfer@0.05: 74.87% | PCK-Transfer@0.15: 92.68%
+
100%|██████████| 19/19 [00:05<00:00,  3.46it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.38it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.60it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.60it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.49it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.38it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.43it/s]
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 37%|███▋      | 10/27 [00:02<00:05,  3.34it/s]
 41%|████      | 11/27 [00:03<00:04,  3.39it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.42it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.38it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.48it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.47it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.41it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.52it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.56it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.59it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.56it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.24it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.31it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.40it/s]
100%|██████████| 27/27 [00:07<00:00,  3.47it/s][2025-07-16 20:33:03] cat...PCK-Transfer@0.10: 71.22% | PCK-Transfer@0.05: 48.88% | PCK-Transfer@0.15: 84.06%
+
100%|██████████| 27/27 [00:07<00:00,  3.46it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.44it/s]
 15%|█▌        | 2/13 [00:00<00:03,  2.95it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.17it/s]
 31%|███       | 4/13 [00:01<00:02,  3.25it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.35it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.43it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.46it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.46it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.46it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.45it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.45it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.51it/s]
100%|██████████| 13/13 [00:03<00:00,  3.50it/s][2025-07-16 20:33:07] chair...PCK-Transfer@0.10: 48.53% | PCK-Transfer@0.05: 29.53% | PCK-Transfer@0.15: 62.18%
+
100%|██████████| 13/13 [00:03<00:00,  3.38it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.48it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.54it/s]
100%|██████████| 3/3 [00:00<00:00,  3.57it/s][2025-07-16 20:33:08] cow...PCK-Transfer@0.10: 72.92% | PCK-Transfer@0.05: 41.67% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 3/3 [00:00<00:00,  3.55it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.53it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.55it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.61it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.56it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.44it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.49it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.55it/s]
100%|██████████| 8/8 [00:02<00:00,  3.55it/s][2025-07-16 20:33:10] diningtable...PCK-Transfer@0.10: 52.60% | PCK-Transfer@0.05: 25.52% | PCK-Transfer@0.15: 70.83%
+
100%|██████████| 8/8 [00:02<00:00,  3.54it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.49it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.56it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.57it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.52it/s]
 21%|██        | 5/24 [00:01<00:05,  3.52it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.53it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.52it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.55it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.56it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.51it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.53it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.55it/s]
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 58%|█████▊    | 14/24 [00:03<00:02,  3.53it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.55it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.54it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.55it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.56it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.58it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.59it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.60it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.57it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.55it/s]
100%|██████████| 24/24 [00:06<00:00,  3.55it/s][2025-07-16 20:33:17] dog...PCK-Transfer@0.10: 69.28% | PCK-Transfer@0.05: 46.55% | PCK-Transfer@0.15: 83.20%
+
100%|██████████| 24/24 [00:06<00:00,  3.55it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.59it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.62it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.56it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.54it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.60it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.64it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.64it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.63it/s]
100%|██████████| 9/9 [00:02<00:00,  3.63it/s][2025-07-16 20:33:20] horse...PCK-Transfer@0.10: 75.90% | PCK-Transfer@0.05: 49.60% | PCK-Transfer@0.15: 83.28%
+
100%|██████████| 9/9 [00:02<00:00,  3.61it/s]
+
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100%|██████████| 7/7 [00:01<00:00,  3.51it/s][2025-07-16 20:33:32] pottedplant...PCK-Transfer@0.10: 44.29% | PCK-Transfer@0.05: 21.90% | PCK-Transfer@0.15: 66.19%
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100%|██████████| 13/13 [00:03<00:00,  3.54it/s][2025-07-16 20:33:36] sofa...PCK-Transfer@0.10: 49.87% | PCK-Transfer@0.05: 28.79% | PCK-Transfer@0.15: 62.39%
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100%|██████████| 20/20 [00:05<00:00,  3.53it/s][2025-07-16 20:33:42] train...PCK-Transfer@0.10: 69.00% | PCK-Transfer@0.05: 42.50% | PCK-Transfer@0.15: 80.00%
+
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100%|██████████| 15/15 [00:04<00:00,  3.66it/s][2025-07-16 20:33:46] tvmonitor...PCK-Transfer@0.10: 29.44% | PCK-Transfer@0.05: 15.00% | PCK-Transfer@0.15: 47.78%
+
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+[2025-07-16 20:33:46] Weighted Per image PCK0.10: 65.45%, image PCK0.05: 44.48%, image PCK0.01: 78.10%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.8_layer_5__t_0.8_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.8_layer_5__t_0.8_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..ccbecd3dbfb4636314ad1a23ff59466b21fc848e
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.8_layer_5__t_0.8_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-16 20:34:19] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.8_layer_5__t_0.8_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.8_layer_5', 't_0.8_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.8_layer_5', 't_0.8_layer_15']
+Number of parameters corr net: 120
+
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100%|██████████| 19/19 [00:05<00:00,  3.58it/s][2025-07-16 20:34:57] car...PCK-Transfer@0.10: 89.59% | PCK-Transfer@0.05: 79.49% | PCK-Transfer@0.15: 91.40%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.41it/s][2025-07-16 20:35:05] cat...PCK-Transfer@0.10: 76.11% | PCK-Transfer@0.05: 58.66% | PCK-Transfer@0.15: 84.52%
+
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+
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100%|██████████| 13/13 [00:03<00:00,  3.52it/s][2025-07-16 20:35:09] chair...PCK-Transfer@0.10: 47.18% | PCK-Transfer@0.05: 27.65% | PCK-Transfer@0.15: 59.34%
+
100%|██████████| 13/13 [00:03<00:00,  3.48it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.50it/s][2025-07-16 20:35:10] cow...PCK-Transfer@0.10: 77.08% | PCK-Transfer@0.05: 47.92% | PCK-Transfer@0.15: 95.83%
+
100%|██████████| 3/3 [00:00<00:00,  3.49it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.44it/s][2025-07-16 20:35:12] diningtable...PCK-Transfer@0.10: 50.52% | PCK-Transfer@0.05: 28.65% | PCK-Transfer@0.15: 72.92%
+
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100%|██████████| 24/24 [00:06<00:00,  3.40it/s][2025-07-16 20:35:19] dog...PCK-Transfer@0.10: 73.30% | PCK-Transfer@0.05: 53.76% | PCK-Transfer@0.15: 85.25%
+
100%|██████████| 24/24 [00:06<00:00,  3.45it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.45it/s][2025-07-16 20:35:22] horse...PCK-Transfer@0.10: 76.69% | PCK-Transfer@0.05: 48.28% | PCK-Transfer@0.15: 83.15%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.52it/s][2025-07-16 20:35:29] motorbike...PCK-Transfer@0.10: 78.41% | PCK-Transfer@0.05: 52.87% | PCK-Transfer@0.15: 87.49%
+
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+
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100%|██████████| 12/12 [00:03<00:00,  3.19it/s][2025-07-16 20:35:33] person...PCK-Transfer@0.10: 54.72% | PCK-Transfer@0.05: 34.80% | PCK-Transfer@0.15: 68.38%
+
100%|██████████| 12/12 [00:03<00:00,  3.23it/s]
+
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100%|██████████| 7/7 [00:02<00:00,  3.23it/s][2025-07-16 20:35:35] pottedplant...PCK-Transfer@0.10: 47.14% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 66.19%
+
100%|██████████| 7/7 [00:02<00:00,  3.24it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.31it/s][2025-07-16 20:35:36] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.30it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.31it/s][2025-07-16 20:35:40] sofa...PCK-Transfer@0.10: 54.10% | PCK-Transfer@0.05: 30.82% | PCK-Transfer@0.15: 67.48%
+
100%|██████████| 13/13 [00:03<00:00,  3.32it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.26it/s][2025-07-16 20:35:45] train...PCK-Transfer@0.10: 71.00% | PCK-Transfer@0.05: 50.50% | PCK-Transfer@0.15: 82.00%
+
100%|██████████| 20/20 [00:05<00:00,  3.35it/s]
+
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100%|██████████| 15/15 [00:04<00:00,  3.46it/s][2025-07-16 20:35:50] tvmonitor...PCK-Transfer@0.10: 28.89% | PCK-Transfer@0.05: 14.44% | PCK-Transfer@0.15: 48.33%
+
100%|██████████| 15/15 [00:04<00:00,  3.37it/s]
+[2025-07-16 20:35:50] Weighted Per image PCK0.10: 69.38%, image PCK0.05: 50.80%, image PCK0.01: 79.65%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.8_layer_9__t_0.8_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.8_layer_9__t_0.8_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..0618fd53b746821832dbce4c2760809ee306b1c7
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.5_layer_9__t_0.8_layer_9__t_0.8_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-16 20:37:27] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.5_layer_9__t_0.8_layer_9__t_0.8_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.5_layer_9', 't_0.8_layer_9', 't_0.8_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.5_layer_9', 't_0.8_layer_9', 't_0.8_layer_11']
+Number of parameters corr net: 120
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100%|██████████| 20/20 [00:05<00:00,  3.31it/s][2025-07-16 20:38:53] train...PCK-Transfer@0.10: 76.00% | PCK-Transfer@0.05: 50.50% | PCK-Transfer@0.15: 88.00%
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100%|██████████| 15/15 [00:04<00:00,  3.48it/s][2025-07-16 20:38:58] tvmonitor...PCK-Transfer@0.10: 37.22% | PCK-Transfer@0.05: 19.44% | PCK-Transfer@0.15: 53.89%
+
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+[2025-07-16 20:38:58] Weighted Per image PCK0.10: 75.66%, image PCK0.05: 56.74%, image PCK0.01: 84.78%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_10__t_0.6_layer_11.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_10__t_0.6_layer_11.log
new file mode 100644
index 0000000000000000000000000000000000000000..600df16ad7353a1325f0199c9b8b7fa5e619787d
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_10__t_0.6_layer_11.log
@@ -0,0 +1,44 @@
+[2025-07-12 05:17:35] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.6_layer_10__t_0.6_layer_11', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.6_layer_10', 't_0.6_layer_11'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.6_layer_10', 't_0.6_layer_11']
+Number of parameters corr net: 120
+
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100%|██████████| 30/30 [00:08<00:00,  3.47it/s][2025-07-12 05:17:51] bicycle...PCK-Transfer@0.10: 95.33% | PCK-Transfer@0.05: 87.09% | PCK-Transfer@0.15: 96.24%
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 59%|█████▉    | 19/32 [00:05<00:03,  3.55it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.52it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.55it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.50it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.50it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.57it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.61it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.56it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.58it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.52it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.51it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.52it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.59it/s]
100%|██████████| 32/32 [00:09<00:00,  3.61it/s][2025-07-12 05:18:07] bus...PCK-Transfer@0.10: 92.92% | PCK-Transfer@0.05: 85.62% | PCK-Transfer@0.15: 94.06%
+
100%|██████████| 32/32 [00:09<00:00,  3.52it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.53it/s]
 11%|█         | 2/19 [00:00<00:04,  3.51it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.49it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.47it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.52it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.53it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.60it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.61it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.57it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.59it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.57it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.54it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.54it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.51it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.56it/s]
100%|██████████| 19/19 [00:05<00:00,  3.62it/s][2025-07-12 05:18:12] car...PCK-Transfer@0.10: 94.22% | PCK-Transfer@0.05: 89.20% | PCK-Transfer@0.15: 95.45%
+
100%|██████████| 19/19 [00:05<00:00,  3.56it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.61it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.53it/s]
 41%|████      | 11/27 [00:03<00:04,  3.55it/s]
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 59%|█████▉    | 16/27 [00:04<00:03,  3.51it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.54it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.59it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.61it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.57it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.52it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.49it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.51it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.51it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.53it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.52it/s]
100%|██████████| 27/27 [00:07<00:00,  3.51it/s][2025-07-12 05:18:20] cat...PCK-Transfer@0.10: 88.51% | PCK-Transfer@0.05: 73.66% | PCK-Transfer@0.15: 91.85%
+
100%|██████████| 27/27 [00:07<00:00,  3.53it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.51it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.62it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.62it/s]
 31%|███       | 4/13 [00:01<00:02,  3.53it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.09it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.19it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.26it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.39it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.46it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.52it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.57it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.56it/s]
100%|██████████| 13/13 [00:03<00:00,  3.56it/s][2025-07-12 05:18:24] chair...PCK-Transfer@0.10: 62.80% | PCK-Transfer@0.05: 44.08% | PCK-Transfer@0.15: 64.94%
+
100%|██████████| 13/13 [00:03<00:00,  3.46it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.63it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.59it/s]
100%|██████████| 3/3 [00:00<00:00,  3.60it/s][2025-07-12 05:18:25] cow...PCK-Transfer@0.10: 95.83% | PCK-Transfer@0.05: 72.92% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.60it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.60it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.62it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.62it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.68it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.63it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.61it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.62it/s]
100%|██████████| 8/8 [00:02<00:00,  3.64it/s][2025-07-12 05:18:27] diningtable...PCK-Transfer@0.10: 57.29% | PCK-Transfer@0.05: 41.15% | PCK-Transfer@0.15: 67.19%
+
100%|██████████| 8/8 [00:02<00:00,  3.63it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.52it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.57it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.56it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.63it/s]
 21%|██        | 5/24 [00:01<00:05,  3.61it/s]
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 29%|██▉       | 7/24 [00:01<00:04,  3.60it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.62it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.62it/s]
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 62%|██████▎   | 15/24 [00:04<00:02,  3.57it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.57it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.55it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.56it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.56it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.57it/s]
100%|██████████| 24/24 [00:06<00:00,  3.55it/s][2025-07-12 05:18:34] dog...PCK-Transfer@0.10: 90.26% | PCK-Transfer@0.05: 73.57% | PCK-Transfer@0.15: 94.26%
+
100%|██████████| 24/24 [00:06<00:00,  3.58it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.56it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.59it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.56it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.52it/s]
100%|██████████| 9/9 [00:02<00:00,  3.57it/s][2025-07-12 05:18:36] horse...PCK-Transfer@0.10: 86.40% | PCK-Transfer@0.05: 73.86% | PCK-Transfer@0.15: 91.16%
+
100%|██████████| 9/9 [00:02<00:00,  3.58it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.56it/s]
 41%|████      | 11/27 [00:03<00:04,  3.56it/s]
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 67%|██████▋   | 18/27 [00:05<00:02,  3.59it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.61it/s]
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 81%|████████▏ | 22/27 [00:06<00:01,  3.66it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.64it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.66it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.67it/s][2025-07-12 05:18:44] motorbike...PCK-Transfer@0.10: 90.24% | PCK-Transfer@0.05: 72.37% | PCK-Transfer@0.15: 97.00%
+
100%|██████████| 27/27 [00:07<00:00,  3.61it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.59it/s]
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 25%|██▌       | 3/12 [00:00<00:02,  3.68it/s]
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 42%|████▏     | 5/12 [00:01<00:01,  3.62it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.60it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.56it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.57it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.54it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.55it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.53it/s]
100%|██████████| 12/12 [00:03<00:00,  3.58it/s][2025-07-12 05:18:47] person...PCK-Transfer@0.10: 81.43% | PCK-Transfer@0.05: 63.53% | PCK-Transfer@0.15: 86.58%
+
100%|██████████| 12/12 [00:03<00:00,  3.59it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
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 29%|██▊       | 2/7 [00:00<00:01,  3.45it/s]
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 86%|████████▌ | 6/7 [00:01<00:00,  3.47it/s]
100%|██████████| 7/7 [00:02<00:00,  3.50it/s][2025-07-12 05:18:49] pottedplant...PCK-Transfer@0.10: 75.71% | PCK-Transfer@0.05: 59.05% | PCK-Transfer@0.15: 90.00%
+
100%|██████████| 7/7 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.33it/s][2025-07-12 05:18:49] sheep...PCK-Transfer@0.10: 80.00% | PCK-Transfer@0.05: 60.00% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.32it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.50it/s]
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 77%|███████▋  | 10/13 [00:02<00:00,  3.55it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.51it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.58it/s]
100%|██████████| 13/13 [00:03<00:00,  3.59it/s][2025-07-12 05:18:53] sofa...PCK-Transfer@0.10: 80.27% | PCK-Transfer@0.05: 54.16% | PCK-Transfer@0.15: 86.75%
+
100%|██████████| 13/13 [00:03<00:00,  3.54it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.53it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.51it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.54it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.52it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.54it/s]
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 80%|████████  | 16/20 [00:04<00:01,  3.50it/s]
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 90%|█████████ | 18/20 [00:05<00:00,  3.54it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.55it/s]
100%|██████████| 20/20 [00:05<00:00,  3.50it/s][2025-07-12 05:18:59] train...PCK-Transfer@0.10: 84.75% | PCK-Transfer@0.05: 70.75% | PCK-Transfer@0.15: 88.00%
+
100%|██████████| 20/20 [00:05<00:00,  3.52it/s]
+
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+[2025-07-12 05:19:03] Weighted Per image PCK0.10: 85.56%, image PCK0.05: 71.56%, image PCK0.01: 89.82%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_11__t_0.6_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_11__t_0.6_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..04d9acb9b9a0faffc2206341e90f609321f5acb9
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_11__t_0.6_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-12 05:37:43] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.6_layer_11__t_0.6_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.6_layer_11', 't_0.6_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.6_layer_11', 't_0.6_layer_15']
+Number of parameters corr net: 120
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100%|██████████| 12/12 [00:03<00:00,  3.51it/s][2025-07-12 05:38:55] person...PCK-Transfer@0.10: 73.20% | PCK-Transfer@0.05: 53.12% | PCK-Transfer@0.15: 78.64%
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100%|██████████| 7/7 [00:01<00:00,  3.57it/s][2025-07-12 05:38:57] pottedplant...PCK-Transfer@0.10: 75.24% | PCK-Transfer@0.05: 48.57% | PCK-Transfer@0.15: 82.38%
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100%|██████████| 15/15 [00:04<00:00,  3.55it/s][2025-07-12 05:39:10] tvmonitor...PCK-Transfer@0.10: 51.67% | PCK-Transfer@0.05: 40.56% | PCK-Transfer@0.15: 58.33%
+
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+[2025-07-12 05:39:10] Weighted Per image PCK0.10: 81.82%, image PCK0.05: 67.48%, image PCK0.01: 86.94%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_11__t_0.7_layer_5.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_11__t_0.7_layer_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..53201b8d3d154c04ebdefc31a1678db2d3b4a8ba
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_11__t_0.7_layer_5.log
@@ -0,0 +1,44 @@
+[2025-07-12 05:39:25] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.6_layer_11__t_0.7_layer_5', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.6_layer_11', 't_0.7_layer_5'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.6_layer_11', 't_0.7_layer_5']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.48it/s][2025-07-12 05:39:32] aeroplane...PCK-Transfer@0.10: 92.38% | PCK-Transfer@0.05: 78.41% | PCK-Transfer@0.15: 95.35%
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100%|██████████| 30/30 [00:08<00:00,  3.48it/s][2025-07-12 05:39:41] bicycle...PCK-Transfer@0.10: 95.09% | PCK-Transfer@0.05: 81.64% | PCK-Transfer@0.15: 96.30%
+
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100%|██████████| 6/6 [00:01<00:00,  3.51it/s][2025-07-12 05:39:45] boat...PCK-Transfer@0.10: 66.67% | PCK-Transfer@0.05: 45.83% | PCK-Transfer@0.15: 84.72%
+
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100%|██████████| 8/8 [00:02<00:00,  3.45it/s][2025-07-12 05:39:48] bottle...PCK-Transfer@0.10: 79.69% | PCK-Transfer@0.05: 60.94% | PCK-Transfer@0.15: 82.81%
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 47%|████▋     | 15/32 [00:04<00:04,  3.40it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.40it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.37it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.39it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.39it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.41it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.43it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.36it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.37it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.42it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.47it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.43it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.45it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.39it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.33it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.35it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.43it/s]
100%|██████████| 32/32 [00:09<00:00,  3.46it/s][2025-07-12 05:39:57] bus...PCK-Transfer@0.10: 90.05% | PCK-Transfer@0.05: 80.16% | PCK-Transfer@0.15: 92.24%
+
100%|██████████| 32/32 [00:09<00:00,  3.37it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.49it/s]
 11%|█         | 2/19 [00:00<00:05,  3.15it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.37it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.37it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.43it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.44it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.48it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.38it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.36it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.38it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.43it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.43it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.43it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.40it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.25it/s]
100%|██████████| 19/19 [00:05<00:00,  3.35it/s][2025-07-12 05:40:03] car...PCK-Transfer@0.10: 92.79% | PCK-Transfer@0.05: 88.48% | PCK-Transfer@0.15: 95.36%
+
100%|██████████| 19/19 [00:05<00:00,  3.37it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.44it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.44it/s]
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 41%|████      | 11/27 [00:03<00:04,  3.47it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.45it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.45it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.38it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.32it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.31it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.33it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.35it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.37it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.40it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.41it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.43it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.43it/s]
100%|██████████| 27/27 [00:07<00:00,  3.42it/s][2025-07-12 05:40:11] cat...PCK-Transfer@0.10: 87.92% | PCK-Transfer@0.05: 72.08% | PCK-Transfer@0.15: 90.07%
+
100%|██████████| 27/27 [00:07<00:00,  3.41it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.93it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.23it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.28it/s]
 31%|███       | 4/13 [00:01<00:02,  3.30it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.35it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.35it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.36it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.43it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.47it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.51it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.54it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.52it/s]
100%|██████████| 13/13 [00:03<00:00,  3.53it/s][2025-07-12 05:40:15] chair...PCK-Transfer@0.10: 58.87% | PCK-Transfer@0.05: 40.60% | PCK-Transfer@0.15: 64.25%
+
100%|██████████| 13/13 [00:03<00:00,  3.42it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.59it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.55it/s]
100%|██████████| 3/3 [00:00<00:00,  3.55it/s][2025-07-12 05:40:16] cow...PCK-Transfer@0.10: 95.83% | PCK-Transfer@0.05: 68.75% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.55it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.52it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.52it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.51it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.49it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.44it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.45it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.45it/s]
100%|██████████| 8/8 [00:02<00:00,  3.49it/s][2025-07-12 05:40:18] diningtable...PCK-Transfer@0.10: 55.21% | PCK-Transfer@0.05: 35.94% | PCK-Transfer@0.15: 69.27%
+
100%|██████████| 8/8 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.46it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.51it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.50it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.50it/s]
 21%|██        | 5/24 [00:01<00:05,  3.42it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.40it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.35it/s]
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 46%|████▌     | 11/24 [00:03<00:03,  3.49it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.49it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.50it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.49it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.50it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.53it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.55it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.54it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.48it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.51it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.52it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.53it/s]
100%|██████████| 24/24 [00:06<00:00,  3.54it/s][2025-07-12 05:40:25] dog...PCK-Transfer@0.10: 87.38% | PCK-Transfer@0.05: 72.08% | PCK-Transfer@0.15: 91.24%
+
100%|██████████| 24/24 [00:06<00:00,  3.49it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.55it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.57it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.62it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.44it/s]
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 89%|████████▉ | 8/9 [00:02<00:00,  3.43it/s]
100%|██████████| 9/9 [00:02<00:00,  3.48it/s][2025-07-12 05:40:27] horse...PCK-Transfer@0.10: 89.05% | PCK-Transfer@0.05: 72.28% | PCK-Transfer@0.15: 93.02%
+
100%|██████████| 9/9 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.49it/s]
 41%|████      | 11/27 [00:03<00:04,  3.51it/s]
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 59%|█████▉    | 16/27 [00:04<00:03,  3.53it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.51it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.52it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.54it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.52it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.53it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.58it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.56it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.58it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.63it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.61it/s][2025-07-12 05:40:35] motorbike...PCK-Transfer@0.10: 90.24% | PCK-Transfer@0.05: 72.04% | PCK-Transfer@0.15: 96.90%
+
100%|██████████| 27/27 [00:07<00:00,  3.53it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.55it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.67it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.67it/s]
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 42%|████▏     | 5/12 [00:01<00:02,  3.50it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.55it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.50it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.47it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.46it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.43it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.44it/s]
100%|██████████| 12/12 [00:03<00:00,  3.44it/s][2025-07-12 05:40:38] person...PCK-Transfer@0.10: 78.47% | PCK-Transfer@0.05: 61.40% | PCK-Transfer@0.15: 83.73%
+
100%|██████████| 12/12 [00:03<00:00,  3.50it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.23it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.28it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.34it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.32it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.31it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.37it/s]
100%|██████████| 7/7 [00:02<00:00,  3.41it/s][2025-07-12 05:40:41] pottedplant...PCK-Transfer@0.10: 66.19% | PCK-Transfer@0.05: 46.67% | PCK-Transfer@0.15: 80.48%
+
100%|██████████| 7/7 [00:02<00:00,  3.36it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.45it/s][2025-07-12 05:40:41] sheep...PCK-Transfer@0.10: 80.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.44it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.47it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.55it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.54it/s]
 31%|███       | 4/13 [00:01<00:02,  3.56it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.52it/s]
 46%|████▌     | 6/13 [00:01<00:01,  3.51it/s]
 54%|█████▍    | 7/13 [00:01<00:01,  3.52it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.50it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.51it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.56it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.51it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.57it/s]
100%|██████████| 13/13 [00:03<00:00,  3.59it/s][2025-07-12 05:40:45] sofa...PCK-Transfer@0.10: 74.17% | PCK-Transfer@0.05: 46.00% | PCK-Transfer@0.15: 81.75%
+
100%|██████████| 13/13 [00:03<00:00,  3.54it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
  5%|▌         | 1/20 [00:00<00:05,  3.44it/s]
 10%|█         | 2/20 [00:00<00:05,  3.47it/s]
 15%|█▌        | 3/20 [00:00<00:04,  3.54it/s]
 20%|██        | 4/20 [00:01<00:04,  3.51it/s]
 25%|██▌       | 5/20 [00:01<00:04,  3.50it/s]
 30%|███       | 6/20 [00:01<00:03,  3.53it/s]
 35%|███▌      | 7/20 [00:01<00:03,  3.59it/s]
 40%|████      | 8/20 [00:02<00:03,  3.53it/s]
 45%|████▌     | 9/20 [00:02<00:03,  3.50it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.52it/s]
 55%|█████▌    | 11/20 [00:03<00:02,  3.52it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.54it/s]
 65%|██████▌   | 13/20 [00:03<00:02,  3.50it/s]
 70%|███████   | 14/20 [00:03<00:01,  3.49it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.53it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.48it/s]
 85%|████████▌ | 17/20 [00:04<00:00,  3.56it/s]
 90%|█████████ | 18/20 [00:05<00:00,  3.53it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.55it/s]
100%|██████████| 20/20 [00:05<00:00,  3.51it/s][2025-07-12 05:40:50] train...PCK-Transfer@0.10: 83.75% | PCK-Transfer@0.05: 64.50% | PCK-Transfer@0.15: 87.00%
+
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100%|██████████| 15/15 [00:04<00:00,  3.52it/s][2025-07-12 05:40:54] tvmonitor...PCK-Transfer@0.10: 46.67% | PCK-Transfer@0.05: 34.44% | PCK-Transfer@0.15: 51.67%
+
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+[2025-07-12 05:40:54] Weighted Per image PCK0.10: 82.98%, image PCK0.05: 67.35%, image PCK0.01: 87.76%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_11__t_0.8_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_11__t_0.8_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..d9bc0eca64a400aa1d41e919995f7e2b8ca61121
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_11__t_0.8_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 05:53:10] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.6_layer_11__t_0.8_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.6_layer_11', 't_0.8_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.6_layer_11', 't_0.8_layer_20']
+Number of parameters corr net: 120
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100%|██████████| 32/32 [00:09<00:00,  3.53it/s][2025-07-12 05:53:41] bus...PCK-Transfer@0.10: 68.49% | PCK-Transfer@0.05: 53.65% | PCK-Transfer@0.15: 78.91%
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100%|██████████| 8/8 [00:02<00:00,  3.50it/s][2025-07-12 05:54:02] diningtable...PCK-Transfer@0.10: 42.19% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 50.52%
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100%|██████████| 15/15 [00:04<00:00,  3.69it/s][2025-07-12 05:54:37] tvmonitor...PCK-Transfer@0.10: 30.00% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 41.67%
+
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+[2025-07-12 05:54:37] Weighted Per image PCK0.10: 62.83%, image PCK0.05: 45.64%, image PCK0.01: 72.54%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_12__t_0.7_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_12__t_0.7_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..79b809b9216b9b6575a6921549a840f3d92b5fce
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_12__t_0.7_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 06:02:45] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.6_layer_12__t_0.7_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.6_layer_12', 't_0.7_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.6_layer_12', 't_0.7_layer_20']
+Number of parameters corr net: 120
+
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100%|██████████| 6/6 [00:01<00:00,  3.50it/s][2025-07-12 06:03:05] boat...PCK-Transfer@0.10: 36.11% | PCK-Transfer@0.05: 19.44% | PCK-Transfer@0.15: 65.28%
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+
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 12%|█▎        | 1/8 [00:00<00:02,  3.40it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.52it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.52it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.49it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.41it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.43it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.52it/s]
100%|██████████| 8/8 [00:02<00:00,  3.50it/s][2025-07-12 06:03:07] bottle...PCK-Transfer@0.10: 35.94% | PCK-Transfer@0.05: 20.31% | PCK-Transfer@0.15: 43.75%
+
100%|██████████| 8/8 [00:02<00:00,  3.48it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:10,  3.09it/s]
  6%|▋         | 2/32 [00:00<00:09,  3.31it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.34it/s]
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 16%|█▌        | 5/32 [00:01<00:07,  3.43it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.42it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.39it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.40it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.50it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.54it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.52it/s]
 41%|████      | 13/32 [00:03<00:05,  3.52it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.46it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.47it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.48it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.53it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.55it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.57it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.55it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.49it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.54it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.52it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.44it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.43it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.31it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.35it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.42it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.47it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.52it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.48it/s]
100%|██████████| 32/32 [00:09<00:00,  3.49it/s][2025-07-12 06:03:16] bus...PCK-Transfer@0.10: 67.03% | PCK-Transfer@0.05: 48.02% | PCK-Transfer@0.15: 76.67%
+
100%|██████████| 32/32 [00:09<00:00,  3.46it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.81it/s]
 11%|█         | 2/19 [00:00<00:05,  3.24it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.37it/s]
 21%|██        | 4/19 [00:01<00:04,  3.43it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.44it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.51it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.58it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.54it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.56it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.50it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.51it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.52it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.51it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.51it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.59it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.61it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.64it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.61it/s]
100%|██████████| 19/19 [00:05<00:00,  3.42it/s][2025-07-12 06:03:22] car...PCK-Transfer@0.10: 77.83% | PCK-Transfer@0.05: 65.59% | PCK-Transfer@0.15: 82.52%
+
100%|██████████| 19/19 [00:05<00:00,  3.49it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.04it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.35it/s]
 11%|█         | 3/27 [00:00<00:06,  3.50it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.42it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.43it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.47it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.40it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.29it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.42it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.47it/s]
 41%|████      | 11/27 [00:03<00:04,  3.49it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.44it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.46it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.48it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.58it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.65it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.57it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.50it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.40it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.50it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.53it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.58it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.56it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.58it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.48it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.50it/s]
100%|██████████| 27/27 [00:07<00:00,  3.50it/s][2025-07-12 06:03:29] cat...PCK-Transfer@0.10: 76.74% | PCK-Transfer@0.05: 58.13% | PCK-Transfer@0.15: 84.24%
+
100%|██████████| 27/27 [00:07<00:00,  3.48it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.75it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.05it/s]
 23%|██▎       | 3/13 [00:01<00:03,  2.83it/s]
 31%|███       | 4/13 [00:01<00:02,  3.09it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.27it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.32it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.36it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.40it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.45it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.47it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.47it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.54it/s]
100%|██████████| 13/13 [00:03<00:00,  3.54it/s][2025-07-12 06:03:33] chair...PCK-Transfer@0.10: 34.25% | PCK-Transfer@0.05: 19.85% | PCK-Transfer@0.15: 39.29%
+
100%|██████████| 13/13 [00:03<00:00,  3.35it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.30it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.45it/s]
100%|██████████| 3/3 [00:00<00:00,  3.52it/s][2025-07-12 06:03:34] cow...PCK-Transfer@0.10: 83.33% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 89.58%
+
100%|██████████| 3/3 [00:00<00:00,  3.48it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.28it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.43it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.45it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.27it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.25it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.38it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.46it/s]
100%|██████████| 8/8 [00:02<00:00,  3.50it/s][2025-07-12 06:03:37] diningtable...PCK-Transfer@0.10: 34.90% | PCK-Transfer@0.05: 9.90% | PCK-Transfer@0.15: 44.27%
+
100%|██████████| 8/8 [00:02<00:00,  3.41it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:08,  2.60it/s]
  8%|▊         | 2/24 [00:00<00:07,  3.00it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.20it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.29it/s]
 21%|██        | 5/24 [00:01<00:05,  3.38it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.44it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.48it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.52it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.51it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.49it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.51it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.53it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.55it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.57it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.60it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.60it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.59it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.60it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.63it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.55it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.55it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.53it/s]
100%|██████████| 24/24 [00:06<00:00,  3.54it/s][2025-07-12 06:03:43] dog...PCK-Transfer@0.10: 66.04% | PCK-Transfer@0.05: 48.14% | PCK-Transfer@0.15: 77.33%
+
100%|██████████| 24/24 [00:06<00:00,  3.49it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.29it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.42it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.35it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.39it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.45it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.54it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.64it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.65it/s]
100%|██████████| 9/9 [00:02<00:00,  3.63it/s][2025-07-12 06:03:46] horse...PCK-Transfer@0.10: 74.95% | PCK-Transfer@0.05: 55.26% | PCK-Transfer@0.15: 80.50%
+
100%|██████████| 9/9 [00:02<00:00,  3.54it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:09,  2.79it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.60it/s]
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 30%|██▉       | 8/27 [00:02<00:05,  3.53it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.61it/s]
 41%|████      | 11/27 [00:03<00:04,  3.62it/s]
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 52%|█████▏    | 14/27 [00:03<00:03,  3.62it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.62it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.63it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.66it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.62it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.59it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.63it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.63it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.60it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.60it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.57it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.52it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.52it/s]
100%|██████████| 27/27 [00:07<00:00,  3.52it/s][2025-07-12 06:03:54] motorbike...PCK-Transfer@0.10: 74.44% | PCK-Transfer@0.05: 52.10% | PCK-Transfer@0.15: 80.02%
+
100%|██████████| 27/27 [00:07<00:00,  3.55it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  2.96it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.26it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.33it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.39it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.53it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.60it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.66it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.64it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.68it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.66it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.68it/s]
100%|██████████| 12/12 [00:03<00:00,  3.63it/s][2025-07-12 06:03:57] person...PCK-Transfer@0.10: 50.96% | PCK-Transfer@0.05: 32.09% | PCK-Transfer@0.15: 61.76%
+
100%|██████████| 12/12 [00:03<00:00,  3.56it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.48it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.67it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.64it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.69it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.77it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.62it/s]
100%|██████████| 7/7 [00:01<00:00,  3.62it/s][2025-07-12 06:03:59] pottedplant...PCK-Transfer@0.10: 46.19% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 68.10%
+
100%|██████████| 7/7 [00:01<00:00,  3.64it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.09it/s][2025-07-12 06:03:59] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 80.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.08it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.95it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.28it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.37it/s]
 31%|███       | 4/13 [00:01<00:02,  3.40it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.43it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.40it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.46it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.48it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.54it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.47it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.50it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.47it/s]
100%|██████████| 13/13 [00:03<00:00,  3.47it/s][2025-07-12 06:04:03] sofa...PCK-Transfer@0.10: 43.74% | PCK-Transfer@0.05: 22.70% | PCK-Transfer@0.15: 57.78%
+
100%|██████████| 13/13 [00:03<00:00,  3.44it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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+[2025-07-12 06:04:13] Weighted Per image PCK0.10: 62.99%, image PCK0.05: 44.80%, image PCK0.01: 71.72%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_13__t_0.7_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_13__t_0.7_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..f51fd8f0c73845536c3245290d5c6eb90c03bdef
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_13__t_0.7_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-12 06:14:52] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.6_layer_13__t_0.7_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.6_layer_13', 't_0.7_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.6_layer_13', 't_0.7_layer_10']
+Number of parameters corr net: 120
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100%|██████████| 12/12 [00:03<00:00,  3.61it/s][2025-07-12 06:16:04] person...PCK-Transfer@0.10: 77.17% | PCK-Transfer@0.05: 62.07% | PCK-Transfer@0.15: 84.06%
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100%|██████████| 15/15 [00:04<00:00,  3.52it/s][2025-07-12 06:16:20] tvmonitor...PCK-Transfer@0.10: 56.11% | PCK-Transfer@0.05: 46.67% | PCK-Transfer@0.15: 61.11%
+
100%|██████████| 15/15 [00:04<00:00,  3.49it/s]
+[2025-07-12 06:16:20] Weighted Per image PCK0.10: 84.46%, image PCK0.05: 70.56%, image PCK0.01: 88.94%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_15__t_0.7_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_15__t_0.7_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..c37f22b8429abe6dafcbb2c63420707b8cd93f91
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_15__t_0.7_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 06:32:14] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.6_layer_15__t_0.7_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.6_layer_15', 't_0.7_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.6_layer_15', 't_0.7_layer_13']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:06<00:00,  3.17it/s][2025-07-12 06:32:21] aeroplane...PCK-Transfer@0.10: 80.40% | PCK-Transfer@0.05: 63.71% | PCK-Transfer@0.15: 89.17%
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100%|██████████| 30/30 [00:09<00:00,  3.43it/s][2025-07-12 06:32:30] bicycle...PCK-Transfer@0.10: 85.21% | PCK-Transfer@0.05: 77.03% | PCK-Transfer@0.15: 87.97%
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100%|██████████| 10/10 [00:03<00:00,  3.34it/s][2025-07-12 06:32:33] bird...PCK-Transfer@0.10: 76.53% | PCK-Transfer@0.05: 54.06% | PCK-Transfer@0.15: 88.19%
+
100%|██████████| 10/10 [00:03<00:00,  3.29it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.65it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.61it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.56it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.45it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.38it/s]
100%|██████████| 6/6 [00:01<00:00,  3.36it/s][2025-07-12 06:32:35] boat...PCK-Transfer@0.10: 59.72% | PCK-Transfer@0.05: 40.28% | PCK-Transfer@0.15: 80.56%
+
100%|██████████| 6/6 [00:01<00:00,  3.43it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.43it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.50it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.49it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.43it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.35it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.38it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.38it/s]
100%|██████████| 8/8 [00:02<00:00,  3.37it/s][2025-07-12 06:32:37] bottle...PCK-Transfer@0.10: 62.50% | PCK-Transfer@0.05: 46.88% | PCK-Transfer@0.15: 73.44%
+
100%|██████████| 8/8 [00:02<00:00,  3.39it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
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  6%|▋         | 2/32 [00:00<00:09,  3.31it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.38it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.37it/s]
 16%|█▌        | 5/32 [00:01<00:08,  3.28it/s]
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 22%|██▏       | 7/32 [00:02<00:07,  3.26it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.26it/s]
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 38%|███▊      | 12/32 [00:03<00:05,  3.36it/s]
 41%|████      | 13/32 [00:03<00:05,  3.24it/s]
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 47%|████▋     | 15/32 [00:04<00:05,  3.21it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.22it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.29it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.32it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.33it/s]
 62%|██████▎   | 20/32 [00:06<00:03,  3.35it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.35it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.38it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.43it/s]
 75%|███████▌  | 24/32 [00:07<00:02,  3.37it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.27it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.32it/s]
 84%|████████▍ | 27/32 [00:08<00:01,  3.20it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.22it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.25it/s]
 94%|█████████▍| 30/32 [00:09<00:00,  3.20it/s]
 97%|█████████▋| 31/32 [00:09<00:00,  3.20it/s]
100%|██████████| 32/32 [00:09<00:00,  3.19it/s][2025-07-12 06:32:47] bus...PCK-Transfer@0.10: 83.85% | PCK-Transfer@0.05: 73.18% | PCK-Transfer@0.15: 86.82%
+
100%|██████████| 32/32 [00:09<00:00,  3.27it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.21it/s]
 11%|█         | 2/19 [00:00<00:05,  3.36it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.32it/s]
 21%|██        | 4/19 [00:01<00:04,  3.30it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.28it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.41it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.50it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.49it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.50it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.47it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.47it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.52it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.45it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.44it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.47it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.48it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.53it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.49it/s]
100%|██████████| 19/19 [00:05<00:00,  3.40it/s][2025-07-12 06:32:53] car...PCK-Transfer@0.10: 89.97% | PCK-Transfer@0.05: 80.86% | PCK-Transfer@0.15: 93.53%
+
100%|██████████| 19/19 [00:05<00:00,  3.43it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.21it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.40it/s]
 11%|█         | 3/27 [00:00<00:06,  3.44it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.38it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.44it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.45it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.44it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.46it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.50it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.44it/s]
 41%|████      | 11/27 [00:03<00:04,  3.44it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.43it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.48it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.48it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.49it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.55it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.50it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.47it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.49it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.55it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.56it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.59it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.57it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.57it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.56it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.56it/s]
100%|██████████| 27/27 [00:07<00:00,  3.56it/s][2025-07-12 06:33:00] cat...PCK-Transfer@0.10: 86.31% | PCK-Transfer@0.05: 65.00% | PCK-Transfer@0.15: 89.18%
+
100%|██████████| 27/27 [00:07<00:00,  3.50it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.36it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.33it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.32it/s]
 31%|███       | 4/13 [00:01<00:02,  3.43it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.47it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.50it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.41it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.33it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.37it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.35it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.30it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.36it/s]
100%|██████████| 13/13 [00:03<00:00,  3.30it/s][2025-07-12 06:33:04] chair...PCK-Transfer@0.10: 45.15% | PCK-Transfer@0.05: 31.47% | PCK-Transfer@0.15: 55.26%
+
100%|██████████| 13/13 [00:03<00:00,  3.36it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.50it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.40it/s]
100%|██████████| 3/3 [00:00<00:00,  3.37it/s][2025-07-12 06:33:05] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 64.58% | PCK-Transfer@0.15: 97.92%
+
100%|██████████| 3/3 [00:00<00:00,  3.39it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.44it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.36it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.38it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.40it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.33it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.33it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.27it/s]
100%|██████████| 8/8 [00:02<00:00,  3.31it/s][2025-07-12 06:33:08] diningtable...PCK-Transfer@0.10: 30.73% | PCK-Transfer@0.05: 22.40% | PCK-Transfer@0.15: 49.48%
+
100%|██████████| 8/8 [00:02<00:00,  3.33it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:07,  3.11it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.29it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.44it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.31it/s]
 21%|██        | 5/24 [00:01<00:05,  3.39it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.25it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.27it/s]
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 42%|████▏     | 10/24 [00:03<00:04,  3.34it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.38it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.40it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.42it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.41it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.40it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.36it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.39it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.47it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.37it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.38it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.31it/s]
100%|██████████| 24/24 [00:07<00:00,  3.37it/s][2025-07-12 06:33:15] dog...PCK-Transfer@0.10: 77.43% | PCK-Transfer@0.05: 58.13% | PCK-Transfer@0.15: 85.53%
+
100%|██████████| 24/24 [00:07<00:00,  3.35it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.51it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.47it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.46it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.47it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.52it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.59it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.65it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.64it/s]
100%|██████████| 9/9 [00:02<00:00,  3.60it/s][2025-07-12 06:33:17] horse...PCK-Transfer@0.10: 78.78% | PCK-Transfer@0.05: 56.19% | PCK-Transfer@0.15: 84.87%
+
100%|██████████| 9/9 [00:02<00:00,  3.57it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.28it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.52it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.55it/s]
 41%|████      | 11/27 [00:03<00:04,  3.55it/s]
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 48%|████▊     | 13/27 [00:03<00:03,  3.53it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.51it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.50it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.49it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.52it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.52it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.45it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.44it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.44it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.47it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.48it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.39it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.40it/s]
100%|██████████| 27/27 [00:07<00:00,  3.44it/s][2025-07-12 06:33:25] motorbike...PCK-Transfer@0.10: 80.71% | PCK-Transfer@0.05: 61.67% | PCK-Transfer@0.15: 89.42%
+
100%|██████████| 27/27 [00:07<00:00,  3.47it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.01it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.22it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.36it/s]
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 42%|████▏     | 5/12 [00:01<00:01,  3.54it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.60it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.63it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.64it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.67it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.66it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.69it/s]
100%|██████████| 12/12 [00:03<00:00,  3.64it/s][2025-07-12 06:33:29] person...PCK-Transfer@0.10: 59.87% | PCK-Transfer@0.05: 39.03% | PCK-Transfer@0.15: 71.75%
+
100%|██████████| 12/12 [00:03<00:00,  3.57it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.71it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.76it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.70it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.72it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.77it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.71it/s]
100%|██████████| 7/7 [00:01<00:00,  3.71it/s][2025-07-12 06:33:30] pottedplant...PCK-Transfer@0.10: 55.24% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 70.00%
+
100%|██████████| 7/7 [00:01<00:00,  3.72it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.70it/s][2025-07-12 06:33:31] sheep...PCK-Transfer@0.10: 80.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.69it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.52it/s]
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+[2025-07-12 06:33:44] Weighted Per image PCK0.10: 72.98%, image PCK0.05: 56.54%, image PCK0.01: 80.92%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_5__t_0.8_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_5__t_0.8_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..b6f11ae146402e9e56e993d6517d5cebc0d79847
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_5__t_0.8_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 04:51:06] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.6_layer_5__t_0.8_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.6_layer_5', 't_0.8_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.6_layer_5', 't_0.8_layer_5']
+Number of parameters corr net: 120
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+
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+[2025-07-12 04:52:34] Weighted Per image PCK0.10: 46.04%, image PCK0.05: 19.83%, image PCK0.01: 66.05%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_9__t_0.7_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_9__t_0.7_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..9aac4d0d503723f2e59c230099928c552c060f90
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_9__t_0.7_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-12 05:05:07] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.6_layer_9__t_0.7_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.6_layer_9', 't_0.7_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.6_layer_9', 't_0.7_layer_10']
+Number of parameters corr net: 120
+
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100%|██████████| 30/30 [00:08<00:00,  3.54it/s][2025-07-12 05:05:23] bicycle...PCK-Transfer@0.10: 96.64% | PCK-Transfer@0.05: 85.97% | PCK-Transfer@0.15: 98.15%
+
100%|██████████| 30/30 [00:08<00:00,  3.36it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.38it/s]
 20%|██        | 2/10 [00:00<00:02,  3.45it/s]
 30%|███       | 3/10 [00:00<00:01,  3.60it/s]
 40%|████      | 4/10 [00:01<00:01,  3.58it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.57it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.60it/s]
 70%|███████   | 7/10 [00:01<00:00,  3.61it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.62it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.60it/s]
100%|██████████| 10/10 [00:02<00:00,  3.61it/s][2025-07-12 05:05:26] bird...PCK-Transfer@0.10: 87.58% | PCK-Transfer@0.05: 71.56% | PCK-Transfer@0.15: 95.64%
+
100%|██████████| 10/10 [00:02<00:00,  3.58it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.22it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.34it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.40it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.45it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.49it/s]
100%|██████████| 6/6 [00:01<00:00,  3.49it/s][2025-07-12 05:05:27] boat...PCK-Transfer@0.10: 66.67% | PCK-Transfer@0.05: 52.78% | PCK-Transfer@0.15: 77.78%
+
100%|██████████| 6/6 [00:01<00:00,  3.44it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.47it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.52it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.50it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.47it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.52it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.59it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.57it/s]
100%|██████████| 8/8 [00:02<00:00,  3.60it/s][2025-07-12 05:05:30] bottle...PCK-Transfer@0.10: 78.12% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 85.94%
+
100%|██████████| 8/8 [00:02<00:00,  3.56it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.45it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.48it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.40it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.48it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.50it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.60it/s]
 22%|██▏       | 7/32 [00:01<00:06,  3.60it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.61it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.57it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.48it/s]
 34%|███▍      | 11/32 [00:03<00:06,  3.41it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.40it/s]
 41%|████      | 13/32 [00:03<00:05,  3.43it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.46it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.45it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.44it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.42it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.40it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.42it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.47it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.52it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.48it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.50it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.58it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.60it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.57it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.60it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.55it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.54it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.54it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.60it/s]
100%|██████████| 32/32 [00:09<00:00,  3.63it/s][2025-07-12 05:05:39] bus...PCK-Transfer@0.10: 91.72% | PCK-Transfer@0.05: 81.04% | PCK-Transfer@0.15: 93.39%
+
100%|██████████| 32/32 [00:09<00:00,  3.51it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.42it/s]
 11%|█         | 2/19 [00:00<00:04,  3.42it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.43it/s]
 21%|██        | 4/19 [00:01<00:04,  3.44it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.44it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.39it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.37it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.43it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.46it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.50it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.57it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.50it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.50it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.50it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.43it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.30it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.32it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.38it/s]
100%|██████████| 19/19 [00:05<00:00,  3.48it/s][2025-07-12 05:05:44] car...PCK-Transfer@0.10: 93.65% | PCK-Transfer@0.05: 87.80% | PCK-Transfer@0.15: 95.94%
+
100%|██████████| 19/19 [00:05<00:00,  3.44it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.48it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.52it/s]
 11%|█         | 3/27 [00:00<00:06,  3.44it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.47it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.48it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.45it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.47it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.48it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.34it/s]
 37%|███▋      | 10/27 [00:02<00:05,  3.34it/s]
 41%|████      | 11/27 [00:03<00:04,  3.24it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.33it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.34it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.38it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.37it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.40it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.42it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.48it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.48it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.46it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.46it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.45it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.46it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.46it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.49it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.47it/s]
100%|██████████| 27/27 [00:07<00:00,  3.45it/s][2025-07-12 05:05:52] cat...PCK-Transfer@0.10: 89.79% | PCK-Transfer@0.05: 75.36% | PCK-Transfer@0.15: 93.33%
+
100%|██████████| 27/27 [00:07<00:00,  3.43it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.42it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.54it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.56it/s]
 31%|███       | 4/13 [00:01<00:02,  3.52it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.52it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.48it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.49it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.53it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.55it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.56it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.57it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.54it/s]
100%|██████████| 13/13 [00:03<00:00,  3.54it/s][2025-07-12 05:05:56] chair...PCK-Transfer@0.10: 65.15% | PCK-Transfer@0.05: 52.80% | PCK-Transfer@0.15: 68.40%
+
100%|██████████| 13/13 [00:03<00:00,  3.53it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.56it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.53it/s]
100%|██████████| 3/3 [00:00<00:00,  3.53it/s][2025-07-12 05:05:57] cow...PCK-Transfer@0.10: 95.83% | PCK-Transfer@0.05: 70.83% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.53it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.49it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.48it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.49it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.54it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.51it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.49it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.49it/s]
100%|██████████| 8/8 [00:02<00:00,  3.51it/s][2025-07-12 05:05:59] diningtable...PCK-Transfer@0.10: 57.81% | PCK-Transfer@0.05: 45.31% | PCK-Transfer@0.15: 71.35%
+
100%|██████████| 8/8 [00:02<00:00,  3.50it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.43it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.48it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.47it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.52it/s]
 21%|██        | 5/24 [00:01<00:05,  3.51it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.51it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.51it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.49it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.49it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.53it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.53it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.52it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.52it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.51it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.50it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.53it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.52it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.51it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.51it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.47it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.47it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.50it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.51it/s]
100%|██████████| 24/24 [00:06<00:00,  3.51it/s][2025-07-12 05:06:06] dog...PCK-Transfer@0.10: 86.16% | PCK-Transfer@0.05: 70.30% | PCK-Transfer@0.15: 91.16%
+
100%|██████████| 24/24 [00:06<00:00,  3.50it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.51it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.54it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.58it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.65it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.58it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.53it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.49it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.49it/s]
100%|██████████| 9/9 [00:02<00:00,  3.52it/s][2025-07-12 05:06:08] horse...PCK-Transfer@0.10: 88.25% | PCK-Transfer@0.05: 73.99% | PCK-Transfer@0.15: 92.22%
+
100%|██████████| 9/9 [00:02<00:00,  3.53it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.66it/s]
  7%|▋         | 2/27 [00:00<00:06,  3.59it/s]
 11%|█         | 3/27 [00:00<00:06,  3.56it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.51it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.50it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.46it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.51it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.50it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.50it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.49it/s]
 41%|████      | 11/27 [00:03<00:04,  3.50it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.52it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.55it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.54it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.56it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.54it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.52it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.53it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.55it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.53it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.53it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.57it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.56it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.58it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.62it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.60it/s]
100%|██████████| 27/27 [00:07<00:00,  3.60it/s][2025-07-12 05:06:16] motorbike...PCK-Transfer@0.10: 91.02% | PCK-Transfer@0.05: 71.63% | PCK-Transfer@0.15: 96.58%
+
100%|██████████| 27/27 [00:07<00:00,  3.54it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.51it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.64it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.62it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.53it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.48it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.52it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.49it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.50it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.48it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.48it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.47it/s]
100%|██████████| 12/12 [00:03<00:00,  3.48it/s][2025-07-12 05:06:20] person...PCK-Transfer@0.10: 79.26% | PCK-Transfer@0.05: 63.57% | PCK-Transfer@0.15: 86.06%
+
100%|██████████| 12/12 [00:03<00:00,  3.50it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.21it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.29it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.35it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.32it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.30it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.32it/s]
100%|██████████| 7/7 [00:02<00:00,  3.35it/s][2025-07-12 05:06:22] pottedplant...PCK-Transfer@0.10: 70.95% | PCK-Transfer@0.05: 51.90% | PCK-Transfer@0.15: 87.62%
+
100%|██████████| 7/7 [00:02<00:00,  3.33it/s]
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+[2025-07-12 05:06:36] Weighted Per image PCK0.10: 85.13%, image PCK0.05: 70.77%, image PCK0.01: 89.64%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_9__t_0.7_layer_13_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_9__t_0.7_layer_13_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..9c470c571d8a96ad2d184ed95d1d88b632c386a7
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_9__t_0.7_layer_13_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 05:06:45] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.6_layer_9__t_0.7_layer_13_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.6_layer_9', 't_0.7_layer_13'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.6_layer_9', 't_0.7_layer_13']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.66it/s][2025-07-12 05:08:15] tvmonitor...PCK-Transfer@0.10: 42.78% | PCK-Transfer@0.05: 28.33% | PCK-Transfer@0.15: 52.78%
+
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+[2025-07-12 05:08:15] Weighted Per image PCK0.10: 75.45%, image PCK0.05: 57.40%, image PCK0.01: 82.62%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_9__t_0.8_layer_5_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_9__t_0.8_layer_5_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..ec5993959067d4f87e199348ef5e250780203d94
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.6_layer_9__t_0.8_layer_5_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 05:09:54] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.6_layer_9__t_0.8_layer_5_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.6_layer_9', 't_0.8_layer_5'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.6_layer_9', 't_0.8_layer_5']
+Number of parameters corr net: 120
+
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 57%|█████▋    | 17/30 [00:04<00:03,  3.45it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.32it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.39it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.41it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.43it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.51it/s]
 77%|███████▋  | 23/30 [00:06<00:02,  3.47it/s]
 80%|████████  | 24/30 [00:06<00:01,  3.54it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.52it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.49it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.48it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.40it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.42it/s]
100%|██████████| 30/30 [00:08<00:00,  3.46it/s][2025-07-12 05:10:09] bicycle...PCK-Transfer@0.10: 68.79% | PCK-Transfer@0.05: 50.91% | PCK-Transfer@0.15: 79.09%
+
100%|██████████| 30/30 [00:08<00:00,  3.46it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.40it/s]
 20%|██        | 2/10 [00:00<00:02,  3.48it/s]
 30%|███       | 3/10 [00:00<00:02,  3.43it/s]
 40%|████      | 4/10 [00:01<00:01,  3.47it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.49it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.48it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.50it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.51it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.53it/s]
100%|██████████| 10/10 [00:02<00:00,  3.51it/s][2025-07-12 05:10:12] bird...PCK-Transfer@0.10: 62.31% | PCK-Transfer@0.05: 34.00% | PCK-Transfer@0.15: 76.33%
+
100%|██████████| 10/10 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.57it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.64it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.60it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.53it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.52it/s]
100%|██████████| 6/6 [00:01<00:00,  3.57it/s][2025-07-12 05:10:14] boat...PCK-Transfer@0.10: 44.44% | PCK-Transfer@0.05: 19.44% | PCK-Transfer@0.15: 75.00%
+
100%|██████████| 6/6 [00:01<00:00,  3.56it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.51it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.70it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.63it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.61it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.61it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.57it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.65it/s]
100%|██████████| 8/8 [00:02<00:00,  3.62it/s][2025-07-12 05:10:16] bottle...PCK-Transfer@0.10: 65.62% | PCK-Transfer@0.05: 46.88% | PCK-Transfer@0.15: 78.12%
+
100%|██████████| 8/8 [00:02<00:00,  3.62it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.23it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.36it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.44it/s]
 12%|█▎        | 4/32 [00:01<00:08,  3.46it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.52it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.47it/s]
 22%|██▏       | 7/32 [00:02<00:07,  3.45it/s]
 25%|██▌       | 8/32 [00:02<00:07,  3.41it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.45it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.54it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.60it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.63it/s]
 41%|████      | 13/32 [00:03<00:05,  3.58it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.55it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.53it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.55it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.61it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.61it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.56it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.55it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.51it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.60it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.54it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.49it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.47it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.53it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.50it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.54it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.59it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.61it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.52it/s]
100%|██████████| 32/32 [00:09<00:00,  3.48it/s][2025-07-12 05:10:25] bus...PCK-Transfer@0.10: 64.32% | PCK-Transfer@0.05: 47.40% | PCK-Transfer@0.15: 74.84%
+
100%|██████████| 32/32 [00:09<00:00,  3.52it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:06,  2.86it/s]
 11%|█         | 2/19 [00:00<00:05,  3.29it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.37it/s]
 21%|██        | 4/19 [00:01<00:04,  3.44it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.37it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.47it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.55it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.42it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.43it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.37it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.42it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.49it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.46it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.45it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.52it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.54it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.58it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.55it/s]
100%|██████████| 19/19 [00:05<00:00,  3.52it/s][2025-07-12 05:10:31] car...PCK-Transfer@0.10: 84.90% | PCK-Transfer@0.05: 71.12% | PCK-Transfer@0.15: 87.82%
+
100%|██████████| 19/19 [00:05<00:00,  3.46it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.33it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.47it/s]
 11%|█         | 3/27 [00:00<00:06,  3.57it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.33it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.36it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.43it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.45it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.46it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.53it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.53it/s]
 41%|████      | 11/27 [00:03<00:04,  3.47it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.42it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.47it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.48it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.52it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.56it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.49it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.50it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.52it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.58it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.58it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.63it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.62it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.61it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.60it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.59it/s]
100%|██████████| 27/27 [00:07<00:00,  3.58it/s][2025-07-12 05:10:39] cat...PCK-Transfer@0.10: 71.31% | PCK-Transfer@0.05: 45.31% | PCK-Transfer@0.15: 77.75%
+
100%|██████████| 27/27 [00:07<00:00,  3.52it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:04,  2.96it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.19it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.24it/s]
 31%|███       | 4/13 [00:01<00:02,  3.35it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.43it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.40it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.43it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.44it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.45it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.45it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.35it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.43it/s]
100%|██████████| 13/13 [00:03<00:00,  3.42it/s][2025-07-12 05:10:42] chair...PCK-Transfer@0.10: 49.12% | PCK-Transfer@0.05: 28.18% | PCK-Transfer@0.15: 63.72%
+
100%|██████████| 13/13 [00:03<00:00,  3.38it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.49it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.53it/s]
100%|██████████| 3/3 [00:00<00:00,  3.54it/s][2025-07-12 05:10:43] cow...PCK-Transfer@0.10: 66.67% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 87.50%
+
100%|██████████| 3/3 [00:00<00:00,  3.53it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.22it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.34it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.47it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.49it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.49it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.54it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.56it/s]
100%|██████████| 8/8 [00:02<00:00,  3.55it/s][2025-07-12 05:10:46] diningtable...PCK-Transfer@0.10: 52.60% | PCK-Transfer@0.05: 25.52% | PCK-Transfer@0.15: 70.31%
+
100%|██████████| 8/8 [00:02<00:00,  3.50it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.53it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.56it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.60it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.52it/s]
 21%|██        | 5/24 [00:01<00:05,  3.38it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.40it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.45it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.52it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.52it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.48it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.50it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.50it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.52it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.52it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.57it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.56it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.54it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.56it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.55it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.59it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.57it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.55it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.55it/s]
100%|██████████| 24/24 [00:06<00:00,  3.56it/s][2025-07-12 05:10:52] dog...PCK-Transfer@0.10: 64.07% | PCK-Transfer@0.05: 39.56% | PCK-Transfer@0.15: 78.35%
+
100%|██████████| 24/24 [00:06<00:00,  3.53it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.59it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.62it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.56it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.52it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.56it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.60it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.68it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.67it/s]
100%|██████████| 9/9 [00:02<00:00,  3.62it/s][2025-07-12 05:10:55] horse...PCK-Transfer@0.10: 71.80% | PCK-Transfer@0.05: 47.09% | PCK-Transfer@0.15: 81.56%
+
100%|██████████| 9/9 [00:02<00:00,  3.61it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.46it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.54it/s]
 11%|█         | 3/27 [00:00<00:06,  3.59it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.61it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.43it/s]
 22%|██▏       | 6/27 [00:01<00:05,  3.53it/s]
 26%|██▌       | 7/27 [00:01<00:05,  3.48it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.52it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.56it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.58it/s]
 41%|████      | 11/27 [00:03<00:04,  3.58it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.58it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.57it/s]
 52%|█████▏    | 14/27 [00:03<00:03,  3.58it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.58it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.59it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.61it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.61it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.59it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.61it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.61it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.57it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.58it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.59it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.55it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.57it/s]
100%|██████████| 27/27 [00:07<00:00,  3.57it/s][2025-07-12 05:11:02] motorbike...PCK-Transfer@0.10: 69.71% | PCK-Transfer@0.05: 43.11% | PCK-Transfer@0.15: 80.65%
+
100%|██████████| 27/27 [00:07<00:00,  3.57it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.58it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.53it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.52it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.49it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.58it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.62it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.67it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.64it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.66it/s]
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100%|██████████| 20/20 [00:05<00:00,  3.76it/s][2025-07-12 05:11:17] train...PCK-Transfer@0.10: 67.00% | PCK-Transfer@0.05: 40.25% | PCK-Transfer@0.15: 80.00%
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100%|██████████| 15/15 [00:04<00:00,  3.67it/s][2025-07-12 05:11:21] tvmonitor...PCK-Transfer@0.10: 29.44% | PCK-Transfer@0.05: 11.11% | PCK-Transfer@0.15: 46.11%
+
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+[2025-07-12 05:11:21] Weighted Per image PCK0.10: 62.85%, image PCK0.05: 41.09%, image PCK0.01: 75.04%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.7_layer_12__t_0.7_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.7_layer_12__t_0.7_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..11077bceecc40b524eb94fb50741d942ba1d122d
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.7_layer_12__t_0.7_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 08:02:14] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.7_layer_12__t_0.7_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.7_layer_12', 't_0.7_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.7_layer_12', 't_0.7_layer_20']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:04<00:00,  3.61it/s][2025-07-12 08:03:42] tvmonitor...PCK-Transfer@0.10: 27.78% | PCK-Transfer@0.05: 16.67% | PCK-Transfer@0.15: 37.78%
+
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+[2025-07-12 08:03:42] Weighted Per image PCK0.10: 63.59%, image PCK0.05: 46.39%, image PCK0.01: 72.35%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.7_layer_15__t_0.8_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.7_layer_15__t_0.8_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..95b38d3db6ffbb86ab3257550d37ad731dad13c5
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.7_layer_15__t_0.8_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 08:25:34] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.7_layer_15__t_0.8_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.7_layer_15', 't_0.8_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='5', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.7_layer_15', 't_0.8_layer_15']
+Number of parameters corr net: 120
+
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100%|██████████| 15/15 [00:05<00:00,  3.42it/s][2025-07-12 08:25:40] aeroplane...PCK-Transfer@0.10: 81.48% | PCK-Transfer@0.05: 63.09% | PCK-Transfer@0.15: 88.32%
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  3%|▎         | 1/30 [00:00<00:08,  3.55it/s]
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 10%|█         | 3/30 [00:00<00:09,  2.98it/s]
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 20%|██        | 6/30 [00:01<00:07,  3.17it/s]
 23%|██▎       | 7/30 [00:02<00:07,  3.22it/s]
 27%|██▋       | 8/30 [00:02<00:06,  3.43it/s]
 30%|███       | 9/30 [00:02<00:06,  3.47it/s]
 33%|███▎      | 10/30 [00:03<00:05,  3.48it/s]
 37%|███▋      | 11/30 [00:03<00:05,  3.38it/s]
 40%|████      | 12/30 [00:03<00:05,  3.44it/s]
 43%|████▎     | 13/30 [00:03<00:04,  3.49it/s]
 47%|████▋     | 14/30 [00:04<00:04,  3.55it/s]
 50%|█████     | 15/30 [00:04<00:04,  3.50it/s]
 53%|█████▎    | 16/30 [00:04<00:04,  3.44it/s]
 57%|█████▋    | 17/30 [00:05<00:03,  3.39it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.46it/s]
 63%|██████▎   | 19/30 [00:05<00:03,  3.53it/s]
 67%|██████▋   | 20/30 [00:05<00:02,  3.53it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.57it/s]
 73%|███████▎  | 22/30 [00:06<00:02,  3.66it/s]
 77%|███████▋  | 23/30 [00:06<00:01,  3.56it/s]
 80%|████████  | 24/30 [00:06<00:01,  3.56it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.56it/s]
 87%|████████▋ | 26/30 [00:07<00:01,  3.60it/s]
 90%|█████████ | 27/30 [00:07<00:00,  3.63it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.60it/s]
 97%|█████████▋| 29/30 [00:08<00:00,  3.58it/s]
100%|██████████| 30/30 [00:08<00:00,  3.52it/s][2025-07-12 08:25:49] bicycle...PCK-Transfer@0.10: 81.55% | PCK-Transfer@0.05: 70.00% | PCK-Transfer@0.15: 83.36%
+
100%|██████████| 30/30 [00:08<00:00,  3.46it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.35it/s]
 20%|██        | 2/10 [00:00<00:02,  3.37it/s]
 30%|███       | 3/10 [00:00<00:02,  3.42it/s]
 40%|████      | 4/10 [00:01<00:01,  3.39it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.45it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.40it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.40it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.42it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.44it/s]
100%|██████████| 10/10 [00:02<00:00,  3.41it/s][2025-07-12 08:25:52] bird...PCK-Transfer@0.10: 75.92% | PCK-Transfer@0.05: 50.94% | PCK-Transfer@0.15: 92.92%
+
100%|██████████| 10/10 [00:02<00:00,  3.41it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:01,  3.51it/s]
 33%|███▎      | 2/6 [00:00<00:01,  3.58it/s]
 50%|█████     | 3/6 [00:00<00:00,  3.56it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.57it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.53it/s]
100%|██████████| 6/6 [00:01<00:00,  3.63it/s][2025-07-12 08:25:54] boat...PCK-Transfer@0.10: 63.89% | PCK-Transfer@0.05: 31.94% | PCK-Transfer@0.15: 84.72%
+
100%|██████████| 6/6 [00:01<00:00,  3.59it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.37it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.61it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.66it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.59it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.57it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.53it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.58it/s]
100%|██████████| 8/8 [00:02<00:00,  3.55it/s][2025-07-12 08:25:56] bottle...PCK-Transfer@0.10: 57.81% | PCK-Transfer@0.05: 45.31% | PCK-Transfer@0.15: 70.31%
+
100%|██████████| 8/8 [00:02<00:00,  3.56it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:08,  3.68it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.58it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.54it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.53it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.55it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.48it/s]
 22%|██▏       | 7/32 [00:01<00:07,  3.51it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.47it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.47it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.53it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.53it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.47it/s]
 41%|████      | 13/32 [00:03<00:05,  3.41it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.38it/s]
 47%|████▋     | 15/32 [00:04<00:05,  3.38it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.39it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.43it/s]
 56%|█████▋    | 18/32 [00:05<00:04,  3.44it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.44it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.40it/s]
 66%|██████▌   | 21/32 [00:06<00:03,  3.41it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.50it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.55it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.53it/s]
 78%|███████▊  | 25/32 [00:07<00:02,  3.47it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.50it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.45it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.47it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.47it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.49it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.45it/s]
100%|██████████| 32/32 [00:09<00:00,  3.42it/s][2025-07-12 08:26:05] bus...PCK-Transfer@0.10: 79.95% | PCK-Transfer@0.05: 65.89% | PCK-Transfer@0.15: 84.48%
+
100%|██████████| 32/32 [00:09<00:00,  3.47it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.27it/s]
 11%|█         | 2/19 [00:00<00:04,  3.40it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.38it/s]
 21%|██        | 4/19 [00:01<00:04,  3.39it/s]
 26%|██▋       | 5/19 [00:01<00:04,  3.37it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.43it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.49it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.43it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.42it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.37it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.36it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.39it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.39it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.38it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.39it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.42it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.44it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.42it/s]
100%|██████████| 19/19 [00:05<00:00,  3.38it/s][2025-07-12 08:26:11] car...PCK-Transfer@0.10: 86.77% | PCK-Transfer@0.05: 78.99% | PCK-Transfer@0.15: 89.41%
+
100%|██████████| 19/19 [00:05<00:00,  3.40it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.28it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.42it/s]
 11%|█         | 3/27 [00:00<00:06,  3.45it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.41it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.42it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.44it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.41it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.42it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.47it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.44it/s]
 41%|████      | 11/27 [00:03<00:04,  3.41it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.36it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.43it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.39it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.42it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.46it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.40it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.36it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.36it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.40it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.41it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.47it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.33it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.38it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.43it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.47it/s]
100%|██████████| 27/27 [00:07<00:00,  3.46it/s][2025-07-12 08:26:19] cat...PCK-Transfer@0.10: 79.09% | PCK-Transfer@0.05: 60.93% | PCK-Transfer@0.15: 84.42%
+
100%|██████████| 27/27 [00:07<00:00,  3.42it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.31it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.29it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.30it/s]
 31%|███       | 4/13 [00:01<00:02,  3.29it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.18it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.27it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.32it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.30it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.31it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.30it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.30it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.35it/s]
100%|██████████| 13/13 [00:03<00:00,  3.33it/s][2025-07-12 08:26:23] chair...PCK-Transfer@0.10: 48.10% | PCK-Transfer@0.05: 30.83% | PCK-Transfer@0.15: 53.14%
+
100%|██████████| 13/13 [00:03<00:00,  3.30it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  2.85it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.18it/s]
100%|██████████| 3/3 [00:00<00:00,  3.26it/s][2025-07-12 08:26:24] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 72.92% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.20it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.31it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.35it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.37it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.34it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.36it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.43it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.47it/s]
100%|██████████| 8/8 [00:02<00:00,  3.45it/s][2025-07-12 08:26:26] diningtable...PCK-Transfer@0.10: 44.27% | PCK-Transfer@0.05: 21.35% | PCK-Transfer@0.15: 64.06%
+
100%|██████████| 8/8 [00:02<00:00,  3.41it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.36it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.43it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.44it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.39it/s]
 21%|██        | 5/24 [00:01<00:05,  3.44it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.46it/s]
 29%|██▉       | 7/24 [00:02<00:04,  3.48it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.52it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.52it/s]
 42%|████▏     | 10/24 [00:02<00:04,  3.49it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.50it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.51it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.53it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.52it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.53it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.52it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.51it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.52it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.56it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.53it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.52it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.54it/s]
100%|██████████| 24/24 [00:06<00:00,  3.55it/s][2025-07-12 08:26:33] dog...PCK-Transfer@0.10: 70.68% | PCK-Transfer@0.05: 51.99% | PCK-Transfer@0.15: 82.15%
+
100%|██████████| 24/24 [00:06<00:00,  3.51it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.50it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.57it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.49it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.42it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.43it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.45it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.54it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.56it/s]
100%|██████████| 9/9 [00:02<00:00,  3.51it/s][2025-07-12 08:26:35] horse...PCK-Transfer@0.10: 75.21% | PCK-Transfer@0.05: 51.56% | PCK-Transfer@0.15: 81.80%
+
100%|██████████| 9/9 [00:02<00:00,  3.50it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:08,  3.20it/s]
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 11%|█         | 3/27 [00:00<00:07,  3.37it/s]
 15%|█▍        | 4/27 [00:01<00:06,  3.40it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.46it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.42it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.41it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.46it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.46it/s]
 41%|████      | 11/27 [00:03<00:04,  3.46it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.43it/s]
 48%|████▊     | 13/27 [00:03<00:04,  3.46it/s]
 52%|█████▏    | 14/27 [00:04<00:03,  3.45it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.46it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.47it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.48it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.47it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.49it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.47it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.45it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.44it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.45it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.42it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.42it/s]
100%|██████████| 27/27 [00:07<00:00,  3.40it/s][2025-07-12 08:26:43] motorbike...PCK-Transfer@0.10: 76.75% | PCK-Transfer@0.05: 57.67% | PCK-Transfer@0.15: 84.72%
+
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100%|██████████| 12/12 [00:03<00:00,  3.52it/s][2025-07-12 08:26:47] person...PCK-Transfer@0.10: 54.89% | PCK-Transfer@0.05: 35.75% | PCK-Transfer@0.15: 67.08%
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100%|██████████| 7/7 [00:01<00:00,  3.55it/s][2025-07-12 08:26:49] pottedplant...PCK-Transfer@0.10: 55.71% | PCK-Transfer@0.05: 31.90% | PCK-Transfer@0.15: 62.86%
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100%|██████████| 13/13 [00:03<00:00,  3.37it/s][2025-07-12 08:26:53] sofa...PCK-Transfer@0.10: 56.18% | PCK-Transfer@0.05: 41.15% | PCK-Transfer@0.15: 64.54%
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100%|██████████| 20/20 [00:05<00:00,  3.67it/s][2025-07-12 08:26:58] train...PCK-Transfer@0.10: 73.75% | PCK-Transfer@0.05: 48.25% | PCK-Transfer@0.15: 81.75%
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100%|██████████| 15/15 [00:04<00:00,  3.53it/s][2025-07-12 08:27:03] tvmonitor...PCK-Transfer@0.10: 42.22% | PCK-Transfer@0.05: 27.78% | PCK-Transfer@0.15: 50.56%
+
100%|██████████| 15/15 [00:04<00:00,  3.54it/s]
+[2025-07-12 08:27:03] Weighted Per image PCK0.10: 71.11%, image PCK0.05: 53.62%, image PCK0.01: 78.74%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.7_layer_18__t_0.8_layer_18_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.7_layer_18__t_0.8_layer_18_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..f7d9dcdd290e49268ee863e9099745d043bb3291
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.7_layer_18__t_0.8_layer_18_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 08:33:24] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.7_layer_18__t_0.8_layer_18_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.7_layer_18', 't_0.8_layer_18'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.7_layer_18', 't_0.8_layer_18']
+Number of parameters corr net: 120
+
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100%|██████████| 30/30 [00:08<00:00,  3.52it/s][2025-07-12 08:33:40] bicycle...PCK-Transfer@0.10: 75.82% | PCK-Transfer@0.05: 65.48% | PCK-Transfer@0.15: 80.97%
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100%|██████████| 6/6 [00:01<00:00,  3.42it/s][2025-07-12 08:33:45] boat...PCK-Transfer@0.10: 47.22% | PCK-Transfer@0.05: 31.94% | PCK-Transfer@0.15: 70.83%
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100%|██████████| 32/32 [00:09<00:00,  3.45it/s][2025-07-12 08:33:57] bus...PCK-Transfer@0.10: 72.50% | PCK-Transfer@0.05: 57.40% | PCK-Transfer@0.15: 77.19%
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100%|██████████| 15/15 [00:04<00:00,  3.68it/s][2025-07-12 08:34:55] tvmonitor...PCK-Transfer@0.10: 36.11% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 41.11%
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+[2025-07-12 08:34:55] Weighted Per image PCK0.10: 63.93%, image PCK0.05: 47.17%, image PCK0.01: 72.32%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.7_layer_5__t_0.7_layer_10.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.7_layer_5__t_0.7_layer_10.log
new file mode 100644
index 0000000000000000000000000000000000000000..3178f416c1141b6b61ad28464821e68f40044910
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.7_layer_5__t_0.7_layer_10.log
@@ -0,0 +1,44 @@
+[2025-07-12 07:12:22] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.7_layer_5__t_0.7_layer_10', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.7_layer_5', 't_0.7_layer_10'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='4', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.7_layer_5', 't_0.7_layer_10']
+Number of parameters corr net: 120
+
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 33%|███▎      | 5/15 [00:02<00:04,  2.05it/s]
 40%|████      | 6/15 [00:03<00:03,  2.33it/s]
 47%|████▋     | 7/15 [00:03<00:03,  2.62it/s]
 53%|█████▎    | 8/15 [00:03<00:02,  2.81it/s]
 60%|██████    | 9/15 [00:04<00:02,  2.97it/s]
 67%|██████▋   | 10/15 [00:04<00:01,  3.14it/s]
 73%|███████▎  | 11/15 [00:04<00:01,  3.12it/s]
 80%|████████  | 12/15 [00:04<00:00,  3.30it/s]
 87%|████████▋ | 13/15 [00:05<00:00,  3.36it/s]
 93%|█████████▎| 14/15 [00:05<00:00,  3.43it/s]
100%|██████████| 15/15 [00:06<00:00,  2.85it/s][2025-07-12 07:12:29] aeroplane...PCK-Transfer@0.10: 92.38% | PCK-Transfer@0.05: 77.71% | PCK-Transfer@0.15: 95.35%
+
100%|██████████| 15/15 [00:06<00:00,  2.48it/s]
+
  0%|          | 0/30 [00:00<?, ?it/s]
  3%|▎         | 1/30 [00:00<00:08,  3.38it/s]
  7%|▋         | 2/30 [00:00<00:08,  3.22it/s]
 10%|█         | 3/30 [00:00<00:08,  3.10it/s]
 13%|█▎        | 4/30 [00:01<00:08,  3.19it/s]
 17%|█▋        | 5/30 [00:01<00:07,  3.38it/s]
 20%|██        | 6/30 [00:01<00:07,  3.32it/s]
 23%|██▎       | 7/30 [00:02<00:08,  2.79it/s]
 27%|██▋       | 8/30 [00:02<00:08,  2.70it/s]
 30%|███       | 9/30 [00:03<00:07,  2.86it/s]
 33%|███▎      | 10/30 [00:03<00:06,  3.00it/s]
 37%|███▋      | 11/30 [00:03<00:06,  3.16it/s]
 40%|████      | 12/30 [00:03<00:06,  2.95it/s]
 43%|████▎     | 13/30 [00:04<00:05,  3.10it/s]
 47%|████▋     | 14/30 [00:04<00:05,  2.98it/s]
 50%|█████     | 15/30 [00:04<00:05,  2.90it/s]
 53%|█████▎    | 16/30 [00:05<00:04,  3.05it/s]
 57%|█████▋    | 17/30 [00:05<00:04,  3.20it/s]
 60%|██████    | 18/30 [00:05<00:03,  3.26it/s]
 63%|██████▎   | 19/30 [00:06<00:03,  3.28it/s]
 67%|██████▋   | 20/30 [00:06<00:03,  3.32it/s]
 70%|███████   | 21/30 [00:06<00:02,  3.30it/s]
 73%|███████▎  | 22/30 [00:07<00:02,  3.29it/s]
 77%|███████▋  | 23/30 [00:07<00:02,  3.38it/s]
 80%|████████  | 24/30 [00:07<00:01,  3.36it/s]
 83%|████████▎ | 25/30 [00:07<00:01,  3.39it/s]
 87%|████████▋ | 26/30 [00:08<00:01,  3.41it/s]
 90%|█████████ | 27/30 [00:08<00:00,  3.41it/s]
 93%|█████████▎| 28/30 [00:08<00:00,  3.44it/s]
 97%|█████████▋| 29/30 [00:09<00:00,  3.44it/s]
100%|██████████| 30/30 [00:09<00:00,  3.42it/s][2025-07-12 07:12:38] bicycle...PCK-Transfer@0.10: 95.70% | PCK-Transfer@0.05: 83.18% | PCK-Transfer@0.15: 96.91%
+
100%|██████████| 30/30 [00:09<00:00,  3.20it/s]
+
  0%|          | 0/10 [00:00<?, ?it/s]
 10%|█         | 1/10 [00:00<00:02,  3.09it/s]
 20%|██        | 2/10 [00:00<00:02,  3.26it/s]
 30%|███       | 3/10 [00:00<00:02,  3.33it/s]
 40%|████      | 4/10 [00:01<00:01,  3.40it/s]
 50%|█████     | 5/10 [00:01<00:01,  3.40it/s]
 60%|██████    | 6/10 [00:01<00:01,  3.50it/s]
 70%|███████   | 7/10 [00:02<00:00,  3.52it/s]
 80%|████████  | 8/10 [00:02<00:00,  3.55it/s]
 90%|█████████ | 9/10 [00:02<00:00,  3.51it/s]
100%|██████████| 10/10 [00:02<00:00,  3.38it/s][2025-07-12 07:12:41] bird...PCK-Transfer@0.10: 88.69% | PCK-Transfer@0.05: 71.56% | PCK-Transfer@0.15: 95.64%
+
100%|██████████| 10/10 [00:02<00:00,  3.41it/s]
+
  0%|          | 0/6 [00:00<?, ?it/s]
 17%|█▋        | 1/6 [00:00<00:02,  2.23it/s]
 33%|███▎      | 2/6 [00:00<00:01,  2.82it/s]
 50%|█████     | 3/6 [00:01<00:00,  3.12it/s]
 67%|██████▋   | 4/6 [00:01<00:00,  3.29it/s]
 83%|████████▎ | 5/6 [00:01<00:00,  3.44it/s]
100%|██████████| 6/6 [00:01<00:00,  3.41it/s][2025-07-12 07:12:43] boat...PCK-Transfer@0.10: 75.00% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 86.11%
+
100%|██████████| 6/6 [00:01<00:00,  3.22it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.55it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.53it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.52it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.53it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.55it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.56it/s]
 88%|████████▊ | 7/8 [00:01<00:00,  3.52it/s]
100%|██████████| 8/8 [00:02<00:00,  3.54it/s][2025-07-12 07:12:45] bottle...PCK-Transfer@0.10: 85.94% | PCK-Transfer@0.05: 65.62% | PCK-Transfer@0.15: 92.19%
+
100%|██████████| 8/8 [00:02<00:00,  3.54it/s]
+
  0%|          | 0/32 [00:00<?, ?it/s]
  3%|▎         | 1/32 [00:00<00:09,  3.42it/s]
  6%|▋         | 2/32 [00:00<00:08,  3.49it/s]
  9%|▉         | 3/32 [00:00<00:08,  3.48it/s]
 12%|█▎        | 4/32 [00:01<00:07,  3.52it/s]
 16%|█▌        | 5/32 [00:01<00:07,  3.51it/s]
 19%|█▉        | 6/32 [00:01<00:07,  3.59it/s]
 22%|██▏       | 7/32 [00:01<00:06,  3.58it/s]
 25%|██▌       | 8/32 [00:02<00:06,  3.64it/s]
 28%|██▊       | 9/32 [00:02<00:06,  3.62it/s]
 31%|███▏      | 10/32 [00:02<00:06,  3.56it/s]
 34%|███▍      | 11/32 [00:03<00:05,  3.53it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.50it/s]
 41%|████      | 13/32 [00:03<00:05,  3.54it/s]
 44%|████▍     | 14/32 [00:03<00:05,  3.59it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.57it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.58it/s]
 53%|█████▎    | 17/32 [00:04<00:04,  3.56it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.52it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.54it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.55it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.58it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.53it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.55it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.59it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.59it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.54it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.54it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.49it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.48it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.50it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.56it/s]
100%|██████████| 32/32 [00:09<00:00,  3.59it/s][2025-07-12 07:12:54] bus...PCK-Transfer@0.10: 90.05% | PCK-Transfer@0.05: 79.64% | PCK-Transfer@0.15: 92.50%
+
100%|██████████| 32/32 [00:09<00:00,  3.55it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.49it/s]
 11%|█         | 2/19 [00:00<00:04,  3.50it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.52it/s]
 21%|██        | 4/19 [00:01<00:04,  3.49it/s]
 26%|██▋       | 5/19 [00:01<00:03,  3.52it/s]
 32%|███▏      | 6/19 [00:01<00:03,  3.46it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.43it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.48it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.49it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.53it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.54it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.50it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.50it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  3.51it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.49it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.48it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.43it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.48it/s]
100%|██████████| 19/19 [00:05<00:00,  3.55it/s][2025-07-12 07:13:00] car...PCK-Transfer@0.10: 92.62% | PCK-Transfer@0.05: 86.83% | PCK-Transfer@0.15: 95.19%
+
100%|██████████| 19/19 [00:05<00:00,  3.50it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.51it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.49it/s]
 19%|█▊        | 5/27 [00:01<00:06,  3.45it/s]
 22%|██▏       | 6/27 [00:01<00:06,  3.44it/s]
 26%|██▌       | 7/27 [00:02<00:05,  3.48it/s]
 30%|██▉       | 8/27 [00:02<00:05,  3.49it/s]
 33%|███▎      | 9/27 [00:02<00:05,  3.48it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.49it/s]
 41%|████      | 11/27 [00:03<00:04,  3.48it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.51it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.43it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.44it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.48it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.54it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.52it/s]
 74%|███████▍  | 20/27 [00:05<00:02,  3.47it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.45it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.40it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.39it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.39it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.41it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.41it/s]
100%|██████████| 27/27 [00:07<00:00,  3.41it/s][2025-07-12 07:13:08] cat...PCK-Transfer@0.10: 91.92% | PCK-Transfer@0.05: 74.99% | PCK-Transfer@0.15: 93.70%
+
100%|██████████| 27/27 [00:07<00:00,  3.45it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.41it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.54it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.55it/s]
 31%|███       | 4/13 [00:01<00:02,  3.49it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.51it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.47it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.46it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.53it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.53it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.57it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.60it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.58it/s]
100%|██████████| 13/13 [00:03<00:00,  3.55it/s][2025-07-12 07:13:11] chair...PCK-Transfer@0.10: 64.38% | PCK-Transfer@0.05: 49.04% | PCK-Transfer@0.15: 67.63%
+
100%|██████████| 13/13 [00:03<00:00,  3.53it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.58it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.55it/s]
100%|██████████| 3/3 [00:00<00:00,  3.54it/s][2025-07-12 07:13:12] cow...PCK-Transfer@0.10: 95.83% | PCK-Transfer@0.05: 72.92% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.55it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:01,  3.56it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.54it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.54it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.54it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.52it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.45it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.44it/s]
100%|██████████| 8/8 [00:02<00:00,  3.49it/s][2025-07-12 07:13:14] diningtable...PCK-Transfer@0.10: 71.35% | PCK-Transfer@0.05: 47.40% | PCK-Transfer@0.15: 78.65%
+
100%|██████████| 8/8 [00:02<00:00,  3.50it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.47it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.53it/s]
 12%|█▎        | 3/24 [00:00<00:06,  3.49it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.56it/s]
 21%|██        | 5/24 [00:01<00:05,  3.53it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.51it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.51it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.50it/s]
 38%|███▊      | 9/24 [00:02<00:04,  3.50it/s]
 42%|████▏     | 10/24 [00:02<00:03,  3.53it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.51it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.52it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.51it/s]
 58%|█████▊    | 14/24 [00:03<00:02,  3.49it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.48it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.50it/s]
 71%|███████   | 17/24 [00:04<00:01,  3.52it/s]
 75%|███████▌  | 18/24 [00:05<00:01,  3.51it/s]
 79%|███████▉  | 19/24 [00:05<00:01,  3.52it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.49it/s]
 88%|████████▊ | 21/24 [00:05<00:00,  3.51it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.52it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.51it/s]
100%|██████████| 24/24 [00:06<00:00,  3.52it/s][2025-07-12 07:13:21] dog...PCK-Transfer@0.10: 86.99% | PCK-Transfer@0.05: 72.80% | PCK-Transfer@0.15: 90.74%
+
100%|██████████| 24/24 [00:06<00:00,  3.51it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.56it/s]
 22%|██▏       | 2/9 [00:00<00:01,  3.57it/s]
 33%|███▎      | 3/9 [00:00<00:01,  3.62it/s]
 44%|████▍     | 4/9 [00:01<00:01,  3.65it/s]
 56%|█████▌    | 5/9 [00:01<00:01,  3.58it/s]
 67%|██████▋   | 6/9 [00:01<00:00,  3.54it/s]
 78%|███████▊  | 7/9 [00:01<00:00,  3.50it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.51it/s]
100%|██████████| 9/9 [00:02<00:00,  3.54it/s][2025-07-12 07:13:24] horse...PCK-Transfer@0.10: 89.05% | PCK-Transfer@0.05: 74.79% | PCK-Transfer@0.15: 93.02%
+
100%|██████████| 9/9 [00:02<00:00,  3.55it/s]
+
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 41%|████      | 11/27 [00:03<00:04,  3.47it/s]
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100%|██████████| 20/20 [00:06<00:00,  3.34it/s][2025-07-12 07:13:47] train...PCK-Transfer@0.10: 86.00% | PCK-Transfer@0.05: 70.75% | PCK-Transfer@0.15: 89.00%
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100%|██████████| 15/15 [00:04<00:00,  3.36it/s][2025-07-12 07:13:52] tvmonitor...PCK-Transfer@0.10: 52.22% | PCK-Transfer@0.05: 41.67% | PCK-Transfer@0.15: 56.67%
+
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+[2025-07-12 07:13:52] Weighted Per image PCK0.10: 85.08%, image PCK0.05: 69.93%, image PCK0.01: 89.25%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.7_layer_5__t_0.7_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.7_layer_5__t_0.7_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..fba9c81f1b338e40d4ed9ab4229129fe14d1fd7c
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.7_layer_5__t_0.7_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 07:12:28] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.7_layer_5__t_0.7_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.7_layer_5', 't_0.7_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.7_layer_5', 't_0.7_layer_11']
+Number of parameters corr net: 120
+
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100%|██████████| 32/32 [00:09<00:00,  3.38it/s][2025-07-12 07:13:00] bus...PCK-Transfer@0.10: 71.61% | PCK-Transfer@0.05: 53.12% | PCK-Transfer@0.15: 79.01%
+
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100%|██████████| 19/19 [00:05<00:00,  3.52it/s][2025-07-12 07:13:06] car...PCK-Transfer@0.10: 88.48% | PCK-Transfer@0.05: 76.79% | PCK-Transfer@0.15: 90.34%
+
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+
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100%|██████████| 27/27 [00:07<00:00,  3.49it/s][2025-07-12 07:13:13] cat...PCK-Transfer@0.10: 79.90% | PCK-Transfer@0.05: 55.17% | PCK-Transfer@0.15: 87.35%
+
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+
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100%|██████████| 13/13 [00:03<00:00,  3.34it/s][2025-07-12 07:13:17] chair...PCK-Transfer@0.10: 47.67% | PCK-Transfer@0.05: 31.47% | PCK-Transfer@0.15: 61.60%
+
100%|██████████| 13/13 [00:03<00:00,  3.29it/s]
+
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100%|██████████| 3/3 [00:00<00:00,  3.32it/s][2025-07-12 07:13:18] cow...PCK-Transfer@0.10: 72.92% | PCK-Transfer@0.05: 47.92% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 3/3 [00:00<00:00,  3.19it/s]
+
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100%|██████████| 8/8 [00:02<00:00,  3.48it/s][2025-07-12 07:13:21] diningtable...PCK-Transfer@0.10: 51.04% | PCK-Transfer@0.05: 33.33% | PCK-Transfer@0.15: 69.27%
+
100%|██████████| 8/8 [00:02<00:00,  3.42it/s]
+
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100%|██████████| 24/24 [00:06<00:00,  3.47it/s][2025-07-12 07:13:28] dog...PCK-Transfer@0.10: 74.65% | PCK-Transfer@0.05: 53.80% | PCK-Transfer@0.15: 86.54%
+
100%|██████████| 24/24 [00:06<00:00,  3.45it/s]
+
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100%|██████████| 9/9 [00:02<00:00,  3.48it/s][2025-07-12 07:13:30] horse...PCK-Transfer@0.10: 79.84% | PCK-Transfer@0.05: 47.88% | PCK-Transfer@0.15: 86.46%
+
100%|██████████| 9/9 [00:02<00:00,  3.47it/s]
+
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100%|██████████| 27/27 [00:07<00:00,  3.52it/s][2025-07-12 07:13:38] motorbike...PCK-Transfer@0.10: 75.53% | PCK-Transfer@0.05: 53.73% | PCK-Transfer@0.15: 87.03%
+
100%|██████████| 27/27 [00:07<00:00,  3.47it/s]
+
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100%|██████████| 12/12 [00:03<00:00,  3.62it/s][2025-07-12 07:13:41] person...PCK-Transfer@0.10: 52.70% | PCK-Transfer@0.05: 36.43% | PCK-Transfer@0.15: 66.48%
+
100%|██████████| 12/12 [00:03<00:00,  3.54it/s]
+
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100%|██████████| 7/7 [00:02<00:00,  3.57it/s][2025-07-12 07:13:43] pottedplant...PCK-Transfer@0.10: 43.81% | PCK-Transfer@0.05: 24.29% | PCK-Transfer@0.15: 56.19%
+
100%|██████████| 7/7 [00:02<00:00,  3.48it/s]
+
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100%|██████████| 1/1 [00:00<00:00,  3.24it/s][2025-07-12 07:13:44] sheep...PCK-Transfer@0.10: 40.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.23it/s]
+
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100%|██████████| 13/13 [00:03<00:00,  3.32it/s][2025-07-12 07:13:48] sofa...PCK-Transfer@0.10: 52.94% | PCK-Transfer@0.05: 28.13% | PCK-Transfer@0.15: 61.62%
+
100%|██████████| 13/13 [00:03<00:00,  3.37it/s]
+
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100%|██████████| 20/20 [00:05<00:00,  3.75it/s][2025-07-12 07:13:53] train...PCK-Transfer@0.10: 67.75% | PCK-Transfer@0.05: 41.25% | PCK-Transfer@0.15: 81.00%
+
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+
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100%|██████████| 15/15 [00:04<00:00,  3.69it/s][2025-07-12 07:13:57] tvmonitor...PCK-Transfer@0.10: 32.22% | PCK-Transfer@0.05: 14.44% | PCK-Transfer@0.15: 50.56%
+
100%|██████████| 15/15 [00:04<00:00,  3.59it/s]
+[2025-07-12 07:13:57] Weighted Per image PCK0.10: 68.42%, image PCK0.05: 48.36%, image PCK0.01: 79.17%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.7_layer_9__t_0.7_layer_11_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.7_layer_9__t_0.7_layer_11_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..5f771c5a0057c1403b8f7ba9425084dc1fba0d6e
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.7_layer_9__t_0.7_layer_11_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 07:24:58] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.7_layer_9__t_0.7_layer_11_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.7_layer_9', 't_0.7_layer_11'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.7_layer_9', 't_0.7_layer_11']
+Number of parameters corr net: 120
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100%|██████████| 15/15 [00:04<00:00,  3.63it/s][2025-07-12 07:26:27] tvmonitor...PCK-Transfer@0.10: 35.56% | PCK-Transfer@0.05: 19.44% | PCK-Transfer@0.15: 55.56%
+
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+[2025-07-12 07:26:27] Weighted Per image PCK0.10: 73.28%, image PCK0.05: 54.77%, image PCK0.01: 82.74%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.7_layer_9__t_0.8_layer_15_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.7_layer_9__t_0.8_layer_15_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..ef64a3cc030507888067aa90bac06ae7c1011435
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.7_layer_9__t_0.8_layer_15_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 07:34:22] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.7_layer_9__t_0.8_layer_15_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.7_layer_9', 't_0.8_layer_15'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.7_layer_9', 't_0.8_layer_15']
+Number of parameters corr net: 120
+
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 62%|██████▎   | 20/32 [00:05<00:03,  3.58it/s]
 66%|██████▌   | 21/32 [00:05<00:03,  3.55it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.62it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.63it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.61it/s]
 78%|███████▊  | 25/32 [00:06<00:01,  3.56it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.60it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.58it/s]
 88%|████████▊ | 28/32 [00:07<00:01,  3.61it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.63it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.64it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.58it/s]
100%|██████████| 32/32 [00:08<00:00,  3.55it/s][2025-07-12 07:34:53] bus...PCK-Transfer@0.10: 81.61% | PCK-Transfer@0.05: 69.64% | PCK-Transfer@0.15: 85.00%
+
100%|██████████| 32/32 [00:08<00:00,  3.58it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:05,  3.43it/s]
 11%|█         | 2/19 [00:00<00:04,  3.55it/s]
 16%|█▌        | 3/19 [00:00<00:04,  3.54it/s]
 21%|██        | 4/19 [00:01<00:04,  3.51it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.48it/s]
 37%|███▋      | 7/19 [00:01<00:03,  3.58it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.54it/s]
 47%|████▋     | 9/19 [00:02<00:02,  3.56it/s]
 53%|█████▎    | 10/19 [00:02<00:02,  3.53it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.53it/s]
 63%|██████▎   | 12/19 [00:03<00:01,  3.58it/s]
 68%|██████▊   | 13/19 [00:03<00:01,  3.57it/s]
 74%|███████▎  | 14/19 [00:03<00:01,  3.56it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.62it/s]
 84%|████████▍ | 16/19 [00:04<00:00,  3.64it/s]
 89%|████████▉ | 17/19 [00:04<00:00,  3.67it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.62it/s]
100%|██████████| 19/19 [00:05<00:00,  3.56it/s][2025-07-12 07:34:58] car...PCK-Transfer@0.10: 88.69% | PCK-Transfer@0.05: 77.07% | PCK-Transfer@0.15: 90.80%
+
100%|██████████| 19/19 [00:05<00:00,  3.56it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:07,  3.33it/s]
  7%|▋         | 2/27 [00:00<00:07,  3.49it/s]
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 15%|█▍        | 4/27 [00:01<00:06,  3.43it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.49it/s]
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 33%|███▎      | 9/27 [00:02<00:05,  3.52it/s]
 37%|███▋      | 10/27 [00:02<00:04,  3.52it/s]
 41%|████      | 11/27 [00:03<00:04,  3.51it/s]
 44%|████▍     | 12/27 [00:03<00:04,  3.49it/s]
 48%|████▊     | 13/27 [00:03<00:03,  3.55it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.58it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.62it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.55it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.49it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.47it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.51it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.50it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.49it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.46it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.44it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.46it/s]
 96%|█████████▋| 26/27 [00:07<00:00,  3.50it/s]
100%|██████████| 27/27 [00:07<00:00,  3.52it/s][2025-07-12 07:35:06] cat...PCK-Transfer@0.10: 77.82% | PCK-Transfer@0.05: 62.52% | PCK-Transfer@0.15: 84.98%
+
100%|██████████| 27/27 [00:07<00:00,  3.50it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.14it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.26it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.33it/s]
 31%|███       | 4/13 [00:01<00:02,  3.42it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.44it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.44it/s]
 54%|█████▍    | 7/13 [00:02<00:01,  3.44it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.42it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.40it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.39it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.37it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.42it/s]
100%|██████████| 13/13 [00:03<00:00,  3.41it/s][2025-07-12 07:35:10] chair...PCK-Transfer@0.10: 43.23% | PCK-Transfer@0.05: 33.12% | PCK-Transfer@0.15: 55.24%
+
100%|██████████| 13/13 [00:03<00:00,  3.39it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.31it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.40it/s]
100%|██████████| 3/3 [00:00<00:00,  3.42it/s][2025-07-12 07:35:11] cow...PCK-Transfer@0.10: 91.67% | PCK-Transfer@0.05: 62.50% | PCK-Transfer@0.15: 100.00%
+
100%|██████████| 3/3 [00:00<00:00,  3.40it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  3.36it/s]
 25%|██▌       | 2/8 [00:00<00:01,  3.36it/s]
 38%|███▊      | 3/8 [00:00<00:01,  3.41it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.39it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.41it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.47it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.51it/s]
100%|██████████| 8/8 [00:02<00:00,  3.51it/s][2025-07-12 07:35:13] diningtable...PCK-Transfer@0.10: 52.60% | PCK-Transfer@0.05: 25.52% | PCK-Transfer@0.15: 60.42%
+
100%|██████████| 8/8 [00:02<00:00,  3.46it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:06,  3.51it/s]
  8%|▊         | 2/24 [00:00<00:06,  3.52it/s]
 12%|█▎        | 3/24 [00:00<00:05,  3.57it/s]
 17%|█▋        | 4/24 [00:01<00:05,  3.50it/s]
 21%|██        | 5/24 [00:01<00:05,  3.53it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.51it/s]
 29%|██▉       | 7/24 [00:01<00:04,  3.48it/s]
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 42%|████▏     | 10/24 [00:02<00:04,  3.41it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.41it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.40it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.40it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.38it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.40it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.43it/s]
 71%|███████   | 17/24 [00:04<00:02,  3.42it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.50it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.56it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.51it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.48it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.46it/s]
100%|██████████| 24/24 [00:06<00:00,  3.44it/s][2025-07-12 07:35:20] dog...PCK-Transfer@0.10: 76.84% | PCK-Transfer@0.05: 54.46% | PCK-Transfer@0.15: 87.65%
+
100%|██████████| 24/24 [00:06<00:00,  3.46it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:02,  3.36it/s]
 22%|██▏       | 2/9 [00:00<00:02,  3.41it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.51it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.55it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.53it/s]
100%|██████████| 9/9 [00:02<00:00,  3.49it/s][2025-07-12 07:35:23] horse...PCK-Transfer@0.10: 77.06% | PCK-Transfer@0.05: 53.02% | PCK-Transfer@0.15: 87.09%
+
100%|██████████| 9/9 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:05,  3.58it/s]
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 37%|███▋      | 10/27 [00:02<00:04,  3.61it/s]
 41%|████      | 11/27 [00:03<00:04,  3.59it/s]
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 52%|█████▏    | 14/27 [00:03<00:03,  3.58it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.59it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.60it/s]
 63%|██████▎   | 17/27 [00:04<00:02,  3.60it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.60it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.56it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.59it/s]
 78%|███████▊  | 21/27 [00:05<00:01,  3.59it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.55it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.57it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.56it/s]
 93%|█████████▎| 25/27 [00:07<00:00,  3.53it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.55it/s][2025-07-12 07:35:30] motorbike...PCK-Transfer@0.10: 80.55% | PCK-Transfer@0.05: 56.56% | PCK-Transfer@0.15: 88.01%
+
100%|██████████| 27/27 [00:07<00:00,  3.55it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:03,  3.59it/s]
 17%|█▋        | 2/12 [00:00<00:02,  3.53it/s]
 25%|██▌       | 3/12 [00:00<00:02,  3.53it/s]
 33%|███▎      | 4/12 [00:01<00:02,  3.50it/s]
 42%|████▏     | 5/12 [00:01<00:01,  3.60it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.63it/s]
 58%|█████▊    | 7/12 [00:01<00:01,  3.67it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.65it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.65it/s]
 83%|████████▎ | 10/12 [00:02<00:00,  3.64it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.67it/s]
100%|██████████| 12/12 [00:03<00:00,  3.62it/s][2025-07-12 07:35:34] person...PCK-Transfer@0.10: 59.31% | PCK-Transfer@0.05: 37.24% | PCK-Transfer@0.15: 72.24%
+
100%|██████████| 12/12 [00:03<00:00,  3.61it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.60it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.66it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.61it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.64it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.71it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.68it/s]
100%|██████████| 7/7 [00:01<00:00,  3.66it/s][2025-07-12 07:35:36] pottedplant...PCK-Transfer@0.10: 60.95% | PCK-Transfer@0.05: 26.67% | PCK-Transfer@0.15: 65.71%
+
100%|██████████| 7/7 [00:01<00:00,  3.66it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.62it/s][2025-07-12 07:35:36] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.61it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.56it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.55it/s]
 23%|██▎       | 3/13 [00:00<00:02,  3.57it/s]
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 38%|███▊      | 5/13 [00:01<00:02,  3.59it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.59it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.61it/s]
 77%|███████▋  | 10/13 [00:02<00:00,  3.57it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.62it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.56it/s]
100%|██████████| 13/13 [00:03<00:00,  3.52it/s][2025-07-12 07:35:40] sofa...PCK-Transfer@0.10: 61.26% | PCK-Transfer@0.05: 36.21% | PCK-Transfer@0.15: 67.75%
+
100%|██████████| 13/13 [00:03<00:00,  3.56it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 15%|█▌        | 3/20 [00:00<00:04,  3.66it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.74it/s]
 45%|████▌     | 9/20 [00:02<00:02,  3.77it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.72it/s]
 55%|█████▌    | 11/20 [00:02<00:02,  3.73it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.69it/s]
 65%|██████▌   | 13/20 [00:03<00:01,  3.76it/s]
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 80%|████████  | 16/20 [00:04<00:01,  3.72it/s]
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 90%|█████████ | 18/20 [00:04<00:00,  3.70it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.67it/s]
100%|██████████| 20/20 [00:05<00:00,  3.72it/s][2025-07-12 07:35:45] train...PCK-Transfer@0.10: 76.00% | PCK-Transfer@0.05: 54.50% | PCK-Transfer@0.15: 86.00%
+
100%|██████████| 20/20 [00:05<00:00,  3.71it/s]
+
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+[2025-07-12 07:35:49] Weighted Per image PCK0.10: 72.64%, image PCK0.05: 53.79%, image PCK0.01: 80.62%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.8_layer_5__t_0.8_layer_15.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.8_layer_5__t_0.8_layer_15.log
new file mode 100644
index 0000000000000000000000000000000000000000..e745272bd22246a3a0402f1e188b9f220330f8fb
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.8_layer_5__t_0.8_layer_15.log
@@ -0,0 +1,44 @@
+[2025-07-12 08:45:51] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.8_layer_5__t_0.8_layer_15', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.8_layer_5', 't_0.8_layer_15'], NO_DINO=False, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='6', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.8_layer_5', 't_0.8_layer_15']
+Number of parameters corr net: 120
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100%|██████████| 12/12 [00:03<00:00,  3.37it/s][2025-07-12 08:47:07] person...PCK-Transfer@0.10: 73.35% | PCK-Transfer@0.05: 56.64% | PCK-Transfer@0.15: 80.63%
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100%|██████████| 7/7 [00:02<00:00,  3.37it/s][2025-07-12 08:47:09] pottedplant...PCK-Transfer@0.10: 71.43% | PCK-Transfer@0.05: 49.52% | PCK-Transfer@0.15: 83.33%
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+
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100%|██████████| 15/15 [00:04<00:00,  3.47it/s][2025-07-12 08:47:23] tvmonitor...PCK-Transfer@0.10: 51.67% | PCK-Transfer@0.05: 41.11% | PCK-Transfer@0.15: 60.00%
+
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+[2025-07-12 08:47:23] Weighted Per image PCK0.10: 81.36%, image PCK0.05: 66.45%, image PCK0.01: 86.69%
diff --git a/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.8_layer_5__t_0.8_layer_20_no_dino.log b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.8_layer_5__t_0.8_layer_20_no_dino.log
new file mode 100644
index 0000000000000000000000000000000000000000..abac0008fe0b863d4b8b2c18a9af3161363835a9
--- /dev/null
+++ b/Code/Baselines/logs_pascal_zs_dit_2025-07-11_20-19-19/pascal_zs_dit_t_0.8_layer_5__t_0.8_layer_20_no_dino.log
@@ -0,0 +1,44 @@
+[2025-07-12 08:47:28] Namespace(config='./GeoAware-SC/configs/eval_zero_shot_pascal.yaml', SEED=42, NOTE='pascal_zs_dit_t_0.8_layer_5__t_0.8_layer_20_no_dino', SAMPLE=None, TEST_SAMPLE=0, TOTAL_SAVE_RESULT=0, IMG_THRESHOLD=False, ANNO_SIZE=840, LR=0.00125, WD=0.001, BZ=1, SCHEDULER=None, SCHEDULER_P1=0.3, EPOCH=1, EVAL_EPOCH=5000, NOT_WANDB=True, TRAIN_DATASET='spair', SD_FEATURE_KEYS=['t_0.8_layer_5', 't_0.8_layer_20'], NO_DINO=True, LOAD=None, DENSE_OBJ=1, GAUSSIAN_AUGMENT=0.1, FEAT_MAP_DROPOUT=0.2, ENSEMBLE=1, PROJ_DIM=768, PAIR_AUGMENT=False, SELF_CONTRAST_WEIGHT=0, SOFT_TRAIN_WINDOW=0, DO_EVAL=True, DUMMY_NET=True, EVAL_DATASET='pascal', AP10K_EVAL_SUBSET='intra-species', COMPUTE_GEOAWARE_METRICS=False, KPT_RESULT=False, ADAPT_FLIP=False, MUTUAL_NN=False, SOFT_EVAL=True, SOFT_EVAL_WINDOW=5, GPU_ID='7', NUM_PATCHES=60, BBOX_THRE=False, AUGMENT_FLIP=0, AUGMENT_DOUBLE_FLIP=0, AUGMENT_SELF_FLIP=0)
+preparing sd features of sd_feature_keys: ['t_0.8_layer_5', 't_0.8_layer_20']
+Number of parameters corr net: 120
+
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100%|██████████| 30/30 [00:08<00:00,  3.45it/s][2025-07-12 08:47:43] bicycle...PCK-Transfer@0.10: 67.91% | PCK-Transfer@0.05: 53.67% | PCK-Transfer@0.15: 75.48%
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100%|██████████| 6/6 [00:01<00:00,  3.47it/s][2025-07-12 08:47:48] boat...PCK-Transfer@0.10: 47.22% | PCK-Transfer@0.05: 25.00% | PCK-Transfer@0.15: 66.67%
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100%|██████████| 8/8 [00:02<00:00,  3.46it/s][2025-07-12 08:47:50] bottle...PCK-Transfer@0.10: 34.38% | PCK-Transfer@0.05: 21.88% | PCK-Transfer@0.15: 45.31%
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 22%|██▏       | 7/32 [00:02<00:08,  2.99it/s]
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 28%|██▊       | 9/32 [00:02<00:07,  2.89it/s]
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 34%|███▍      | 11/32 [00:03<00:06,  3.21it/s]
 38%|███▊      | 12/32 [00:03<00:05,  3.37it/s]
 41%|████      | 13/32 [00:04<00:05,  3.44it/s]
 44%|████▍     | 14/32 [00:04<00:05,  3.50it/s]
 47%|████▋     | 15/32 [00:04<00:04,  3.57it/s]
 50%|█████     | 16/32 [00:04<00:04,  3.60it/s]
 53%|█████▎    | 17/32 [00:05<00:04,  3.70it/s]
 56%|█████▋    | 18/32 [00:05<00:03,  3.73it/s]
 59%|█████▉    | 19/32 [00:05<00:03,  3.72it/s]
 62%|██████▎   | 20/32 [00:05<00:03,  3.71it/s]
 66%|██████▌   | 21/32 [00:06<00:02,  3.69it/s]
 69%|██████▉   | 22/32 [00:06<00:02,  3.75it/s]
 72%|███████▏  | 23/32 [00:06<00:02,  3.76it/s]
 75%|███████▌  | 24/32 [00:06<00:02,  3.69it/s]
 78%|███████▊  | 25/32 [00:07<00:01,  3.65it/s]
 81%|████████▏ | 26/32 [00:07<00:01,  3.69it/s]
 84%|████████▍ | 27/32 [00:07<00:01,  3.65it/s]
 88%|████████▊ | 28/32 [00:08<00:01,  3.68it/s]
 91%|█████████ | 29/32 [00:08<00:00,  3.67it/s]
 94%|█████████▍| 30/32 [00:08<00:00,  3.65it/s]
 97%|█████████▋| 31/32 [00:08<00:00,  3.56it/s]
100%|██████████| 32/32 [00:09<00:00,  3.50it/s][2025-07-12 08:48:00] bus...PCK-Transfer@0.10: 65.10% | PCK-Transfer@0.05: 50.00% | PCK-Transfer@0.15: 77.45%
+
100%|██████████| 32/32 [00:09<00:00,  3.47it/s]
+
  0%|          | 0/19 [00:00<?, ?it/s]
  5%|▌         | 1/19 [00:00<00:07,  2.37it/s]
 11%|█         | 2/19 [00:00<00:05,  2.89it/s]
 16%|█▌        | 3/19 [00:01<00:05,  3.07it/s]
 21%|██        | 4/19 [00:01<00:04,  3.02it/s]
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 32%|███▏      | 6/19 [00:01<00:03,  3.26it/s]
 37%|███▋      | 7/19 [00:02<00:03,  3.36it/s]
 42%|████▏     | 8/19 [00:02<00:03,  3.28it/s]
 47%|████▋     | 9/19 [00:02<00:03,  3.25it/s]
 53%|█████▎    | 10/19 [00:03<00:02,  3.22it/s]
 58%|█████▊    | 11/19 [00:03<00:02,  3.27it/s]
 63%|██████▎   | 12/19 [00:03<00:02,  3.28it/s]
 68%|██████▊   | 13/19 [00:04<00:01,  3.09it/s]
 74%|███████▎  | 14/19 [00:04<00:01,  2.99it/s]
 79%|███████▉  | 15/19 [00:04<00:01,  3.17it/s]
 84%|████████▍ | 16/19 [00:05<00:00,  3.31it/s]
 89%|████████▉ | 17/19 [00:05<00:00,  3.35it/s]
 95%|█████████▍| 18/19 [00:05<00:00,  3.12it/s]
100%|██████████| 19/19 [00:06<00:00,  3.14it/s][2025-07-12 08:48:06] car...PCK-Transfer@0.10: 73.95% | PCK-Transfer@0.05: 58.25% | PCK-Transfer@0.15: 79.06%
+
100%|██████████| 19/19 [00:06<00:00,  3.16it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
  4%|▎         | 1/27 [00:00<00:15,  1.64it/s]
  7%|▋         | 2/27 [00:00<00:10,  2.38it/s]
 11%|█         | 3/27 [00:01<00:08,  2.81it/s]
 15%|█▍        | 4/27 [00:01<00:07,  2.90it/s]
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 22%|██▏       | 6/27 [00:02<00:06,  3.18it/s]
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 33%|███▎      | 9/27 [00:03<00:06,  2.90it/s]
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 41%|████      | 11/27 [00:03<00:05,  3.09it/s]
 44%|████▍     | 12/27 [00:04<00:04,  3.12it/s]
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 56%|█████▌    | 15/27 [00:04<00:03,  3.38it/s]
 59%|█████▉    | 16/27 [00:05<00:03,  3.52it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.52it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.18it/s]
 70%|███████   | 19/27 [00:06<00:02,  3.05it/s]
 74%|███████▍  | 20/27 [00:06<00:02,  2.93it/s]
 78%|███████▊  | 21/27 [00:06<00:02,  2.95it/s]
 81%|████████▏ | 22/27 [00:07<00:01,  3.10it/s]
 85%|████████▌ | 23/27 [00:07<00:01,  3.13it/s]
 89%|████████▉ | 24/27 [00:07<00:00,  3.27it/s]
 93%|█████████▎| 25/27 [00:08<00:00,  3.13it/s]
 96%|█████████▋| 26/27 [00:08<00:00,  3.24it/s]
100%|██████████| 27/27 [00:08<00:00,  3.37it/s][2025-07-12 08:48:14] cat...PCK-Transfer@0.10: 63.02% | PCK-Transfer@0.05: 45.47% | PCK-Transfer@0.15: 72.70%
+
100%|██████████| 27/27 [00:08<00:00,  3.10it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.75it/s]
 15%|█▌        | 2/13 [00:00<00:04,  2.53it/s]
 23%|██▎       | 3/13 [00:01<00:03,  2.91it/s]
 31%|███       | 4/13 [00:01<00:02,  3.19it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.19it/s]
 46%|████▌     | 6/13 [00:02<00:02,  2.76it/s]
 54%|█████▍    | 7/13 [00:02<00:02,  2.96it/s]
 62%|██████▏   | 8/13 [00:02<00:01,  3.14it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.19it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.03it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  2.90it/s]
 92%|█████████▏| 12/13 [00:04<00:00,  2.91it/s]
100%|██████████| 13/13 [00:04<00:00,  3.05it/s][2025-07-12 08:48:19] chair...PCK-Transfer@0.10: 31.32% | PCK-Transfer@0.05: 17.20% | PCK-Transfer@0.15: 41.97%
+
100%|██████████| 13/13 [00:04<00:00,  3.01it/s]
+
  0%|          | 0/3 [00:00<?, ?it/s]
 33%|███▎      | 1/3 [00:00<00:00,  3.49it/s]
 67%|██████▋   | 2/3 [00:00<00:00,  3.16it/s]
100%|██████████| 3/3 [00:00<00:00,  3.02it/s][2025-07-12 08:48:20] cow...PCK-Transfer@0.10: 79.17% | PCK-Transfer@0.05: 58.33% | PCK-Transfer@0.15: 91.67%
+
100%|██████████| 3/3 [00:00<00:00,  3.08it/s]
+
  0%|          | 0/8 [00:00<?, ?it/s]
 12%|█▎        | 1/8 [00:00<00:02,  2.36it/s]
 25%|██▌       | 2/8 [00:00<00:02,  2.81it/s]
 38%|███▊      | 3/8 [00:01<00:01,  3.11it/s]
 50%|█████     | 4/8 [00:01<00:01,  3.27it/s]
 62%|██████▎   | 5/8 [00:01<00:00,  3.15it/s]
 75%|███████▌  | 6/8 [00:01<00:00,  3.24it/s]
 88%|████████▊ | 7/8 [00:02<00:00,  3.38it/s]
100%|██████████| 8/8 [00:02<00:00,  3.45it/s][2025-07-12 08:48:22] diningtable...PCK-Transfer@0.10: 41.15% | PCK-Transfer@0.05: 14.06% | PCK-Transfer@0.15: 51.56%
+
100%|██████████| 8/8 [00:02<00:00,  3.24it/s]
+
  0%|          | 0/24 [00:00<?, ?it/s]
  4%|▍         | 1/24 [00:00<00:10,  2.23it/s]
  8%|▊         | 2/24 [00:00<00:07,  2.82it/s]
 12%|█▎        | 3/24 [00:01<00:07,  2.81it/s]
 17%|█▋        | 4/24 [00:01<00:06,  3.00it/s]
 21%|██        | 5/24 [00:01<00:06,  3.10it/s]
 25%|██▌       | 6/24 [00:01<00:05,  3.25it/s]
 29%|██▉       | 7/24 [00:02<00:05,  3.35it/s]
 33%|███▎      | 8/24 [00:02<00:04,  3.43it/s]
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 42%|████▏     | 10/24 [00:03<00:04,  3.47it/s]
 46%|████▌     | 11/24 [00:03<00:03,  3.52it/s]
 50%|█████     | 12/24 [00:03<00:03,  3.54it/s]
 54%|█████▍    | 13/24 [00:03<00:03,  3.54it/s]
 58%|█████▊    | 14/24 [00:04<00:02,  3.53it/s]
 62%|██████▎   | 15/24 [00:04<00:02,  3.53it/s]
 67%|██████▋   | 16/24 [00:04<00:02,  3.55it/s]
 71%|███████   | 17/24 [00:05<00:01,  3.57it/s]
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 79%|███████▉  | 19/24 [00:05<00:01,  3.53it/s]
 83%|████████▎ | 20/24 [00:05<00:01,  3.60it/s]
 88%|████████▊ | 21/24 [00:06<00:00,  3.59it/s]
 92%|█████████▏| 22/24 [00:06<00:00,  3.57it/s]
 96%|█████████▌| 23/24 [00:06<00:00,  3.57it/s]
100%|██████████| 24/24 [00:07<00:00,  3.57it/s][2025-07-12 08:48:29] dog...PCK-Transfer@0.10: 56.37% | PCK-Transfer@0.05: 37.06% | PCK-Transfer@0.15: 68.40%
+
100%|██████████| 24/24 [00:07<00:00,  3.42it/s]
+
  0%|          | 0/9 [00:00<?, ?it/s]
 11%|█         | 1/9 [00:00<00:03,  2.53it/s]
 22%|██▏       | 2/9 [00:00<00:02,  2.91it/s]
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 44%|████▍     | 4/9 [00:01<00:01,  3.28it/s]
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 67%|██████▋   | 6/9 [00:01<00:00,  3.36it/s]
 78%|███████▊  | 7/9 [00:02<00:00,  3.52it/s]
 89%|████████▉ | 8/9 [00:02<00:00,  3.58it/s]
100%|██████████| 9/9 [00:02<00:00,  3.56it/s][2025-07-12 08:48:32] horse...PCK-Transfer@0.10: 64.76% | PCK-Transfer@0.05: 37.54% | PCK-Transfer@0.15: 79.95%
+
100%|██████████| 9/9 [00:02<00:00,  3.36it/s]
+
  0%|          | 0/27 [00:00<?, ?it/s]
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 22%|██▏       | 6/27 [00:01<00:06,  3.29it/s]
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 37%|███▋      | 10/27 [00:03<00:05,  3.27it/s]
 41%|████      | 11/27 [00:03<00:04,  3.38it/s]
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 52%|█████▏    | 14/27 [00:04<00:03,  3.32it/s]
 56%|█████▌    | 15/27 [00:04<00:03,  3.41it/s]
 59%|█████▉    | 16/27 [00:04<00:03,  3.48it/s]
 63%|██████▎   | 17/27 [00:05<00:02,  3.47it/s]
 67%|██████▋   | 18/27 [00:05<00:02,  3.51it/s]
 70%|███████   | 19/27 [00:05<00:02,  3.52it/s]
 74%|███████▍  | 20/27 [00:05<00:01,  3.58it/s]
 78%|███████▊  | 21/27 [00:06<00:01,  3.61it/s]
 81%|████████▏ | 22/27 [00:06<00:01,  3.60it/s]
 85%|████████▌ | 23/27 [00:06<00:01,  3.63it/s]
 89%|████████▉ | 24/27 [00:06<00:00,  3.55it/s]
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100%|██████████| 27/27 [00:07<00:00,  3.48it/s][2025-07-12 08:48:40] motorbike...PCK-Transfer@0.10: 66.64% | PCK-Transfer@0.05: 44.32% | PCK-Transfer@0.15: 76.05%
+
100%|██████████| 27/27 [00:07<00:00,  3.43it/s]
+
  0%|          | 0/12 [00:00<?, ?it/s]
  8%|▊         | 1/12 [00:00<00:02,  3.75it/s]
 17%|█▋        | 2/12 [00:00<00:03,  3.17it/s]
 25%|██▌       | 3/12 [00:00<00:03,  2.99it/s]
 33%|███▎      | 4/12 [00:01<00:02,  2.97it/s]
 42%|████▏     | 5/12 [00:01<00:02,  3.02it/s]
 50%|█████     | 6/12 [00:01<00:01,  3.17it/s]
 58%|█████▊    | 7/12 [00:02<00:01,  3.31it/s]
 67%|██████▋   | 8/12 [00:02<00:01,  3.37it/s]
 75%|███████▌  | 9/12 [00:02<00:00,  3.45it/s]
 83%|████████▎ | 10/12 [00:03<00:00,  3.47it/s]
 92%|█████████▏| 11/12 [00:03<00:00,  3.51it/s]
100%|██████████| 12/12 [00:03<00:00,  3.48it/s][2025-07-12 08:48:43] person...PCK-Transfer@0.10: 49.44% | PCK-Transfer@0.05: 26.76% | PCK-Transfer@0.15: 61.11%
+
100%|██████████| 12/12 [00:03<00:00,  3.32it/s]
+
  0%|          | 0/7 [00:00<?, ?it/s]
 14%|█▍        | 1/7 [00:00<00:01,  3.33it/s]
 29%|██▊       | 2/7 [00:00<00:01,  3.53it/s]
 43%|████▎     | 3/7 [00:00<00:01,  3.42it/s]
 57%|█████▋    | 4/7 [00:01<00:00,  3.43it/s]
 71%|███████▏  | 5/7 [00:01<00:00,  3.51it/s]
 86%|████████▌ | 6/7 [00:01<00:00,  3.50it/s]
100%|██████████| 7/7 [00:02<00:00,  3.53it/s][2025-07-12 08:48:45] pottedplant...PCK-Transfer@0.10: 43.33% | PCK-Transfer@0.05: 21.43% | PCK-Transfer@0.15: 60.48%
+
100%|██████████| 7/7 [00:02<00:00,  3.49it/s]
+
  0%|          | 0/1 [00:00<?, ?it/s]
100%|██████████| 1/1 [00:00<00:00,  3.07it/s][2025-07-12 08:48:46] sheep...PCK-Transfer@0.10: 60.00% | PCK-Transfer@0.05: 40.00% | PCK-Transfer@0.15: 60.00%
+
100%|██████████| 1/1 [00:00<00:00,  3.07it/s]
+
  0%|          | 0/13 [00:00<?, ?it/s]
  8%|▊         | 1/13 [00:00<00:03,  3.16it/s]
 15%|█▌        | 2/13 [00:00<00:03,  3.31it/s]
 23%|██▎       | 3/13 [00:00<00:03,  3.23it/s]
 31%|███       | 4/13 [00:01<00:02,  3.16it/s]
 38%|███▊      | 5/13 [00:01<00:02,  3.29it/s]
 46%|████▌     | 6/13 [00:01<00:02,  3.35it/s]
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 62%|██████▏   | 8/13 [00:02<00:01,  3.36it/s]
 69%|██████▉   | 9/13 [00:02<00:01,  3.29it/s]
 77%|███████▋  | 10/13 [00:03<00:00,  3.34it/s]
 85%|████████▍ | 11/13 [00:03<00:00,  3.19it/s]
 92%|█████████▏| 12/13 [00:03<00:00,  3.31it/s]
100%|██████████| 13/13 [00:03<00:00,  3.36it/s][2025-07-12 08:48:50] sofa...PCK-Transfer@0.10: 35.94% | PCK-Transfer@0.05: 21.26% | PCK-Transfer@0.15: 50.53%
+
100%|██████████| 13/13 [00:03<00:00,  3.30it/s]
+
  0%|          | 0/20 [00:00<?, ?it/s]
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 10%|█         | 2/20 [00:00<00:05,  3.48it/s]
 15%|█▌        | 3/20 [00:00<00:04,  3.55it/s]
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 30%|███       | 6/20 [00:01<00:03,  3.66it/s]
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 40%|████      | 8/20 [00:02<00:03,  3.74it/s]
 45%|████▌     | 9/20 [00:02<00:02,  3.78it/s]
 50%|█████     | 10/20 [00:02<00:02,  3.77it/s]
 55%|█████▌    | 11/20 [00:02<00:02,  3.80it/s]
 60%|██████    | 12/20 [00:03<00:02,  3.75it/s]
 65%|██████▌   | 13/20 [00:03<00:01,  3.81it/s]
 70%|███████   | 14/20 [00:03<00:01,  3.81it/s]
 75%|███████▌  | 15/20 [00:04<00:01,  3.78it/s]
 80%|████████  | 16/20 [00:04<00:01,  3.82it/s]
 85%|████████▌ | 17/20 [00:04<00:00,  3.75it/s]
 90%|█████████ | 18/20 [00:04<00:00,  3.76it/s]
 95%|█████████▌| 19/20 [00:05<00:00,  3.72it/s]
100%|██████████| 20/20 [00:05<00:00,  3.77it/s][2025-07-12 08:48:55] train...PCK-Transfer@0.10: 62.75% | PCK-Transfer@0.05: 42.50% | PCK-Transfer@0.15: 69.75%
+
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