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| MODEL: | |
| BACKBONE: | |
| FREEZE_AT: 0 | |
| NAME: "build_resnet_backbone" | |
| WEIGHTS: "detectron2://ImageNetPretrained/torchvision/R-50.pkl" | |
| PIXEL_MEAN: [123.675, 116.280, 103.530] | |
| PIXEL_STD: [58.395, 57.120, 57.375] | |
| RESNETS: | |
| DEPTH: 50 | |
| STEM_TYPE: "basic" # not used | |
| STEM_OUT_CHANNELS: 64 | |
| STRIDE_IN_1X1: False | |
| OUT_FEATURES: ["res2", "res3", "res4", "res5"] | |
| NORM: "SyncBN" # use syncbn for cityscapes dataset | |
| RES5_MULTI_GRID: [1, 1, 1] # not used | |
| DATASETS: | |
| TRAIN: ("cityscapes_fine_panoptic_train",) | |
| TEST_PANOPTIC: ("cityscapes_fine_panoptic_val",) | |
| TEST_INSTANCE: ("cityscapes_fine_instance_seg_val",) | |
| TEST_SEMANTIC: ("cityscapes_fine_sem_seg_val",) | |
| SOLVER: | |
| IMS_PER_BATCH: 16 | |
| BASE_LR: 0.0001 | |
| MAX_ITER: 90000 | |
| WARMUP_FACTOR: 1.0 | |
| WARMUP_ITERS: 0 | |
| WEIGHT_DECAY: 0.05 | |
| OPTIMIZER: "ADAMW" | |
| LR_SCHEDULER_NAME: "WarmupPolyLR" | |
| BACKBONE_MULTIPLIER: 0.1 | |
| CLIP_GRADIENTS: | |
| ENABLED: True | |
| CLIP_TYPE: "full_model" | |
| CLIP_VALUE: 0.01 | |
| NORM_TYPE: 2.0 | |
| AMP: | |
| ENABLED: True | |
| INPUT: | |
| MIN_SIZE_TRAIN: !!python/object/apply:eval ["[int(x * 0.1 * 1024) for x in range(5, 21)]"] | |
| MIN_SIZE_TRAIN_SAMPLING: "choice" | |
| MIN_SIZE_TEST: 1024 | |
| MAX_SIZE_TRAIN: 4096 | |
| MAX_SIZE_TEST: 2048 | |
| CROP: | |
| ENABLED: True | |
| TYPE: "absolute" | |
| SIZE: (512, 1024) | |
| SINGLE_CATEGORY_MAX_AREA: 1.0 | |
| COLOR_AUG_SSD: True | |
| SIZE_DIVISIBILITY: -1 | |
| FORMAT: "RGB" | |
| DATASET_MAPPER_NAME: "oneformer_unified" | |
| MAX_SEQ_LEN: 77 | |
| TASK_SEQ_LEN: 77 | |
| TASK_PROB: | |
| SEMANTIC: 0.33 | |
| INSTANCE: 0.66 | |
| TEST: | |
| EVAL_PERIOD: 5000 | |
| AUG: | |
| ENABLED: False | |
| MIN_SIZES: [512, 768, 1024, 1280, 1536, 1792] | |
| MAX_SIZE: 4096 | |
| FLIP: True | |
| DATALOADER: | |
| FILTER_EMPTY_ANNOTATIONS: True | |
| NUM_WORKERS: 4 | |
| VERSION: 2 |