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Browse files- building_model_weight/buildingv2instances_predictions.pth +3 -0
- building_model_weight/buildingv2model_best.pth +3 -0
- building_model_weight/buildingv2model_best_iteration_71.pth +3 -0
- building_model_weight/buildingv2model_final.pth +3 -0
- building_model_weight/buildingv2sixmaps_building_level_category_20122023_cfg.yaml +325 -0
building_model_weight/buildingv2instances_predictions.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:4cee0def53519cfdda873b7d74a317b92a8841fd5e4179617bb8a799ca052cf0
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size 3784160
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building_model_weight/buildingv2model_best.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:7030e8b466fa5e2533ac815c646bbe12ea77e04aa488a11ff5cb28528ce32da2
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size 252543502
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building_model_weight/buildingv2model_best_iteration_71.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:a29da5e8a8fc48d27ede80047acd6ba152458dcd1af86c5933f3382f3990f7fc
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size 252543502
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building_model_weight/buildingv2model_final.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:98b8f12075e34f63607328ddadc225460d20e0898139c38bb66ee72016b0162f
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size 503192384
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building_model_weight/buildingv2sixmaps_building_level_category_20122023_cfg.yaml
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@@ -0,0 +1,325 @@
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CUDNN_BENCHMARK: false
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DATALOADER:
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ASPECT_RATIO_GROUPING: true
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FILTER_EMPTY_ANNOTATIONS: true
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NUM_WORKERS: 2
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REPEAT_THRESHOLD: 0.0
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7 |
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SAMPLER_TRAIN: TrainingSampler
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8 |
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DATASETS:
|
9 |
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PRECOMPUTED_PROPOSAL_TOPK_TEST: 1000
|
10 |
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PRECOMPUTED_PROPOSAL_TOPK_TRAIN: 2000
|
11 |
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PROPOSAL_FILES_TEST: []
|
12 |
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PROPOSAL_FILES_TRAIN: []
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13 |
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TEST:
|
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- sixmaps_building_level_category_20122023_test
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TRAIN:
|
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- sixmaps_building_level_category_20122023_train
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17 |
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GLOBAL:
|
18 |
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HACK: 1.0
|
19 |
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INPUT:
|
20 |
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CROP:
|
21 |
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ENABLED: false
|
22 |
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SIZE:
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- 0.9
|
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- 0.9
|
25 |
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TYPE: relative_range
|
26 |
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FORMAT: BGR
|
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MASK_FORMAT: polygon
|
28 |
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MAX_SIZE_TEST: 1333
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29 |
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MAX_SIZE_TRAIN: 1333
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30 |
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MIN_SIZE_TEST: 800
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31 |
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MIN_SIZE_TRAIN:
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32 |
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- 640
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33 |
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- 672
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34 |
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- 704
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35 |
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- 736
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36 |
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- 768
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37 |
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- 800
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38 |
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MIN_SIZE_TRAIN_SAMPLING: choice
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39 |
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RANDOM_FLIP: horizontal
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40 |
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MODEL:
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41 |
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ANCHOR_GENERATOR:
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42 |
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ANGLES:
|
43 |
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- - -90
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44 |
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- 0
|
45 |
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- 90
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46 |
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ASPECT_RATIOS:
|
47 |
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- - 0.5
|
48 |
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- 1.0
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49 |
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- 2.0
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50 |
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NAME: DefaultAnchorGenerator
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51 |
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OFFSET: 0.0
|
52 |
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SIZES:
|
53 |
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- - 32
|
54 |
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- - 64
|
55 |
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- - 128
|
56 |
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- - 256
|
57 |
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- - 512
|
58 |
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BACKBONE:
|
59 |
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FREEZE_AT: 2
|
60 |
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NAME: build_resnet_fpn_backbone
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61 |
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DEVICE: cuda
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62 |
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FPN:
|
63 |
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FUSE_TYPE: sum
|
64 |
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IN_FEATURES:
|
65 |
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- res2
|
66 |
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- res3
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67 |
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- res4
|
68 |
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- res5
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69 |
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NORM: ''
|
70 |
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OUT_CHANNELS: 256
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71 |
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KEYPOINT_ON: false
|
72 |
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LOAD_PROPOSALS: false
|
73 |
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MASK_ON: true
|
74 |
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META_ARCHITECTURE: GeneralizedRCNN
|
75 |
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PANOPTIC_FPN:
|
76 |
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COMBINE:
|
77 |
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ENABLED: true
|
78 |
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INSTANCES_CONFIDENCE_THRESH: 0.5
|
79 |
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OVERLAP_THRESH: 0.5
|
80 |
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STUFF_AREA_LIMIT: 4096
|
81 |
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INSTANCE_LOSS_WEIGHT: 1.0
|
82 |
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PIXEL_MEAN:
|
83 |
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- 103.53
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84 |
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- 116.28
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85 |
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- 123.675
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86 |
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PIXEL_STD:
|
87 |
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- 1.0
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88 |
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- 1.0
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89 |
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- 1.0
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PROPOSAL_GENERATOR:
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MIN_SIZE: 0
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92 |
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NAME: RPN
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93 |
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RESNETS:
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94 |
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DEFORM_MODULATED: false
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95 |
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DEFORM_NUM_GROUPS: 1
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96 |
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DEFORM_ON_PER_STAGE:
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- false
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98 |
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- false
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99 |
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- false
|
100 |
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- false
|
101 |
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DEPTH: 101
|
102 |
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NORM: FrozenBN
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103 |
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NUM_GROUPS: 1
|
104 |
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OUT_FEATURES:
|
105 |
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- res2
|
106 |
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- res3
|
107 |
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- res4
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108 |
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- res5
|
109 |
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RES2_OUT_CHANNELS: 256
|
110 |
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RES5_DILATION: 1
|
111 |
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STEM_OUT_CHANNELS: 64
|
112 |
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STRIDE_IN_1X1: true
|
113 |
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WIDTH_PER_GROUP: 64
|
114 |
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RETINANET:
|
115 |
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BBOX_REG_LOSS_TYPE: smooth_l1
|
116 |
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BBOX_REG_WEIGHTS: &id002
|
117 |
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- 1.0
|
118 |
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- 1.0
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119 |
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- 1.0
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120 |
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- 1.0
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121 |
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FOCAL_LOSS_ALPHA: 0.25
|
122 |
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FOCAL_LOSS_GAMMA: 2.0
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123 |
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IN_FEATURES:
|
124 |
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- p3
|
125 |
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- p4
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126 |
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- p5
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127 |
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- p6
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128 |
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- p7
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129 |
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IOU_LABELS:
|
130 |
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- 0
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131 |
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- -1
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132 |
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- 1
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133 |
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IOU_THRESHOLDS:
|
134 |
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- 0.4
|
135 |
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- 0.5
|
136 |
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NMS_THRESH_TEST: 0.5
|
137 |
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NORM: ''
|
138 |
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NUM_CLASSES: 80
|
139 |
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NUM_CONVS: 4
|
140 |
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PRIOR_PROB: 0.01
|
141 |
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SCORE_THRESH_TEST: 0.05
|
142 |
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SMOOTH_L1_LOSS_BETA: 0.1
|
143 |
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TOPK_CANDIDATES_TEST: 1000
|
144 |
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ROI_BOX_CASCADE_HEAD:
|
145 |
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BBOX_REG_WEIGHTS:
|
146 |
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- &id001
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147 |
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- 10.0
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148 |
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- 10.0
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149 |
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- 5.0
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150 |
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IOUS:
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- 0.5
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- 0.6
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- 0.7
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ROI_BOX_HEAD:
|
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BBOX_REG_LOSS_TYPE: smooth_l1
|
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BBOX_REG_LOSS_WEIGHT: 1.0
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BBOX_REG_WEIGHTS: *id001
|
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CLS_AGNOSTIC_BBOX_REG: false
|
168 |
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CONV_DIM: 256
|
169 |
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FC_DIM: 1024
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FED_LOSS_FREQ_WEIGHT_POWER: 0.5
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171 |
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FED_LOSS_NUM_CLASSES: 50
|
172 |
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NAME: FastRCNNConvFCHead
|
173 |
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NORM: ''
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174 |
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NUM_CONV: 0
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NUM_FC: 2
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POOLER_RESOLUTION: 7
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POOLER_SAMPLING_RATIO: 0
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POOLER_TYPE: ROIAlignV2
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179 |
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SMOOTH_L1_BETA: 0.0
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180 |
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TRAIN_ON_PRED_BOXES: false
|
181 |
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USE_FED_LOSS: false
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182 |
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USE_SIGMOID_CE: false
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183 |
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ROI_HEADS:
|
184 |
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BATCH_SIZE_PER_IMAGE: 512
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185 |
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IN_FEATURES:
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186 |
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- p2
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- p3
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- p4
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- p5
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IOU_LABELS:
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191 |
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- 0
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192 |
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- 1
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193 |
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IOU_THRESHOLDS:
|
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- 0.5
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NAME: StandardROIHeads
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NMS_THRESH_TEST: 0.5
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NUM_CLASSES: 4
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POSITIVE_FRACTION: 0.25
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199 |
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PROPOSAL_APPEND_GT: true
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SCORE_THRESH_TEST: 0.7
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201 |
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ROI_KEYPOINT_HEAD:
|
202 |
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CONV_DIMS:
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203 |
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- 512
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204 |
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- 512
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205 |
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- 512
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207 |
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LOSS_WEIGHT: 1.0
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MIN_KEYPOINTS_PER_IMAGE: 1
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NAME: KRCNNConvDeconvUpsampleHead
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NORMALIZE_LOSS_BY_VISIBLE_KEYPOINTS: true
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NUM_KEYPOINTS: 17
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POOLER_RESOLUTION: 14
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POOLER_SAMPLING_RATIO: 0
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POOLER_TYPE: ROIAlignV2
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ROI_MASK_HEAD:
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CLS_AGNOSTIC_MASK: false
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221 |
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CONV_DIM: 256
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NAME: MaskRCNNConvUpsampleHead
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NORM: ''
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NUM_CONV: 4
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POOLER_RESOLUTION: 14
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POOLER_SAMPLING_RATIO: 0
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POOLER_TYPE: ROIAlignV2
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RPN:
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229 |
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BATCH_SIZE_PER_IMAGE: 256
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BBOX_REG_LOSS_TYPE: smooth_l1
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BBOX_REG_LOSS_WEIGHT: 1.0
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BBOX_REG_WEIGHTS: *id002
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BOUNDARY_THRESH: -1
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CONV_DIMS:
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- -1
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HEAD_NAME: StandardRPNHead
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IN_FEATURES:
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- p2
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IOU_LABELS:
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- 0
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IOU_THRESHOLDS:
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- 0.3
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- 0.7
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LOSS_WEIGHT: 1.0
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NMS_THRESH: 0.7
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POSITIVE_FRACTION: 0.5
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POST_NMS_TOPK_TEST: 1000
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POST_NMS_TOPK_TRAIN: 1000
|
255 |
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PRE_NMS_TOPK_TEST: 1000
|
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PRE_NMS_TOPK_TRAIN: 2000
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SMOOTH_L1_BETA: 0.0
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SEM_SEG_HEAD:
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COMMON_STRIDE: 4
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CONVS_DIM: 128
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IGNORE_VALUE: 255
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IN_FEATURES:
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263 |
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- p2
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- p3
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- p4
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- p5
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LOSS_WEIGHT: 1.0
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NAME: SemSegFPNHead
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NORM: GN
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NUM_CLASSES: 54
|
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WEIGHTS: /home/ubuntu/building_ssd/sixmaps_building_conversion_categorised/model/model_final.pth
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OUTPUT_DIR: /home/ubuntu/building_ssd/sixmaps_building_conversion_categorised/model
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273 |
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SEED: -1
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SOLVER:
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AMP:
|
276 |
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ENABLED: false
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277 |
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BASE_LR: 0.00025
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278 |
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BASE_LR_END: 0.0
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BIAS_LR_FACTOR: 1.0
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280 |
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CHECKPOINT_PERIOD: 5000
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CLIP_GRADIENTS:
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282 |
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CLIP_TYPE: value
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283 |
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CLIP_VALUE: 1.0
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284 |
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ENABLED: false
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285 |
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NORM_TYPE: 2.0
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286 |
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GAMMA: 0.1
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IMS_PER_BATCH: 6
|
288 |
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LR_SCHEDULER_NAME: WarmupMultiStepLR
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289 |
+
MAX_ITER: 20000
|
290 |
+
MOMENTUM: 0.9
|
291 |
+
NESTEROV: false
|
292 |
+
NUM_DECAYS: 3
|
293 |
+
REFERENCE_WORLD_SIZE: 0
|
294 |
+
RESCALE_INTERVAL: false
|
295 |
+
STEPS: []
|
296 |
+
WARMUP_FACTOR: 0.001
|
297 |
+
WARMUP_ITERS: 1000
|
298 |
+
WARMUP_METHOD: linear
|
299 |
+
WEIGHT_DECAY: 0.0001
|
300 |
+
WEIGHT_DECAY_BIAS: null
|
301 |
+
WEIGHT_DECAY_NORM: 0.0
|
302 |
+
TEST:
|
303 |
+
AUG:
|
304 |
+
ENABLED: false
|
305 |
+
FLIP: true
|
306 |
+
MAX_SIZE: 4000
|
307 |
+
MIN_SIZES:
|
308 |
+
- 400
|
309 |
+
- 500
|
310 |
+
- 600
|
311 |
+
- 700
|
312 |
+
- 800
|
313 |
+
- 900
|
314 |
+
- 1000
|
315 |
+
- 1100
|
316 |
+
- 1200
|
317 |
+
DETECTIONS_PER_IMAGE: 100
|
318 |
+
EVAL_PERIOD: 0
|
319 |
+
EXPECTED_RESULTS: []
|
320 |
+
KEYPOINT_OKS_SIGMAS: []
|
321 |
+
PRECISE_BN:
|
322 |
+
ENABLED: false
|
323 |
+
NUM_ITER: 200
|
324 |
+
VERSION: 2
|
325 |
+
VIS_PERIOD: 0
|