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{
"CUDNN_BENCHMARK": false,
"DATALOADER": {
"ASPECT_RATIO_GROUPING": true,
"FILTER_EMPTY_ANNOTATIONS": true,
"NUM_WORKERS": 4,
"REPEAT_SQRT": true,
"REPEAT_THRESHOLD": 0.0,
"SAMPLER_TRAIN": "TrainingSampler"
},
"DATASETS": {
"PRECOMPUTED_PROPOSAL_TOPK_TEST": 1000,
"PRECOMPUTED_PROPOSAL_TOPK_TRAIN": 2000,
"PROPOSAL_FILES_TEST": [],
"PROPOSAL_FILES_TRAIN": [],
"TEST": [
"keypoints_coco_2017_val"
],
"TRAIN": [
"keypoints_coco_2017_train"
]
},
"FLOAT32_PRECISION": "",
"GLOBAL": {
"HACK": 1.0
},
"INPUT": {
"CROP": {
"ENABLED": false,
"SIZE": [
0.9,
0.9
],
"TYPE": "relative_range"
},
"FORMAT": "BGR",
"MASK_FORMAT": "polygon",
"MAX_SIZE_TEST": 1333,
"MAX_SIZE_TRAIN": 1333,
"MIN_SIZE_TEST": 800,
"MIN_SIZE_TRAIN": [
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672,
704,
736,
768,
800
],
"MIN_SIZE_TRAIN_SAMPLING": "choice",
"RANDOM_FLIP": "horizontal"
},
"MODEL": {
"ANCHOR_GENERATOR": {
"ANGLES": [
[
-90,
0,
90
]
],
"ASPECT_RATIOS": [
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0.5,
1.0,
2.0
]
],
"NAME": "DefaultAnchorGenerator",
"OFFSET": 0.0,
"SIZES": [
[
32
],
[
64
],
[
128
],
[
256
],
[
512
]
]
},
"BACKBONE": {
"FREEZE_AT": 2,
"NAME": "build_resnet_fpn_backbone"
},
"DEVICE": "cpu",
"FPN": {
"FUSE_TYPE": "sum",
"IN_FEATURES": [
"res2",
"res3",
"res4",
"res5"
],
"NORM": "",
"OUT_CHANNELS": 256
},
"KEYPOINT_ON": true,
"LOAD_PROPOSALS": false,
"MASK_ON": false,
"META_ARCHITECTURE": "GeneralizedRCNN",
"PANOPTIC_FPN": {
"COMBINE": {
"ENABLED": true,
"INSTANCES_CONFIDENCE_THRESH": 0.5,
"OVERLAP_THRESH": 0.5,
"STUFF_AREA_LIMIT": 4096
},
"INSTANCE_LOSS_WEIGHT": 1.0
},
"PIXEL_MEAN": [
103.53,
116.28,
123.675
],
"PIXEL_STD": [
1.0,
1.0,
1.0
],
"PROPOSAL_GENERATOR": {
"MIN_SIZE": 0,
"NAME": "RPN"
},
"RESNETS": {
"DEFORM_MODULATED": false,
"DEFORM_NUM_GROUPS": 1,
"DEFORM_ON_PER_STAGE": [
false,
false,
false,
false
],
"DEPTH": 50,
"NORM": "FrozenBN",
"NUM_GROUPS": 1,
"OUT_FEATURES": [
"res2",
"res3",
"res4",
"res5"
],
"RES2_OUT_CHANNELS": 256,
"RES5_DILATION": 1,
"STEM_OUT_CHANNELS": 64,
"STRIDE_IN_1X1": true,
"WIDTH_PER_GROUP": 64
},
"RETINANET": {
"BBOX_REG_LOSS_TYPE": "smooth_l1",
"BBOX_REG_WEIGHTS": [
1.0,
1.0,
1.0,
1.0
],
"FOCAL_LOSS_ALPHA": 0.25,
"FOCAL_LOSS_GAMMA": 2.0,
"IN_FEATURES": [
"p3",
"p4",
"p5",
"p6",
"p7"
],
"IOU_LABELS": [
0,
-1,
1
],
"IOU_THRESHOLDS": [
0.4,
0.5
],
"NMS_THRESH_TEST": 0.5,
"NORM": "",
"NUM_CLASSES": 80,
"NUM_CONVS": 4,
"PRIOR_PROB": 0.01,
"SCORE_THRESH_TEST": 0.05,
"SMOOTH_L1_LOSS_BETA": 0.1,
"TOPK_CANDIDATES_TEST": 1000
},
"ROI_BOX_CASCADE_HEAD": {
"BBOX_REG_WEIGHTS": [
[
10.0,
10.0,
5.0,
5.0
],
[
20.0,
20.0,
10.0,
10.0
],
[
30.0,
30.0,
15.0,
15.0
]
],
"IOUS": [
0.5,
0.6,
0.7
]
},
"ROI_BOX_HEAD": {
"BBOX_REG_LOSS_TYPE": "smooth_l1",
"BBOX_REG_LOSS_WEIGHT": 1.0,
"BBOX_REG_WEIGHTS": [
10.0,
10.0,
5.0,
5.0
],
"CLS_AGNOSTIC_BBOX_REG": false,
"CONV_DIM": 256,
"FC_DIM": 1024,
"FED_LOSS_FREQ_WEIGHT_POWER": 0.5,
"FED_LOSS_NUM_CLASSES": 50,
"NAME": "FastRCNNConvFCHead",
"NORM": "",
"NUM_CONV": 0,
"NUM_FC": 2,
"POOLER_RESOLUTION": 7,
"POOLER_SAMPLING_RATIO": 0,
"POOLER_TYPE": "ROIAlignV2",
"SMOOTH_L1_BETA": 0.5,
"TRAIN_ON_PRED_BOXES": false,
"USE_FED_LOSS": false,
"USE_SIGMOID_CE": false
},
"ROI_HEADS": {
"BATCH_SIZE_PER_IMAGE": 512,
"IN_FEATURES": [
"p2",
"p3",
"p4",
"p5"
],
"IOU_LABELS": [
0,
1
],
"IOU_THRESHOLDS": [
0.5
],
"NAME": "StandardROIHeads",
"NMS_THRESH_TEST": 0.5,
"NUM_CLASSES": 13,
"POSITIVE_FRACTION": 0.25,
"PROPOSAL_APPEND_GT": true,
"SCORE_THRESH_TEST": 0.1
},
"ROI_KEYPOINT_HEAD": {
"CONV_DIMS": [
512,
512,
512,
512,
512,
512,
512,
512
],
"LOSS_WEIGHT": 1.0,
"MIN_KEYPOINTS_PER_IMAGE": 1,
"NAME": "KRCNNConvDeconvUpsampleHead",
"NORMALIZE_LOSS_BY_VISIBLE_KEYPOINTS": true,
"NUM_KEYPOINTS": 10,
"POOLER_RESOLUTION": 14,
"POOLER_SAMPLING_RATIO": 0,
"POOLER_TYPE": "ROIAlignV2"
},
"ROI_MASK_HEAD": {
"CLS_AGNOSTIC_MASK": false,
"CONV_DIM": 256,
"NAME": "MaskRCNNConvUpsampleHead",
"NORM": "",
"NUM_CONV": 4,
"POOLER_RESOLUTION": 14,
"POOLER_SAMPLING_RATIO": 0,
"POOLER_TYPE": "ROIAlignV2"
},
"RPN": {
"BATCH_SIZE_PER_IMAGE": 256,
"BBOX_REG_LOSS_TYPE": "smooth_l1",
"BBOX_REG_LOSS_WEIGHT": 1.0,
"BBOX_REG_WEIGHTS": [
1.0,
1.0,
1.0,
1.0
],
"BOUNDARY_THRESH": -1,
"CONV_DIMS": [
-1
],
"HEAD_NAME": "StandardRPNHead",
"IN_FEATURES": [
"p2",
"p3",
"p4",
"p5",
"p6"
],
"IOU_LABELS": [
0,
-1,
1
],
"IOU_THRESHOLDS": [
0.3,
0.7
],
"LOSS_WEIGHT": 1.0,
"NMS_THRESH": 0.7,
"POSITIVE_FRACTION": 0.5,
"POST_NMS_TOPK_TEST": 1000,
"POST_NMS_TOPK_TRAIN": 1500,
"PRE_NMS_TOPK_TEST": 1000,
"PRE_NMS_TOPK_TRAIN": 2000,
"SMOOTH_L1_BETA": 0.0
},
"SEM_SEG_HEAD": {
"COMMON_STRIDE": 4,
"CONVS_DIM": 128,
"IGNORE_VALUE": 255,
"IN_FEATURES": [
"p2",
"p3",
"p4",
"p5"
],
"LOSS_WEIGHT": 1.0,
"NAME": "SemSegFPNHead",
"NORM": "GN",
"NUM_CLASSES": 54
},
"WEIGHTS": "/content/drive/MyDrive/Loi/output_r50_hybrid_4280img_50epochs_bs10_maxsize1024/model_0017975.pth"
},
"OUTPUT_DIR": "/content/drive/MyDrive/Loi/output_r50_hybrid_4280img_50epochs_bs10_maxsize1024",
"SEED": -1,
"SOLVER": {
"AMP": {
"ENABLED": false
},
"BASE_LR": 0.02,
"BASE_LR_END": 0.0,
"BIAS_LR_FACTOR": 1.0,
"CHECKPOINT_PERIOD": 5000,
"CLIP_GRADIENTS": {
"CLIP_TYPE": "value",
"CLIP_VALUE": 1.0,
"ENABLED": false,
"NORM_TYPE": 2.0
},
"GAMMA": 0.1,
"IMS_PER_BATCH": 16,
"LR_SCHEDULER_NAME": "WarmupMultiStepLR",
"MAX_ITER": 270000,
"MOMENTUM": 0.9,
"NESTEROV": false,
"NUM_DECAYS": 3,
"REFERENCE_WORLD_SIZE": 0,
"RESCALE_INTERVAL": false,
"STEPS": [
210000,
250000
],
"WARMUP_FACTOR": 0.001,
"WARMUP_ITERS": 1000,
"WARMUP_METHOD": "linear",
"WEIGHT_DECAY": 0.0001,
"WEIGHT_DECAY_BIAS": null,
"WEIGHT_DECAY_NORM": 0.0
},
"TEST": {
"AUG": {
"ENABLED": false,
"FLIP": true,
"MAX_SIZE": 4000,
"MIN_SIZES": [
400,
500,
600,
700,
800,
900,
1000,
1100,
1200
]
},
"DETECTIONS_PER_IMAGE": 100,
"EVAL_PERIOD": 0,
"EXPECTED_RESULTS": [],
"KEYPOINT_OKS_SIGMAS": [
1.0,
1.0,
1.0,
1.0,
1.0,
1.0,
1.0,
1.0,
1.0,
1.0
],
"PRECISE_BN": {
"ENABLED": false,
"NUM_ITER": 200
}
},
"VERSION": 2,
"VIS_PERIOD": 0,
"id2label": {
"0": "diamonds",
"1": "long_oval",
"2": "parallelogram",
"3": "rectangle",
"4": "circle",
"5": "triangle",
"6": "object",
"7": "hexagon",
"8": "trapezoid",
"9": "text",
"10": "arrow",
"11": "line",
"12": "double_arrow"
}
}