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MODEL: |
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META_ARCHITECTURE: "CustomRCNN" |
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MASK_ON: True |
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PROPOSAL_GENERATOR: |
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NAME: "CenterNet" |
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WEIGHTS: "models/resnet50_miil_21k.pkl" |
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BACKBONE: |
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NAME: build_p67_timm_fpn_backbone |
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TIMM: |
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BASE_NAME: resnet50_in21k |
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FPN: |
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IN_FEATURES: ["layer3", "layer4", "layer5"] |
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PIXEL_MEAN: [123.675, 116.280, 103.530] |
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PIXEL_STD: [58.395, 57.12, 57.375] |
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ROI_HEADS: |
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NAME: DeticCascadeROIHeads |
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IN_FEATURES: ["p3", "p4", "p5"] |
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IOU_THRESHOLDS: [0.6] |
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NUM_CLASSES: 1203 |
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SCORE_THRESH_TEST: 0.02 |
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NMS_THRESH_TEST: 0.5 |
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ROI_BOX_CASCADE_HEAD: |
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IOUS: [0.6, 0.7, 0.8] |
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ROI_BOX_HEAD: |
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NAME: "FastRCNNConvFCHead" |
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NUM_FC: 2 |
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POOLER_RESOLUTION: 7 |
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CLS_AGNOSTIC_BBOX_REG: True |
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MULT_PROPOSAL_SCORE: True |
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|
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USE_SIGMOID_CE: True |
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USE_FED_LOSS: True |
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ROI_MASK_HEAD: |
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NAME: "MaskRCNNConvUpsampleHead" |
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NUM_CONV: 4 |
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POOLER_RESOLUTION: 14 |
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CLS_AGNOSTIC_MASK: True |
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CENTERNET: |
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NUM_CLASSES: 1203 |
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REG_WEIGHT: 1. |
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NOT_NORM_REG: True |
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ONLY_PROPOSAL: True |
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WITH_AGN_HM: True |
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INFERENCE_TH: 0.0001 |
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PRE_NMS_TOPK_TRAIN: 4000 |
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POST_NMS_TOPK_TRAIN: 2000 |
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PRE_NMS_TOPK_TEST: 1000 |
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POST_NMS_TOPK_TEST: 256 |
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NMS_TH_TRAIN: 0.9 |
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NMS_TH_TEST: 0.9 |
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POS_WEIGHT: 0.5 |
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NEG_WEIGHT: 0.5 |
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IGNORE_HIGH_FP: 0.85 |
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DATASETS: |
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TRAIN: ("lvis_v1_train",) |
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TEST: ("lvis_v1_val",) |
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DATALOADER: |
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SAMPLER_TRAIN: "RepeatFactorTrainingSampler" |
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REPEAT_THRESHOLD: 0.001 |
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NUM_WORKERS: 8 |
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TEST: |
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DETECTIONS_PER_IMAGE: 300 |
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SOLVER: |
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LR_SCHEDULER_NAME: "WarmupCosineLR" |
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CHECKPOINT_PERIOD: 1000000000 |
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WARMUP_ITERS: 10000 |
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WARMUP_FACTOR: 0.0001 |
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USE_CUSTOM_SOLVER: True |
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OPTIMIZER: "ADAMW" |
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MAX_ITER: 90000 |
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IMS_PER_BATCH: 64 |
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BASE_LR: 0.0002 |
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CLIP_GRADIENTS: |
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ENABLED: True |
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INPUT: |
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FORMAT: RGB |
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CUSTOM_AUG: EfficientDetResizeCrop |
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TRAIN_SIZE: 640 |
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OUTPUT_DIR: "./output/Detic/auto" |
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EVAL_PROPOSAL_AR: False |
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VERSION: 2 |
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FP16: True |