| {"VERSION": 2, "MODEL": {"LOAD_PROPOSALS": false, "MASK_ON": true, "KEYPOINT_ON": false, "DEVICE": "cuda", "META_ARCHITECTURE": "GeneralizedRCNN", "WEIGHTS": "https://dl.fbaipublicfiles.com/detectron2/COCO-InstanceSegmentation/mask_rcnn_R_101_FPN_3x/138205316/model_final_a3ec72.pkl", "PIXEL_MEAN": [103.53, 116.28, 123.675], "PIXEL_STD": [1.0, 1.0, 1.0], "BACKBONE": {"NAME": "build_resnet_fpn_backbone", "FREEZE_AT": 2}, "FPN": {"IN_FEATURES": ["res2", "res3", "res4", "res5"], "OUT_CHANNELS": 256, "NORM": "", "FUSE_TYPE": "sum"}, "PROPOSAL_GENERATOR": {"NAME": "RPN", "MIN_SIZE": 0}, "ANCHOR_GENERATOR": {"NAME": "DefaultAnchorGenerator", "SIZES": [[32], [64], [128], [256], [512]], "ASPECT_RATIOS": [[0.5, 1.0, 2.0]], "ANGLES": [[-90, 0, 90]], "OFFSET": 0.0}, "RPN": {"HEAD_NAME": "StandardRPNHead", "IN_FEATURES": ["p2", "p3", "p4", "p5", "p6"], "BOUNDARY_THRESH": -1, "IOU_THRESHOLDS": [0.3, 0.7], "IOU_LABELS": [0, -1, 1], "BATCH_SIZE_PER_IMAGE": 256, "POSITIVE_FRACTION": 0.5, "BBOX_REG_LOSS_TYPE": "smooth_l1", "BBOX_REG_LOSS_WEIGHT": 1.0, "BBOX_REG_WEIGHTS": [1.0, 1.0, 1.0, 1.0], "SMOOTH_L1_BETA": 0.0, "LOSS_WEIGHT": 1.0, "PRE_NMS_TOPK_TRAIN": 2000, "PRE_NMS_TOPK_TEST": 1000, "POST_NMS_TOPK_TRAIN": 1000, "POST_NMS_TOPK_TEST": 1000, "NMS_THRESH": 0.7, "CONV_DIMS": [-1]}, "ROI_HEADS": {"NAME": "StandardROIHeads", "NUM_CLASSES": 5, "IN_FEATURES": ["p2", "p3", "p4", "p5"], "IOU_THRESHOLDS": [0.5], "IOU_LABELS": [0, 1], "BATCH_SIZE_PER_IMAGE": 128, "POSITIVE_FRACTION": 0.25, "SCORE_THRESH_TEST": 0.05, "NMS_THRESH_TEST": 0.5, "PROPOSAL_APPEND_GT": true}, "ROI_BOX_HEAD": {"NAME": "FastRCNNConvFCHead", "BBOX_REG_LOSS_TYPE": "smooth_l1", "BBOX_REG_LOSS_WEIGHT": 1.0, "BBOX_REG_WEIGHTS": [10.0, 10.0, 5.0, 5.0], "SMOOTH_L1_BETA": 0.0, "POOLER_RESOLUTION": 7, "POOLER_SAMPLING_RATIO": 0, "POOLER_TYPE": "ROIAlignV2", "NUM_FC": 2, "FC_DIM": 1024, "NUM_CONV": 0, "CONV_DIM": 256, "NORM": "", "CLS_AGNOSTIC_BBOX_REG": false, "TRAIN_ON_PRED_BOXES": false, "USE_FED_LOSS": false, "USE_SIGMOID_CE": false, "FED_LOSS_FREQ_WEIGHT_POWER": 0.5, "FED_LOSS_NUM_CLASSES": 50}, "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_MASK_HEAD": {"NAME": "MaskRCNNConvUpsampleHead", "POOLER_RESOLUTION": 14, "POOLER_SAMPLING_RATIO": 0, "NUM_CONV": 4, "CONV_DIM": 256, "NORM": "", "CLS_AGNOSTIC_MASK": false, "POOLER_TYPE": "ROIAlignV2"}, "ROI_KEYPOINT_HEAD": {"NAME": "KRCNNConvDeconvUpsampleHead", "POOLER_RESOLUTION": 14, "POOLER_SAMPLING_RATIO": 0, "CONV_DIMS": [512, 512, 512, 512, 512, 512, 512, 512], "NUM_KEYPOINTS": 17, "MIN_KEYPOINTS_PER_IMAGE": 1, "NORMALIZE_LOSS_BY_VISIBLE_KEYPOINTS": true, "LOSS_WEIGHT": 1.0, "POOLER_TYPE": "ROIAlignV2"}, "SEM_SEG_HEAD": {"NAME": "SemSegFPNHead", "IN_FEATURES": ["p2", "p3", "p4", "p5"], "IGNORE_VALUE": 255, "NUM_CLASSES": 54, "CONVS_DIM": 128, "COMMON_STRIDE": 4, "NORM": "GN", "LOSS_WEIGHT": 1.0}, "PANOPTIC_FPN": {"INSTANCE_LOSS_WEIGHT": 1.0, "COMBINE": {"ENABLED": true, "OVERLAP_THRESH": 0.5, "STUFF_AREA_LIMIT": 4096, "INSTANCES_CONFIDENCE_THRESH": 0.5}}, "RETINANET": {"NUM_CLASSES": 80, "IN_FEATURES": ["p3", "p4", "p5", "p6", "p7"], "NUM_CONVS": 4, "IOU_THRESHOLDS": [0.4, 0.5], "IOU_LABELS": [0, -1, 1], "PRIOR_PROB": 0.01, "SCORE_THRESH_TEST": 0.05, "TOPK_CANDIDATES_TEST": 1000, "NMS_THRESH_TEST": 0.5, "BBOX_REG_WEIGHTS": [1.0, 1.0, 1.0, 1.0], "FOCAL_LOSS_GAMMA": 2.0, "FOCAL_LOSS_ALPHA": 0.25, "SMOOTH_L1_LOSS_BETA": 0.1, "BBOX_REG_LOSS_TYPE": "smooth_l1", "NORM": ""}, "RESNETS": {"DEPTH": 101, "OUT_FEATURES": ["res2", "res3", "res4", "res5"], "NUM_GROUPS": 1, "NORM": "FrozenBN", "WIDTH_PER_GROUP": 64, "STRIDE_IN_1X1": true, "RES5_DILATION": 1, "RES2_OUT_CHANNELS": 256, "STEM_OUT_CHANNELS": 64, "DEFORM_ON_PER_STAGE": [false, false, false, false], "DEFORM_MODULATED": false, "DEFORM_NUM_GROUPS": 1}}, "INPUT": {"MIN_SIZE_TRAIN": [640, 672, 704, 736, 768, 800], "MIN_SIZE_TRAIN_SAMPLING": "choice", "MAX_SIZE_TRAIN": 1333, "MIN_SIZE_TEST": 800, "MAX_SIZE_TEST": 1333, "RANDOM_FLIP": "horizontal", "CROP": {"ENABLED": false, "TYPE": "relative_range", "SIZE": [0.9, 0.9]}, "FORMAT": "BGR", "MASK_FORMAT": "bitmask"}, "DATASETS": {"TRAIN": ["train"], "PROPOSAL_FILES_TRAIN": [], "PRECOMPUTED_PROPOSAL_TOPK_TRAIN": 2000, "TEST": ["valid"], "PROPOSAL_FILES_TEST": [], "PRECOMPUTED_PROPOSAL_TOPK_TEST": 1000}, "DATALOADER": {"NUM_WORKERS": 4, "ASPECT_RATIO_GROUPING": true, "SAMPLER_TRAIN": "TrainingSampler", "REPEAT_THRESHOLD": 0.0, "FILTER_EMPTY_ANNOTATIONS": true}, "SOLVER": {"LR_SCHEDULER_NAME": "WarmupMultiStepLR", "MAX_ITER": 20000, "BASE_LR": 0.00025, "BASE_LR_END": 0.0, "MOMENTUM": 0.9, "NESTEROV": false, "WEIGHT_DECAY": 0.0001, "WEIGHT_DECAY_NORM": 0.0, "GAMMA": 0.1, "STEPS": [], "NUM_DECAYS": 3, "WARMUP_FACTOR": 0.001, "WARMUP_ITERS": 1000, "WARMUP_METHOD": "linear", "RESCALE_INTERVAL": false, "CHECKPOINT_PERIOD": 5000, "IMS_PER_BATCH": 2, "REFERENCE_WORLD_SIZE": 0, "BIAS_LR_FACTOR": 1.0, "WEIGHT_DECAY_BIAS": null, "CLIP_GRADIENTS": {"ENABLED": false, "CLIP_TYPE": "value", "CLIP_VALUE": 1.0, "NORM_TYPE": 2.0}, "AMP": {"ENABLED": false}}, "TEST": {"EXPECTED_RESULTS": [], "EVAL_PERIOD": 0, "KEYPOINT_OKS_SIGMAS": [], "DETECTIONS_PER_IMAGE": 100, "AUG": {"ENABLED": false, "MIN_SIZES": [400, 500, 600, 700, 800, 900, 1000, 1100, 1200], "MAX_SIZE": 4000, "FLIP": true}, "PRECISE_BN": {"ENABLED": false, "NUM_ITER": 200}}, "OUTPUT_DIR": "./output_3/R_101_FPN_3x_deneme3", "SEED": -1, "CUDNN_BENCHMARK": false, "VIS_PERIOD": 0, "GLOBAL": {"HACK": 1.0}} |