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_BASE_: "../Base-RCNN-FPN.yaml"
MODEL:
WEIGHTS: "detectron2://ImageNetPretrained/MSRA/R-50.pkl"
KEYPOINT_ON: True
RESNETS:
DEPTH: 50
ROI_HEADS:
BATCH_SIZE_PER_IMAGE: 256
NUM_CLASSES: 1
ROI_KEYPOINT_HEAD:
POOLER_RESOLUTION: 14
POOLER_SAMPLING_RATIO: 2
NORMALIZE_LOSS_BY_VISIBLE_KEYPOINTS: False
LOSS_WEIGHT: 4.0
ROI_BOX_HEAD:
SMOOTH_L1_BETA: 1.0 # Keypoint AP degrades when using plain L1 loss
RPN:
SMOOTH_L1_BETA: 0.2 # Keypoint AP degrades when using plain L1 loss
DATASETS:
TRAIN: ("keypoints_coco_2017_val",)
TEST: ("keypoints_coco_2017_val",)
INPUT:
MIN_SIZE_TRAIN: (640, 672, 704, 736, 768, 800)
SOLVER:
WARMUP_FACTOR: 0.33333333
WARMUP_ITERS: 100
STEPS: (5500, 5800)
MAX_ITER: 6000
TEST:
EXPECTED_RESULTS: [["bbox", "AP", 55.35, 1.0], ["keypoints", "AP", 76.91, 1.0]]
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