Mask Scoring R-CNN

CVPR 2019 Zhaojin HuangLichao HuangYongchao GongChang HuangXinggang Wang

Letting a deep network be aware of the quality of its own predictions is an interesting yet important problem. In the task of instance segmentation, the confidence of instance classification is used as mask quality score in most instance segmentation frameworks... (read more)

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Evaluation Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK COMPARE
Instance Segmentation COCO minival Mask Scoring R-CNN (ResNet-101 FPN) mask AP 38.2 # 7
Instance Segmentation COCO minival Mask Scoring R-CNN (ResNet-101-FPN-DCN) mask AP 39.1 # 6
Instance Segmentation COCO minival Mask Scoring R-CNN (ResNet-50 FPN) mask AP 36.0 # 11
Instance Segmentation COCO test-dev MS R-CNN + ResNet-101 DCN + FPN mask AP 39.6% # 7