Distribution-Aware Coordinate Representation for Human Pose Estimation

14 Oct 2019Feng ZhangXiatian ZhuHanbin DaiMao YeCe Zhu

While being the de facto standard coordinate representation in human pose estimation, heatmap is never systematically investigated in the literature, to our best knowledge. This work fills this gap by studying the coordinate representation with a particular focus on the heatmap... (read more)

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TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT LEADERBOARD
Keypoint Detection COCO DarkPose Test AP 76.2 # 2
Multi-Person Pose Estimation COCO DarkPose AP 0.774 # 1
Pose Estimation COCO test-dev DARK (extra data) AP 77.4 # 1
AP50 92.6 # 2
AP75 84.6 # 1
APL 83.7 # 1
APM 73.6 # 1
AR 82.3 # 1