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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Evaluation Results from the Paper


 SOTA for Pose Estimation on COCO (using extra training data)

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TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK USES EXTRA
TRAINING DATA
COMPARE
Keypoint Detection COCO DarkPose Test AP 76.2 # 2
Pose Estimation COCO DarkPose Mean mAP 77.4 # 1
Multi-Person Pose Estimation COCO DarkPose AP 0.774 # 1
Pose Estimation COCO DarkPose(no extra data) Mean mAP 76.2 # 3