Distribution-Aware Coordinate Representation for Human Pose Estimation

CVPR 2020 Feng 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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Results from the Paper


 Ranked #1 on Pose Estimation on COCO test-dev (using extra training data)

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TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK USES EXTRA
TRAINING DATA
RESULT BENCHMARK
Multi-Person Pose Estimation COCO DarkPose AP 0.774 # 1
Keypoint Detection COCO DarkPose Test AP 76.2 # 2
Pose Estimation COCO test-dev HRNet-W48+DARK AP 77.4 # 1
AP50 92.6 # 2
AP75 84.6 # 1
APL 83.7 # 1
APM 73.6 # 2
AR 82.3 # 1

Methods used in the Paper


METHOD TYPE
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