OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields

18 Dec 2018 · Zhe Cao, Gines Hidalgo, Tomas Simon, Shih-En Wei, Yaser Sheikh ·

OpenPose: Real-time multi-person keypoint detection library for body, face, hands, and foot estimation

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Tasks

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2D Pose Estimation

Keypoint Detection

Multi-Person Pose Estimation

Pose Estimation

Datasets

MPII Human Pose

Results from the Paper

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Ranked #4 on Pose Estimation on MPII Single Person

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Task	Dataset	Model	Metric Name	Metric Value	Global Rank	Uses Extra Training Data	Result	Benchmark
Pose Estimation	COCO test-dev	OpenPose	AP	64.2	# 39			Compare
			AP50	86.2	# 37			Compare
			AP75	70.1	# 36			Compare
			APL	68.8	# 38			Compare
			APM	61	# 32			Compare
Multi-Person Pose Estimation	CrowdPose	OpenPose	AP Easy	62.7	# 18			Compare
			AP Medium	58.7	# 18			Compare
			AP Hard	32.3	# 18			Compare
Pose Estimation	MPII Single Person	OpenPose	PCKh@0.5	88.8	# 4			Compare
Pose Estimation	MPII Single Person	OpenPose	PCKh@0.1	22.5	# 2			Compare

Methods

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OpenPose