Multi-Person Pose Estimation on COCO (Common Objects in Context)

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Rank	Model	AP	Test AP	Validation AP	Extra Training Data	Paper	Code	Year
1	RSN	0.792	–	–		Learning Delicate Local Representations for Multi-Person Pose Estimation	open-mmlab/mmpose · chenyilun95/tf-cpn · caiyuanhao1998/RSN · +1	2020
2	DarkPose	0.774	–	–	✓	Distribution-Aware Coordinate Representation for Human Pose Estimation	PaddlePaddle/PaddleDetection · open-mmlab/mmpose · leoxiaobin/deep-high-resolution-net.pytorch · +3	2019
3	UniPose	0.768	–	–	✓	X-Pose: Detecting Any Keypoints	idea-research/x-pose · IDEA-Research/UniPose	2023
4	CPN+	0.730	–	–		Cascaded Pyramid Network for Multi-Person Pose Estimation	chenyilun95/tf-cpn · caiyuanhao1998/RSN · megvii-detection/MSPN · +2	2017
5	BAPose	0.727	71.2	72.7		BAPose: Bottom-Up Pose Estimation with Disentangled Waterfall Representations	bmartacho/BAPose	2021
6	CenterGroup	0.714	71.4	–		The Center of Attention: Center-Keypoint Grouping via Attention for Multi-Person Pose Estimation	dvl-tum/center-group	2021
7	OpenPifPaf	0.709	70.9	71.0		OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association	openpifpaf/openpifpaf · openpifpaf/openpifpafwebdemo · vita-epfl/openpifpaf · +3	2021
8	Pose Residual Network	0.697	–	–		MultiPoseNet: Fast Multi-Person Pose Estimation using Pose Residual Network	salihkaragoz/pose-residual-network-pytorch · SukhyunCho/NTU_motion_sim_annotations · danielperezr88/multiposenet-aries · +1	2018
9	G-RMI*	0.685	–	–		Towards Accurate Multi-person Pose Estimation in the Wild		2017
10	Supervising Self-Attention	0.665	–	–		Attend to Who You Are: Supervising Self-Attention for Keypoint Detection and Instance-Aware Association	yangsenius/ssa	2021
11	Associative Embedding	0.655	–	–		Associative Embedding: End-to-End Learning for Joint Detection and Grouping	open-mmlab/mmpose · princeton-vl/pose-ae-train · raymon-tian/hourglass-facekeypoints-detection · +2	2016
12	G-RMI	0.649	–	–		Towards Accurate Multi-person Pose Estimation in the Wild		2017
13	EvoPose2D-L	–	76.8	77.5		EvoPose2D: Pushing the Boundaries of 2D Human Pose Estimation using Accelerated Neuroevolution with Weight Transfer	wmcnally/evopose2d	2020
14	PoseFix	–	76.7	77.3		PoseFix: Model-agnostic General Human Pose Refinement Network	mks0601/PoseFix_RELEASE	2018
15	LitePose-S	–	56.7	56.8		Lite Pose: Efficient Architecture Design for 2D Human Pose Estimation	mit-han-lab/litepose	2022
16	RSN	0.792	–	–		Learning Delicate Local Representations for Multi-Person Pose Estimation	open-mmlab/mmpose · chenyilun95/tf-cpn · caiyuanhao1998/RSN · +1	2020
17	DarkPose	0.774	–	–	✓	Distribution-Aware Coordinate Representation for Human Pose Estimation	PaddlePaddle/PaddleDetection · open-mmlab/mmpose · leoxiaobin/deep-high-resolution-net.pytorch · +3	2019
18	UniPose	0.768	–	–	✓	X-Pose: Detecting Any Keypoints	idea-research/x-pose · IDEA-Research/UniPose	2023
19	CPN+	0.730	–	–		Cascaded Pyramid Network for Multi-Person Pose Estimation	chenyilun95/tf-cpn · caiyuanhao1998/RSN · megvii-detection/MSPN · +2	2017
20	BAPose	0.727	71.2	72.7		BAPose: Bottom-Up Pose Estimation with Disentangled Waterfall Representations	bmartacho/BAPose	2021