Multi-Person Pose Estimation

Multi-person pose estimation is the task of estimating the pose of multiple people in one frame.

( Image credit: Human Pose Estimation with TensorFlow )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–25 of 151 papers

Title	Date	Tasks	Status	Hype
SEPose: A Synthetic Event-based Human Pose Estimation Dataset for Pedestrian Monitoring	Jul 16, 2025	Multi-Person Pose EstimationPose Estimation	—Unverified	0
DETRPose: Real-time end-to-end transformer model for multi-person pose estimation	Jun 16, 2025	2D Pose EstimationDecoder	CodeCode Available	2
LGM-Pose: A Lightweight Global Modeling Network for Real-time Human Pose Estimation	Jun 5, 2025	Multi-Person Pose EstimationPose Estimation	—Unverified	0
MultiFormer: A Multi-Person Pose Estimation System Based on CSI and Attention Mechanism	May 28, 2025	Multi-Person Pose EstimationPose Estimation	—Unverified	0
Multi-person Physics-based Pose Estimation for Combat Sports	Apr 11, 2025	3D Human Pose Estimation3D Multi-Person Pose Estimation	—Unverified	0
RapidPoseTriangulation: Multi-view Multi-person Whole-body Human Pose Triangulation in a Millisecond	Mar 27, 2025	3D Multi-Person Pose EstimationMulti-Person Pose Estimation	CodeCode Available	0
SimpleDepthPose: Fast and Reliable Human Pose Estimation with RGBD-Images	Jan 30, 2025	Multi-Person Pose EstimationPose Estimation	CodeCode Available	0
Poseidon: A ViT-based Architecture for Multi-Frame Pose Estimation with Adaptive Frame Weighting and Multi-Scale Feature Fusion	Jan 14, 2025	2D Human Pose EstimationComputational Efficiency	CodeCode Available	1
Waterfall Transformer for Multi-person Pose Estimation	Nov 28, 2024	Multi-Person Pose EstimationPose Estimation	—Unverified	0
VoxelKeypointFusion: Generalizable Multi-View Multi-Person Pose Estimation	Oct 24, 2024	3D Human Pose EstimationMulti-Person Pose Estimation	CodeCode Available	0
DHRNet: A Dual-Path Hierarchical Relation Network for Multi-Person Pose Estimation	Apr 22, 2024	Multi-Person Pose EstimationPose Estimation	CodeCode Available	0
DRSI-Net: Dual-Residual Spatial Interaction Network for Multi-Person Pose Estimation	Feb 26, 2024	Multi-Person Pose EstimationPose Estimation	—Unverified	0
DiffusionRegPose: Enhancing Multi-Person Pose Estimation using a Diffusion-Based End-to-End Regression Approach	Jan 1, 2024	Multi-Person Pose EstimationPose Estimation	CodeCode Available	1
RTMO: Towards High-Performance One-Stage Real-Time Multi-Person Pose Estimation	Dec 12, 2023	GPUMulti-Person Pose Estimation	CodeCode Available	0
Human Pose-based Estimation, Tracking and Action Recognition with Deep Learning: A Survey	Oct 19, 2023	2D Pose Estimation3D Pose Estimation	—Unverified	0
X-Pose: Detecting Any Keypoints	Oct 12, 2023	2D Human Pose Estimation2D Pose Estimation	CodeCode Available	2
BoIR: Box-Supervised Instance Representation for Multi-Person Pose Estimation	Sep 25, 2023	DisentanglementKeypoint Estimation	CodeCode Available	1
Towards Robust and Smooth 3D Multi-Person Pose Estimation from Monocular Videos in the Wild	Sep 15, 2023	3D Multi-Person Pose Estimation3D Multi-Person Pose Estimation (absolute)	—Unverified	0
Group Pose: A Simple Baseline for End-to-End Multi-person Pose Estimation	Aug 14, 2023	DecoderHuman Detection	CodeCode Available	1
LAMP: Leveraging Language Prompts for Multi-person Pose Estimation	Jul 21, 2023	Language ModelingLanguage Modelling	CodeCode Available	1
Joint Coordinate Regression and Association For Multi-Person Pose Estimation, A Pure Neural Network Approach	Jul 3, 2023	2D Pose EstimationDecoder	—Unverified	0
Rethinking pose estimation in crowds: overcoming the detection information-bottleneck and ambiguity	Jun 13, 2023	Animal Pose EstimationMulti-Person Pose Estimation	CodeCode Available	1
A Feasibility Study on Indoor Localization and Multi-person Tracking Using Sparsely Distributed Camera Network with Edge Computing	May 8, 2023	Edge-computingHuman Detection	CodeCode Available	0
Hybrid model for Single-Stage Multi-Person Pose Estimation	May 2, 2023	Multi-Person Pose EstimationPose Estimation	—Unverified	0
Global Relation Modeling and Refinement for Bottom-Up Human Pose Estimation	Mar 27, 2023	Multi-Person Pose EstimationPose Estimation	—Unverified	0

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All datasets CrowdPose COCO (Common Objects in Context)COCO test-dev MPII Multi-Person OCHuman COCO minival PoseTrack2018 PoseTrack2017 WAF COCO Multi-Person PoseTrack PoseTrack21

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	RTMO-l	mAP @0.5:0.95	83.8	—	Unverified
2	BUCTD-W48 (w/cond. input from PETR, and generative sampling)	mAP @0.5:0.95	78.5	—	Unverified
3	I²R-Net (1st stage: HRFormer-B)	mAP @0.5:0.95	77.4	—	Unverified
4	ED-Pose (Swin-L)	mAP @0.5:0.95	76.6	—	Unverified
5	DETRPose-X	mAP @0.5:0.95	75.1	—	Unverified
6	DETRPose-L	mAP @0.5:0.95	73.3	—	Unverified
7	HRFormer-B	mAP @0.5:0.95	72.4	—	Unverified
8	BAPose (W32)	mAP @0.5:0.95	72.2	—	Unverified
9	DETRPose-M	mAP @0.5:0.95	72	—	Unverified
10	TransPose-H	mAP @0.5:0.95	71.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	EvoPose2D-L	Test AP	76.8	—	Unverified
2	PoseFix	Test AP	76.7	—	Unverified
3	LitePose-S	Test AP	56.7	—	Unverified
4	RSN	AP	0.79	—	Unverified
5	DarkPose	AP	0.77	—	Unverified
6	UniPose	AP	0.77	—	Unverified
7	CPN+	AP	0.73	—	Unverified
8	BAPose	AP	0.73	—	Unverified
9	CenterGroup	AP	0.71	—	Unverified
10	OpenPifPaf	AP	0.71	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SCIO (HRNet-48)	AP	79.2	—	Unverified
2	HRNet-W48plus	AP	78.7	—	Unverified
3	HRNet-W32	AP	76.2	—	Unverified
4	ResNet50	AP	73.7	—	Unverified
5	HigherHRNet (ScaleNet_P4)	AP	71.6	—	Unverified
6	HigherHRNet (HR-Net-48)	AP	70.5	—	Unverified
7	SMPR (HR-Net-32)	AP	70.2	—	Unverified
8	PersonLab	AP	68.7	—	Unverified
9	Identity Mapping Hourglass	AP	68.1	—	Unverified
10	SPM	AP	66.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AlphaPose	AP	82.1	—	Unverified
2	Generative Partition Networks	AP	80.4	—	Unverified
3	SPM	AP	78.5	—	Unverified
4	Refine	AP	78	—	Unverified
5	Associative Embedding	AP	77.5	—	Unverified
6	Part Affinity Fields	AP	75.6	—	Unverified
7	Articulated Tracking	AP	74.3	—	Unverified
8	Local Joint-to-Person Association	AP	62.2	—	Unverified
9	DeeperCut	AP	59.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MIPNet (gt-bb)	AP50	89.7	—	Unverified
2	I²R-Net (1st stage:TransPose-H)	AP50	85	—	Unverified
3	TransPose-H	AP50	82.7	—	Unverified
4	HRFormer-B	AP50	81.4	—	Unverified
5	SPM	AP50	67.5	—	Unverified
6	CrowdPose	AP50	40.8	—	Unverified
7	SimplePose	AP50	37.4	—	Unverified
8	Mask R-CNN	AP50	33.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HRNet-W48plus	AP	79.1	—	Unverified
2	HRNet-W32	AP	77.8	—	Unverified
3	ResNet50	AP	75.3	—	Unverified
4	InsPose	AP	63.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Poseidon	Mean mAP	87.8	—	Unverified
2	DCPose	Mean mAP	79	—	Unverified
3	PoseWarper	Mean mAP	78	—	Unverified
4	Refine	Mean mAP	73.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DCPose	Mean mAP	79.2	—	Unverified
2	PoseWarper	Mean mAP	77.94	—	Unverified
3	PoseTrack	Mean mAP	59.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeeperCut	AOP	88.1	—	Unverified
2	DeepCut	AOP	86.5	—	Unverified
3	Generative Partition Networks	AP	84.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CMU-Pose	AP	0.62	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PoseTrack	Mean mAP	38.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Poseidon	Mean mAP	88.3	—	Unverified