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3D Multi-Person Pose Estimation

This task aims to solve root-relative 3D multi-person pose estimation. No human bounding box and root joint coordinate groundtruth are used in testing time.

( Image credit: RootNet )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–10 of 62 papers

Title	Date	Tasks	Status	Hype
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
Multi-HMR: Multi-Person Whole-Body Human Mesh Recovery in a Single Shot	Feb 22, 2024	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available	3
Instance-aware Contrastive Learning for Occluded Human Mesh Reconstruction	Jan 1, 2024	3D Human Pose Estimation3D Multi-Person Mesh Recovery	CodeCode Available	1
Geometry-Biased Transformer for Robust Multi-View 3D Human Pose Reconstruction	Dec 28, 2023	3D Human Pose Estimation3D Multi-Person Pose Estimation	—Unverified	0
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
Three Recipes for Better 3D Pseudo-GTs of 3D Human Mesh Estimation in the Wild	Apr 10, 2023	3D Multi-Person Pose Estimation	CodeCode Available	1
A Unified Multi-view Multi-person Tracking Framework	Feb 8, 2023	3D Multi-Person Pose EstimationMultiple People Tracking	—Unverified	0
Weakly Supervised 3D Multi-person Pose Estimation for Large-scale Scenes based on Monocular Camera and Single LiDAR	Nov 30, 2022	3D Multi-Person Pose Estimation3D Pose Estimation	—Unverified	0
Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and Refinement	Oct 24, 2022	3D Human Pose Estimation3D Multi-Person Pose Estimation	CodeCode Available	1

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All datasets Shelf Panoptic Campus MuPoTS-3D

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	BMP	Average MPJPE (mm)	135.4	—	Unverified
2	InstanceHMR	Average MPJPE (mm)	126.1	—	Unverified
3	SMAP	Average MPJPE (mm)	61.8	—	Unverified
4	VirtualPose	Average MPJPE (mm)	58.9	—	Unverified
5	GR-M3D	Average MPJPE (mm)	57.9	—	Unverified
6	DAS	Average MPJPE (mm)	53.8	—	Unverified
7	HMOR	Average MPJPE (mm)	51.6	—	Unverified
8	MVG	Average MPJPE (mm)	50	—	Unverified
9	PIRN	Average MPJPE (mm)	49.8	—	Unverified
10	IVT (f=5)	Average MPJPE (mm)	48.4	—	Unverified