Human Mesh Recovery

Estimate 3D body mesh from images

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–25 of 109 papers

Title	Date	Tasks	Status	Hype	Score
Motion-X++: A Large-Scale Multimodal 3D Whole-body Human Motion Dataset	Jan 9, 2025	Human Mesh RecoveryMotion Generation	CodeCode Available	4	5
Humans in 4D: Reconstructing and Tracking Humans with Transformers	May 31, 2023	3D Human Pose EstimationAction Recognition	CodeCode Available	3	5
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	5
TokenHMR: Advancing Human Mesh Recovery with a Tokenized Pose Representation	Apr 25, 2024	3D Human Pose EstimationHuman Mesh Recovery	CodeCode Available	3	5
Score-Guided Diffusion for 3D Human Recovery	Mar 14, 2024	DenoisingHuman Mesh Recovery	CodeCode Available	3	5
PromptHMR: Promptable Human Mesh Recovery	Apr 8, 2025	3D Human Pose EstimationHuman Mesh Recovery	CodeCode Available	3	5
DPoser: Diffusion Model as Robust 3D Human Pose Prior	Dec 9, 2023	DenoisingHuman Mesh Recovery	CodeCode Available	2	5
STAF: 3D Human Mesh Recovery from Video with Spatio-Temporal Alignment Fusion	Jan 3, 2024	3D Human Pose EstimationHuman Mesh Recovery	CodeCode Available	2	5
Hulk: A Universal Knowledge Translator for Human-Centric Tasks	Dec 4, 2023	3D Human Pose EstimationAction Recognition	CodeCode Available	2	5
Deep learning for 3D human pose estimation and mesh recovery: A survey	Feb 29, 2024	3D Human Pose EstimationAutonomous Driving	CodeCode Available	2	5
PyMAF-X: Towards Well-aligned Full-body Model Regression from Monocular Images	Jul 13, 2022	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	2	5
Motion-X: A Large-scale 3D Expressive Whole-body Human Motion Dataset	Jul 3, 2023	Human Mesh RecoveryMotion Generation	CodeCode Available	2	5
Recovering 3D Human Mesh from Monocular Images: A Survey	Mar 3, 2022	3D human pose and shape estimationHuman Mesh Recovery	CodeCode Available	2	5
SynBody: Synthetic Dataset with Layered Human Models for 3D Human Perception and Modeling	Mar 30, 2023	DiversityHuman Mesh Recovery	CodeCode Available	2	5
JOTR: 3D Joint Contrastive Learning with Transformers for Occluded Human Mesh Recovery	Jul 31, 2023	Contrastive LearningHuman Mesh Recovery	CodeCode Available	1	5
Human Mesh Recovery from Arbitrary Multi-view Images	Mar 19, 2024	Camera Pose EstimationDecoder	CodeCode Available	1	5
Learning Analytical Posterior Probability for Human Mesh Recovery	Jan 1, 2023	Human Mesh Recovery	CodeCode Available	1	5
GLAMR: Global Occlusion-Aware Human Mesh Recovery with Dynamic Cameras	Dec 2, 2021	3D Human Pose EstimationGlobal 3D Human Pose Estimation	CodeCode Available	1	5
Deformable Mesh Transformer for 3D Human Mesh Recovery	Jan 1, 2023	3D Hand Pose Estimation3D Human Pose Estimation	CodeCode Available	1	5
Instance-aware Contrastive Learning for Occluded Human Mesh Reconstruction	Jan 1, 2024	3D Human Pose Estimation3D Multi-Person Mesh Recovery	CodeCode Available	1	5
Leveraging MoCap Data for Human Mesh Recovery	Oct 18, 2021	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available	1	5
A Lightweight Graph Transformer Network for Human Mesh Reconstruction from 2D Human Pose	Nov 24, 2021	3D Human Pose Estimation3D Human Shape Estimation	CodeCode Available	1	5
GATOR: Graph-Aware Transformer with Motion-Disentangled Regression for Human Mesh Recovery from a 2D Pose	Mar 10, 2023	3D Human Pose EstimationDecoder	CodeCode Available	1	5
Generative Approach for Probabilistic Human Mesh Recovery using Diffusion Models	Aug 5, 2023	DenoisingHuman Mesh Recovery	CodeCode Available	1	5
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop	Mar 30, 2021	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	1	5

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	BEDLAM-CLIFF	PVE-All	94.6	—	Unverified
2	BEDLAM-CLIFF+	PVE-All	87.6	—	Unverified
3	Multi-HMR	PVE-All	76.8	—	Unverified