3D Human Pose Estimation

3D Human Pose Estimation is a computer vision task that involves estimating the 3D positions and orientations of body joints and bones from 2D images or videos. The goal is to reconstruct the 3D pose of a person in real-time, which can be used in a variety of applications, such as virtual reality, human-computer interaction, and motion analysis.

Papers

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Showing 251–275 of 665 papers

Title	Date	Tasks	Status	Score
Expressive Body Capture: 3D Hands, Face, and Body from a Single Image	Apr 11, 2019	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available	5
Multi-view Pose Fusion for Occlusion-Aware 3D Human Pose Estimation	Aug 28, 2024	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	5
Exploring Latent Cross-Channel Embedding for Accurate 3D Human Pose Reconstruction in a Diffusion Framework	Jan 18, 2024	3D Human Pose EstimationGraph Attention	CodeCode Available	5
Camera Distance-aware Top-down Approach for 3D Multi-person Pose Estimation from a Single RGB Image	Jul 26, 2019	3D Absolute Human Pose Estimation3D Depth Estimation	CodeCode Available	5
Exploiting temporal information for 3D pose estimation	Nov 23, 2017	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	5
Exploiting temporal information for 3D human pose estimation	Sep 1, 2018	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	5
ACRNet: Attention Cube Regression Network for Multi-view Real-time 3D Human Pose Estimation in Telemedicine	Oct 11, 2022	3D Human Pose EstimationPose Estimation	CodeCode Available	5
MVOR: A Multi-view RGB-D Operating Room Dataset for 2D and 3D Human Pose Estimation	Aug 24, 2018	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	5
Exploiting temporal context for 3D human pose estimation in the wild	May 10, 2019	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	5
Exploiting Spatial-Temporal Relationships for 3D Pose Estimation via Graph Convolutional Networks	Oct 1, 2019	3D Hand Pose Estimation3D Human Pose Estimation	CodeCode Available	5
A Comprehensive Study of Weight Sharing in Graph Networks for 3D Human Pose Estimation	Aug 1, 2020	3D Human Pose EstimationPose Estimation	CodeCode Available	5
Multi-hypothesis 3D human pose estimation metrics favor miscalibrated distributions	Oct 20, 2022	3D Human Pose EstimationDensity Estimation	CodeCode Available	5
BodyNet: Volumetric Inference of 3D Human Body Shapes	Apr 13, 2018	3D Human Pose EstimationSegmentation	CodeCode Available	5
BoPR: Body-aware Part Regressor for Human Shape and Pose Estimation	Mar 21, 2023	3D Human Pose EstimationOcclusion Handling	CodeCode Available	5
MPT: Mesh Pre-Training with Transformers for Human Pose and Mesh Reconstruction	Nov 24, 2022	3D Human Pose EstimationHand Pose Estimation	CodeCode Available	5
NanoHTNet: Nano Human Topology Network for Efficient 3D Human Pose Estimation	Jan 27, 2025	3D Human Pose EstimationContrastive Learning	CodeCode Available	5
PoseLifter: Absolute 3D human pose lifting network from a single noisy 2D human pose	Oct 26, 2019	3D Human Pose EstimationPose Estimation	CodeCode Available	5
Monocular Total Capture: Posing Face, Body, and Hands in the Wild	Dec 4, 2018	3D Human Pose EstimationHand Pose Estimation	CodeCode Available	5
Enhancing 3D Human Pose Estimation Amidst Severe Occlusion with Dual Transformer Fusion	Oct 6, 2024	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	5
Absolute Human Pose Estimation with Depth Prediction Network	Apr 11, 2019	3D Human Pose EstimationDepth Estimation	CodeCode Available	5
End-to-end Recovery of Human Shape and Pose	Dec 18, 2017	3D Hand Pose Estimation3D Human Pose Estimation	CodeCode Available	5
Mirror-Aware Neural Humans	Sep 9, 2023	3D Human Pose EstimationNeRF	CodeCode Available	5
MHEntropy: Entropy Meets Multiple Hypotheses for Pose and Shape Recovery	Jan 1, 2023	3D Hand Pose Estimation3D Human Pose Estimation	CodeCode Available	5
Neural Body Fitting: Unifying Deep Learning and Model-Based Human Pose and Shape Estimation	Aug 17, 2018	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	5
PoseGRAF: Geometric-Reinforced Adaptive Fusion for Monocular 3D Human Pose Estimation	Jun 17, 2025	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	5

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All datasets 3DPW MPI-INF-3DHP Human3.6M HumanEva-I H3WB Total Capture EMDB AGORA Panoptic Surreal 3D Poses in the Wild Challenge AIST++

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Simple-baseline	PA-MPJPE	157	—	Unverified
2	HMR	MPJPE	130	—	Unverified
3	BMP	MPVPE	119.3	—	Unverified
4	SPIN	MPVPE	116.4	—	Unverified
5	Wenshuo et a;.	MPVPE	112.6	—	Unverified
6	TCMR (T=16 w/o 3DPW)	MPVPE	111.5	—	Unverified
7	CHOMP	MPVPE	110.1	—	Unverified
8	PC-HMR	MPVPE	108.6	—	Unverified
9	3DCrowdNet	MPVPE	108.5	—	Unverified
10	SMPLify	PA-MPJPE	106.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	VNect (Augm.)	MPJPE	124.7	—	Unverified
2	HMR	MPJPE	124.2	—	Unverified
3	Single-Shot Multi-Person	MPJPE	122.2	—	Unverified
4	Mehta	MPJPE	117.6	—	Unverified
5	PONet	MPJPE	115	—	Unverified
6	Pose Consensus (monocular)	MPJPE	112.1	—	Unverified
7	GeoRep (fully-supervised)	MPJPE	110.8	—	Unverified
8	XFormer (HRNet)	MPJPE	109.8	—	Unverified
9	EpipolarPose (fully-supervised)	MPJPE	108.99	—	Unverified
10	SPIN	MPJPE	105.2	—	Unverified