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 226–250 of 665 papers

Title	Date	Tasks	Status	Hype
Monocular 3D Human Pose Estimation by Generation and Ordinal Ranking	Apr 2, 2019	3D Human Pose EstimationImage to 3D	CodeCode Available	1
Deep High-Resolution Representation Learning for Human Pose Estimation	Feb 25, 2019	2D Human Pose Estimation2D Pose Estimation	CodeCode Available	1
3D human pose estimation in video with temporal convolutions and semi-supervised training	Nov 28, 2018	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	1
Spatial Temporal Graph Convolutional Networks for Skeleton-Based Action Recognition	Jan 23, 2018	3D Human Pose EstimationAction Recognition	CodeCode Available	1
A simple yet effective baseline for 3d human pose estimation	May 8, 2017	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1
Coarse-to-Fine Volumetric Prediction for Single-Image 3D Human Pose	Nov 23, 2016	3D Human Pose EstimationPose Estimation	CodeCode Available	1
Keep it SMPL: Automatic Estimation of 3D Human Pose and Shape from a Single Image	Jul 27, 2016	3D Human Pose Estimation	CodeCode Available	1
Systematic Comparison of Projection Methods for Monocular 3D Human Pose Estimation on Fisheye Images	Jun 24, 2025	3D Human Pose EstimationMonocular 3D Human Pose Estimation	—Unverified	0
ExtPose: Robust and Coherent Pose Estimation by Extending ViTs	Jun 18, 2025	3D Hand Pose Estimation3D Human Pose Estimation	—Unverified	0
PoseGRAF: Geometric-Reinforced Adaptive Fusion for Monocular 3D Human Pose Estimation	Jun 17, 2025	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	0
Learning Pyramid-structured Long-range Dependencies for 3D Human Pose Estimation	Jun 3, 2025	3D Human Pose EstimationGraph Attention	CodeCode Available	0
UPTor: Unified 3D Human Pose Dynamics and Trajectory Prediction for Human-Robot Interaction	May 20, 2025	3D Human Pose EstimationGraph Attention	—Unverified	0
HDiffTG: A Lightweight Hybrid Diffusion-Transformer-GCN Architecture for 3D Human Pose Estimation	May 7, 2025	3D Human Pose EstimationComputational Efficiency	CodeCode Available	0
Continuous Normalizing Flows for Uncertainty-Aware Human Pose Estimation	May 4, 2025	3D Human Pose EstimationComputational Efficiency	—Unverified	0
3D Human Pose Estimation via Spatial Graph Order Attention and Temporal Body Aware Transformer	May 2, 2025	3D Human Pose EstimationPose Estimation	CodeCode Available	0
Unsupervised Cross-Domain 3D Human Pose Estimation via Pseudo-Label-Guided Global Transforms	Apr 17, 2025	3D Human Pose EstimationCross-domain 3D Human Pose Estimation	—Unverified	0
Benchmarking 3D Human Pose Estimation Models Under Occlusions	Apr 14, 2025	3D Human Pose EstimationBenchmarking	—Unverified	0
Multi-person Physics-based Pose Estimation for Combat Sports	Apr 11, 2025	3D Human Pose Estimation3D Multi-Person Pose Estimation	—Unverified	0
Cooperative Inference for Real-Time 3D Human Pose Estimation in Multi-Device Edge Networks	Apr 3, 2025	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	0
Dual-stream Transformer-GCN Model with Contextualized Representations Learning for Monocular 3D Human Pose Estimation	Apr 2, 2025	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	0
HiPART: Hierarchical Pose AutoRegressive Transformer for Occluded 3D Human Pose Estimation	Mar 30, 2025	3D Human Pose EstimationPose Estimation	—Unverified	0
SCJD: Sparse Correlation and Joint Distillation for Efficient 3D Human Pose Estimation	Mar 18, 2025	3D Human Pose EstimationKnowledge Distillation	CodeCode Available	0
Bring Your Rear Cameras for Egocentric 3D Human Pose Estimation	Mar 14, 2025	3D Human Pose Estimation3D Reconstruction	—Unverified	0
Online Test-time Adaptation for 3D Human Pose Estimation: A Practical Perspective with Estimated 2D Poses	Mar 14, 2025	3D Human Pose EstimationPose Estimation	—Unverified	0
GenHPE: Generative Counterfactuals for 3D Human Pose Estimation with Radio Frequency Signals	Mar 12, 2025	3D Human Pose Estimationcounterfactual	—Unverified	0

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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