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 51–75 of 665 papers

Title	Date	Tasks	Status	Hype
Double-chain Constraints for 3D Human Pose Estimation in Images and Videos	Aug 10, 2023	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	1
DiffPose: Toward More Reliable 3D Pose Estimation	Nov 30, 2022	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1
3D Human Mesh Regression with Dense Correspondence	Jun 10, 2020	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available	1
Disentangled Diffusion-Based 3D Human Pose Estimation with Hierarchical Spatial and Temporal Denoiser	Mar 7, 2024	3D Human Pose EstimationDisentanglement	CodeCode Available	1
Diffusion-Based 3D Human Pose Estimation with Multi-Hypothesis Aggregation	Mar 21, 2023	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1
AdaFuse: Adaptive Multiview Fusion for Accurate Human Pose Estimation in the Wild	Oct 26, 2020	3D Human Pose EstimationPose Estimation	CodeCode Available	1
Dynamic Multiscale Graph Neural Networks for 3D Skeleton-Based Human Motion Prediction	Mar 17, 2020	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1
Efficient Domain Adaptation via Generative Prior for 3D Infant Pose Estimation	Nov 17, 2023	3D Human Pose EstimationData Augmentation	CodeCode Available	1
AdaptPose: Cross-Dataset Adaptation for 3D Human Pose Estimation by Learnable Motion Generation	Dec 22, 2021	3D Human Pose EstimationDiversity	CodeCode Available	1
A Dual-Augmentor Framework for Domain Generalization in 3D Human Pose Estimation	Mar 17, 2024	3D Human Pose EstimationDomain Generalization	CodeCode Available	1
EgoPoseFormer: A Simple Baseline for Stereo Egocentric 3D Human Pose Estimation	Mar 26, 2024	3D Human Pose EstimationEgocentric Pose Estimation	CodeCode Available	1
ElePose: Unsupervised 3D Human Pose Estimation by Predicting Camera Elevation and Learning Normalizing Flows on 2D Poses	Dec 14, 2021	3D Human Pose EstimationPose Estimation	CodeCode Available	1
Dual networks based 3D Multi-Person Pose Estimation from Monocular Video	May 2, 2022	3D Human Pose Estimation3D Multi-Person Pose Estimation	CodeCode Available	1
Deformable Mesh Transformer for 3D Human Mesh Recovery	Jan 1, 2023	3D Hand Pose Estimation3D Human 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
Back to Optimization: Diffusion-based Zero-Shot 3D Human Pose Estimation	Jul 7, 2023	3D Human Pose EstimationImage to 3D	CodeCode Available	1
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video	Nov 17, 2020	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	1
DH-AUG: DH Forward Kinematics Model Driven Augmentation for 3D Human Pose Estimation	Jul 19, 2022	3D Human Pose EstimationDiversity	CodeCode Available	1
Dynamic Multi-Person Mesh Recovery From Uncalibrated Multi-View Cameras	Oct 20, 2021	3D Human Pose EstimationCamera Calibration	CodeCode Available	1
End-to-End Human Pose and Mesh Reconstruction with Transformers	Dec 17, 2020	3D Absolute Human Pose Estimation3D Hand Pose Estimation	CodeCode Available	1
DeciWatch: A Simple Baseline for 10x Efficient 2D and 3D Pose Estimation	Mar 16, 2022	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1
3D-LFM: Lifting Foundation Model	Dec 19, 2023	3D Facial Landmark Localization3D Hand Pose Estimation	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 Shape and Pose from a Single Low-Resolution Image with Self-Supervised Learning	Jul 27, 2020	3D Human Pose Estimation3D Shape Reconstruction	CodeCode Available	1
PoseBench3D: A Cross-Dataset Analysis Framework for 3D Human Pose Estimation	May 16, 2025	3D Human Pose EstimationPose Estimation	CodeCode Available	1

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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