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 426–450 of 665 papers

Title	Date	Tasks	Status
Single-shot 3D multi-person pose estimation in complex images	Nov 8, 2019	3D Human Pose Estimation3D Multi-Person Human Pose Estimation	—Unverified
DeepSkeleton: Skeleton Map for 3D Human Pose Regression	Nov 29, 2017	2D Human Pose Estimation3D Human Pose Estimation	—Unverified
Deep Two-Stream Video Inference for Human Body Pose and Shape Estimation	Oct 22, 2021	3D Human Pose EstimationOptical Flow Estimation	—Unverified
DenseRaC: Joint 3D Pose and Shape Estimation by Dense Render-and-Compare	Sep 30, 2019	3D Human Pose Estimation	—Unverified
Depth-based Privileged Information for Boosting 3D Human Pose Estimation on RGB	Sep 17, 2024	3D Human Pose EstimationHallucination	—Unverified
Depth sweep regression forests for estimating 3d human pose from images	Sep 1, 2014	3D Human Pose EstimationPosition	—Unverified
Differentiable Dynamics for Articulated 3d Human Motion Reconstruction	May 24, 2022	3D Human Pose Estimation	—Unverified
DiffHPE: Robust, Coherent 3D Human Pose Lifting with Diffusion	Sep 4, 2023	3D Human Pose EstimationPose Estimation	—Unverified
DiffPose: Multi-hypothesis Human Pose Estimation using Diffusion models	Nov 29, 2022	3D Human Pose EstimationMonocular 3D Human Pose Estimation	—Unverified
Direct Prediction of 3D Body Poses from Motion Compensated Sequences	Nov 20, 2015	3D Human Pose EstimationPose Estimation	—Unverified
DRPose3D: Depth Ranking in 3D Human Pose Estimation	May 23, 2018	3D Human Pose Estimation3D Pose Estimation	—Unverified
Dynamic Graph Reasoning for Multi-person 3D Pose Estimation	Jul 22, 2022	3D Human Pose Estimation3D Multi-Person Pose Estimation	—Unverified
Monocular Human Pose and Shape Reconstruction using Part Differentiable Rendering	Mar 24, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified
Embodied Scene-aware Human Pose Estimation	Jun 18, 2022	3D Human Pose EstimationCausal Inference	—Unverified
End-to-end Dynamic Matching Network for Multi-view Multi-person 3d Pose Estimation	Aug 1, 2020	3D Generation3D Human Pose Estimation	—Unverified
Enhanced 3D Human Pose Estimation from Videos by using Attention-Based Neural Network with Dilated Convolutions	Mar 4, 2021	2D Pose Estimation3D Human Pose Estimation	—Unverified
Error Bounds of Projection Models in Weakly Supervised 3D Human Pose Estimation	Oct 23, 2020	3D Human Pose EstimationMonocular 3D Human Pose Estimation	—Unverified
ESCAPE: Energy-based Selective Adaptive Correction for Out-of-distribution 3D Human Pose Estimation	Jul 19, 2024	3D Human Pose EstimationPose Estimation	—Unverified
Estimating Egocentric 3D Human Pose in the Wild with External Weak Supervision	Jan 20, 2022	3D Human Pose EstimationEgocentric Pose Estimation	—Unverified
Everybody Is Unique: Towards Unbiased Human Mesh Recovery	Jul 13, 2021	3D Human Pose Estimation3D Human Shape Estimation	—Unverified
EVOPOSE: A Recursive Transformer For 3D Human Pose Estimation With Kinematic Structure Priors	Jun 16, 2023	3D Human Pose EstimationPose Estimation	—Unverified
Explicit Occlusion Reasoning for Multi-person 3D Human Pose Estimation	Jul 29, 2022	3D Human Pose Estimation3D Multi-Person Pose Estimation (absolute)	—Unverified
Exploring 3D Human Pose Estimation and Forecasting from the Robot's Perspective: The HARPER Dataset	Mar 21, 2024	3D Human Pose EstimationHuman Pose Forecasting	—Unverified
Exploring Severe Occlusion: Multi-Person 3D Pose Estimation with Gated Convolution	Oct 31, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified
ExtPose: Robust and Coherent Pose Estimation by Extending ViTs	Jun 18, 2025	3D Hand Pose Estimation3D Human Pose Estimation	—Unverified

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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