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 576–600 of 665 papers

Title	Date	Tasks	Status
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
3D-CODED : 3D Correspondences by Deep Deformation	Jun 13, 2018	3D Dense Shape Correspondence3D Human Pose Estimation	CodeCode Available
Learning from Synthetic Humans	Jan 5, 2017	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available
3D Human Pose Estimation in RGBD Images for Robotic Task Learning	Mar 7, 2018	3D Human Pose Estimation3D Pose Estimation	CodeCode Available
Self-Supervised 3D Human Pose Estimation with Multiple-View Geometry	Aug 17, 2021	3D Human Pose EstimationPose Estimation	CodeCode Available
Learning 3D Human Shape and Pose from Dense Body Parts	Dec 31, 2019	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available
NToP: NeRF-Powered Large-scale Dataset Generation for 2D and 3D Human Pose Estimation in Top-View Fisheye Images	Feb 28, 2024	3D Human Pose EstimationDataset Generation	CodeCode Available
Self-Supervised Learning of 3D Human Pose using Multi-view Geometry	Mar 6, 2019	3D Human Pose EstimationPose Estimation	CodeCode Available
Learning 3D Human Pose from Structure and Motion	Nov 25, 2017	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available
Self-supervised Learning of Motion Capture	Dec 4, 2017	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available
A Comprehensive Study of Weight Sharing in Graph Networks for 3D Human Pose Estimation	Aug 1, 2020	3D Human Pose EstimationPose Estimation	CodeCode Available
Convolutional Mesh Regression for Single-Image Human Shape Reconstruction	May 8, 2019	3D geometry3D Hand Pose Estimation	CodeCode Available
V2V-PoseNet: Voxel-to-Voxel Prediction Network for Accurate 3D Hand and Human Pose Estimation from a Single Depth Map	Nov 20, 2017	3D Hand Pose Estimation3D Human Pose Estimation	CodeCode Available
ConvFormer: Parameter Reduction in Transformer Models for 3D Human Pose Estimation by Leveraging Dynamic Multi-Headed Convolutional Attention	Apr 4, 2023	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available
PoseLifter: Absolute 3D human pose lifting network from a single noisy 2D human pose	Oct 26, 2019	3D Human Pose EstimationPose Estimation	CodeCode Available
Consensus-based Optimization for 3D Human Pose Estimation in Camera Coordinates	Nov 21, 2019	3D Human Pose EstimationDepth Estimation	CodeCode Available
Learning 3D Human Dynamics from Video	Dec 4, 2018	3D Human Dynamics3D Human Pose Estimation	CodeCode Available
VarGes: Improving Variation in Co-Speech 3D Gesture Generation via StyleCLIPS	Feb 15, 2025	3D Human Pose EstimationDiversity	CodeCode Available
Joint 3D Human Shape Recovery and Pose Estimation from a Single Image with Bilayer Graph	Oct 16, 2021	3D Human Pose EstimationPose Estimation	CodeCode Available
Unite the People: Closing the Loop Between 3D and 2D Human Representations	Jan 10, 2017	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available
Towards 3D Human Pose Estimation in the Wild: a Weakly-supervised Approach	Apr 8, 2017	2D Pose Estimation3D Human Pose Estimation	CodeCode Available
Iterative Graph Filtering Network for 3D Human Pose Estimation	Jul 29, 2023	3D Human Pose EstimationPose Estimation	CodeCode Available
Single-Shot Multi-Person 3D Pose Estimation From Monocular RGB	Dec 9, 2017	3D Human Pose Estimation3D Multi-Person Pose Estimation (absolute)	CodeCode Available
Optimizing Local-Global Dependencies for Accurate 3D Human Pose Estimation	Dec 27, 2024	3D Human Pose EstimationHuman Mesh Recovery	CodeCode Available
Computer Vision to the Rescue: Infant Postural Symmetry Estimation from Incongruent Annotations	Jul 19, 2022	3D Human Pose EstimationPose Estimation	CodeCode Available

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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