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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 301–350 of 665 papers

Title	Date	Tasks	Status	Score
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos	Oct 7, 2022	3D Human Pose EstimationTemporal Sequences	CodeCode Available	5
BodyNet: Volumetric Inference of 3D Human Body Shapes	Apr 13, 2018	3D Human Pose EstimationSegmentation	CodeCode Available	5
Synthetic Occlusion Augmentation with Volumetric Heatmaps for the 2018 ECCV PoseTrack Challenge on 3D Human Pose Estimation	Sep 13, 2018	3D Human Pose EstimationData Augmentation	CodeCode Available	5
TAPE: Temporal Attention-based Probabilistic human pose and shape Estimation	Apr 29, 2023	3D Human Pose Estimation	CodeCode Available	5
HDiffTG: A Lightweight Hybrid Diffusion-Transformer-GCN Architecture for 3D Human Pose Estimation	May 7, 2025	3D Human Pose EstimationComputational Efficiency	CodeCode Available	5
STRIDE: Single-video based Temporally Continuous Occlusion-Robust 3D Pose Estimation	Dec 24, 2023	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	5
FeatER: An Efficient Network for Human Reconstruction via Feature Map-Based TransformER	May 30, 2022	2D Human Pose Estimation3D Human Pose Estimation	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
Heuristic Weakly Supervised 3D Human Pose Estimation	May 23, 2021	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	5
Hierarchical Graph Networks for 3D Human Pose Estimation	Nov 23, 2021	3D Human Pose EstimationPose Estimation	CodeCode Available	5
Absolute Human Pose Estimation with Depth Prediction Network	Apr 11, 2019	3D Human Pose EstimationDepth Estimation	CodeCode Available	5
Towards 3D Human Pose Estimation in the Wild: a Weakly-supervised Approach	Apr 8, 2017	2D Pose Estimation3D Human Pose Estimation	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
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
Camera Motion Agnostic 3D Human Pose Estimation	Dec 1, 2021	3D human pose and shape 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
Towards Viewpoint Invariant 3D Human Pose Estimation	Mar 23, 2016	3D Human Pose EstimationMulti-Task Learning	CodeCode Available	5
Trajectory Space Factorization for Deep Video-Based 3D Human Pose Estimation	Aug 22, 2019	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	5
How Robust is 3D Human Pose Estimation to Occlusion?	Aug 28, 2018	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	5
HPERL: 3D Human Pose Estimation from RGB and LiDAR	Oct 16, 2020	3D Human Pose EstimationAction Recognition	CodeCode Available	5
HSTFormer: Hierarchical Spatial-Temporal Transformers for 3D Human Pose Estimation	Jan 18, 2023	3D Human Pose EstimationPose Estimation	CodeCode Available	5
Can WiFi Estimate Person Pose?	Mar 30, 2019	3D Human Pose EstimationGeneral Classification	CodeCode Available	5
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	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
Human Mesh Recovery from Monocular Images via a Skeleton-disentangled Representation	Aug 20, 2019	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	5
Unsupervised Cross-Modal Alignment for Multi-Person 3D Pose Estimation	Aug 4, 2020	2D Pose Estimation3D Human Pose Estimation	CodeCode Available	5
Unsupervised Geometry-Aware Representation for 3D Human Pose Estimation	Apr 3, 2018	3D geometry3D Human Pose Estimation	CodeCode Available	5
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	5
VarGes: Improving Variation in Co-Speech 3D Gesture Generation via StyleCLIPS	Feb 15, 2025	3D Human Pose EstimationDiversity	CodeCode Available	5
2D/3D Pose Estimation and Action Recognition using Multitask Deep Learning	Feb 26, 2018	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	5
Vision-based Control of a Quadrotor in User Proximity: Mediated vs End-to-End Learning Approaches	Sep 24, 2018	3D Human Pose EstimationState Estimation	CodeCode Available	5
VNect: Real-time 3D Human Pose Estimation with a Single RGB Camera	May 3, 2017	3D Human Pose EstimationPose Estimation	CodeCode Available	5
VoxelKeypointFusion: Generalizable Multi-View Multi-Person Pose Estimation	Oct 24, 2024	3D Human Pose EstimationMulti-Person Pose Estimation	CodeCode Available	5
Chirality Nets for Human Pose Regression	Oct 31, 2019	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	5
CLIFF: Carrying Location Information in Full Frames into Human Pose and Shape Estimation	Aug 1, 2022	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	5
XNect: Real-time Multi-Person 3D Motion Capture with a Single RGB Camera	Jul 1, 2019	3D Human Pose Estimation3D Multi-Person Human Pose Estimation	CodeCode Available	5
Integral Human Pose Regression	Nov 22, 2017	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	5
Compositional Human Pose Regression	Apr 1, 2017	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	5
Computer Vision to the Rescue: Infant Postural Symmetry Estimation from Incongruent Annotations	Jul 19, 2022	3D Human Pose EstimationPose Estimation	CodeCode Available	5
Iterative Graph Filtering Network for 3D Human Pose Estimation	Jul 29, 2023	3D Human Pose EstimationPose Estimation	CodeCode Available	5
Consensus-based Optimization for 3D Human Pose Estimation in Camera Coordinates	Nov 21, 2019	3D Human Pose EstimationDepth Estimation	CodeCode Available	5
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	5
ActiveMoCap: Optimized Viewpoint Selection for Active Human Motion Capture	Dec 18, 2019	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	5
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	5
Convolutional Mesh Regression for Single-Image Human Shape Reconstruction	May 8, 2019	3D geometry3D Hand Pose Estimation	CodeCode Available	5
Convolutional Pose Machines	Jan 30, 2016	3D Human Pose EstimationCar Pose Estimation	CodeCode Available	5
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	5
Learning 3D Human Dynamics from Video	Dec 4, 2018	3D Human Dynamics3D Human Pose Estimation	CodeCode Available	5
Learning 3D Human Pose from Structure and Motion	Nov 25, 2017	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	5
Learning 3D Human Shape and Pose from Dense Body Parts	Dec 31, 2019	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	5

Show:10 25 50

← PrevPage 7 of 14Next →

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