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 326–350 of 665 papers

Title	Date	Tasks	Status	Score
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

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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