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 276–300 of 665 papers

Title	Date	Tasks	Status	Score
Resolving 3D Human Pose Ambiguities with 3D Scene Constraints	Aug 20, 2019	3D Human Pose EstimationPose Estimation	CodeCode Available	5
3D Human Pose Estimation in RGBD Images for Robotic Task Learning	Mar 7, 2018	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	5
Multi-hypothesis 3D human pose estimation metrics favor miscalibrated distributions	Oct 20, 2022	3D Human Pose EstimationDensity Estimation	CodeCode Available	5
Dual-stream Transformer-GCN Model with Contextualized Representations Learning for Monocular 3D Human Pose Estimation	Apr 2, 2025	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	5
Learning to Dress 3D People in Generative Clothing	Jul 31, 2019	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available	5
Back to the Future: Joint Aware Temporal Deep Learning 3D Human Pose Estimation	Feb 22, 2020	3D Human Pose EstimationAction Detection	CodeCode Available	5
Automatic Labeling of Parkinson’s Disease Gait Videos with Weak Supervision	Jun 25, 2023	3D Human Pose EstimationPose Estimation	CodeCode Available	5
MPT: Mesh Pre-Training with Transformers for Human Pose and Mesh Reconstruction	Nov 24, 2022	3D Human Pose EstimationHand Pose Estimation	CodeCode Available	5
Multi-task Deep Learning for Real-Time 3D Human Pose Estimation and Action Recognition	Dec 15, 2019	3D Human Pose EstimationAction Recognition	CodeCode Available	5
DiffuPose: Monocular 3D Human Pose Estimation via Denoising Diffusion Probabilistic Model	Dec 6, 2022	3D Human Pose EstimationDenoising	CodeCode Available	5
3D Human Pose Regression using Graph Convolutional Network	May 21, 2021	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	5
Monocular Total Capture: Posing Face, Body, and Hands in the Wild	Dec 4, 2018	3D Human Pose EstimationHand Pose Estimation	CodeCode Available	5
3D human pose estimation from depth maps using a deep combination of poses	Jul 14, 2018	3D Human Pose EstimationPose Estimation	CodeCode Available	5
DeProPose: Deficiency-Proof 3D Human Pose Estimation via Adaptive Multi-View Fusion	Feb 23, 2025	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	5
Mirror-Aware Neural Humans	Sep 9, 2023	3D Human Pose EstimationNeRF	CodeCode Available	5
DensePose: Dense Human Pose Estimation In The Wild	Feb 1, 2018	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	5
3D Human Pose Machines with Self-supervised Learning	Jan 12, 2019	3D Human Pose EstimationPose Estimation	CodeCode Available	5
MHEntropy: Entropy Meets Multiple Hypotheses for Pose and Shape Recovery	Jan 1, 2023	3D Hand Pose Estimation3D Human Pose Estimation	CodeCode Available	5
Multi-view Pose Fusion for Occlusion-Aware 3D Human Pose Estimation	Aug 28, 2024	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	5
An Integral Pose Regression System for the ECCV2018 PoseTrack Challenge	Sep 17, 2018	3D Human Pose EstimationPose Estimation	CodeCode Available	5
Measuring Physical Plausibility of 3D Human Poses Using Physics Simulation	Feb 6, 2025	3D Human Pose EstimationPose Estimation	CodeCode Available	5
3D Human Pose Estimation with Siamese Equivariant Embedding	Sep 19, 2018	3D Human Pose EstimationData Augmentation	CodeCode Available	5
ManiPose: Manifold-Constrained Multi-Hypothesis 3D Human Pose Estimation	Dec 11, 2023	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	5
MetaPose: Fast 3D Pose from Multiple Views without 3D Supervision	Aug 10, 2021	3D Human Pose EstimationPose Estimation	CodeCode Available	5
Lifting from the Deep: Convolutional 3D Pose Estimation from a Single Image	Jan 1, 2017	3D Human Pose Estimation3D 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