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 76–100 of 665 papers

Title	Date	Tasks	Status	Hype	Score
Compressed Volumetric Heatmaps for Multi-Person 3D Pose Estimation	Apr 1, 2020	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1	5
Faster VoxelPose: Real-time 3D Human Pose Estimation by Orthographic Projection	Jul 22, 2022	3D Human Pose Estimation3D Multi-Person Pose Estimation	CodeCode Available	1	5
FreeMan: Towards Benchmarking 3D Human Pose Estimation under Real-World Conditions	Sep 10, 2023	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1	5
Attention Mechanism Exploits Temporal Contexts: Real-Time 3D Human Pose Reconstruction	Jun 1, 2020	2D Pose Estimation3D Human Pose Estimation	CodeCode Available	1	5
Coarse-to-Fine Volumetric Prediction for Single-Image 3D Human Pose	Nov 23, 2016	3D Human Pose EstimationPose Estimation	CodeCode Available	1	5
Combining Implicit Function Learning and Parametric Models for 3D Human Reconstruction	Jul 22, 2020	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available	1	5
Highly Efficient 3D Human Pose Tracking from Events with Spiking Spatiotemporal Transformer	Mar 16, 2023	3D Human Pose Estimation3D Human Pose Tracking	CodeCode Available	1	5
A simple yet effective baseline for 3d human pose estimation	May 8, 2017	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1	5
Learning to Estimate Robust 3D Human Mesh from In-the-Wild Crowded Scenes	Apr 15, 2021	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1	5
ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from Videos	Oct 21, 2024	3D Human Pose EstimationDisentanglement	CodeCode Available	1	5
Co-Evolution of Pose and Mesh for 3D Human Body Estimation from Video	Aug 20, 2023	3D Human Pose EstimationDecoder	CodeCode Available	1	5
AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation	Aug 16, 2023	3D Human Pose EstimationCollege Computer Science	CodeCode Available	1	5
PoseBench3D: A Cross-Dataset Analysis Framework for 3D Human Pose Estimation	May 16, 2025	3D Human Pose EstimationPose Estimation	CodeCode Available	1	5
Back to Optimization: Diffusion-based Zero-Shot 3D Human Pose Estimation	Jul 7, 2023	3D Human Pose EstimationImage to 3D	CodeCode Available	1	5
3D Human Shape and Pose from a Single Low-Resolution Image with Self-Supervised Learning	Jul 27, 2020	3D Human Pose Estimation3D Shape Reconstruction	CodeCode Available	1	5
3D Human Pose Estimation With Spatio-Temporal Criss-Cross Attention	Jan 1, 2023	3D Human Pose EstimationPose Estimation	CodeCode Available	1	5
Conditional Directed Graph Convolution for 3D Human Pose Estimation	Jul 16, 2021	3D Human Pose EstimationPose Estimation	CodeCode Available	1	5
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video	Nov 17, 2020	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	1	5
Epipolar Transformers	May 10, 2020	2D Pose Estimation3D Hand Pose Estimation	CodeCode Available	1	5
Estimating Egocentric 3D Human Pose in Global Space	Apr 27, 2021	3D Human Pose EstimationEgocentric Pose Estimation	CodeCode Available	1	5
EventEgo3D: 3D Human Motion Capture from Egocentric Event Streams	Apr 12, 2024	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1	5
Cross-Attention of Disentangled Modalities for 3D Human Mesh Recovery with Transformers	Jul 27, 2022	3D Hand Pose Estimation3D Human Pose Estimation	CodeCode Available	1	5
BLAPose: Enhancing 3D Human Pose Estimation with Bone Length Adjustment	Oct 28, 2024	3D Human Pose EstimationPose Estimation	CodeCode Available	1	5
3D human pose estimation in video with temporal convolutions and semi-supervised training	Nov 28, 2018	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	1	5
Fusing Monocular Images and Sparse IMU Signals for Real-time Human Motion Capture	Sep 1, 2023	3D Human Pose EstimationPose Estimation	CodeCode Available	1	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