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 226–250 of 665 papers

Title	Date	Tasks	Status	Hype
FLEX: Extrinsic Parameters-free Multi-view 3D Human Motion Reconstruction	May 5, 2021	3D Human Pose Estimation	CodeCode Available	1
LiDAR-HMR: 3D Human Mesh Recovery from LiDAR	Nov 20, 2023	3D Human Pose EstimationHuman Mesh Recovery	CodeCode Available	1
FreeMan: Towards Benchmarking 3D Human Pose Estimation under Real-World Conditions	Sep 10, 2023	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1
Multi-Garment Net: Learning to Dress 3D People from Images	Aug 19, 2019	3D Human Pose Estimation3D Shape Reconstruction	CodeCode Available	1
Probabilistic Modeling for Human Mesh Recovery	Aug 26, 2021	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available	1
Fusing Monocular Images and Sparse IMU Signals for Real-time Human Motion Capture	Sep 1, 2023	3D Human Pose EstimationPose Estimation	CodeCode Available	1
Fusing Wearable IMUs with Multi-View Images for Human Pose Estimation: A Geometric Approach	Mar 25, 2020	2D Pose Estimation3D Absolute Human Pose Estimation	CodeCode Available	1
A Dual-Source Approach for 3D Pose Estimation from a Single Image	Sep 22, 2015	2D Pose Estimation3D Human Pose Estimation	—Unverified	0
3D Human Pose Estimation via Explicit Compositional Depth Maps	Feb 8, 2020	3D Human Pose EstimationPose Estimation	—Unverified	0
Graph and Skipped Transformer: Exploiting Spatial and Temporal Modeling Capacities for Efficient 3D Human Pose Estimation	Jul 3, 2024	3D Human Pose EstimationMonocular 3D Human Pose Estimation	—Unverified	0
GloPro: Globally-Consistent Uncertainty-Aware 3D Human Pose Estimation & Tracking in the Wild	Sep 19, 2023	3D Human Pose EstimationPose Estimation	—Unverified	0
A Dual-Source Approach for 3D Human Pose Estimation from a Single Image	May 8, 2017	2D Pose Estimation3D Human Pose Estimation	—Unverified	0
3D Human Pose Estimation using Spatio-Temporal Networks with Explicit Occlusion Training	Apr 7, 2020	3D Human Pose EstimationMonocular 3D Human Pose Estimation	—Unverified	0
Geometry-Biased Transformer for Robust Multi-View 3D Human Pose Reconstruction	Dec 28, 2023	3D Human Pose Estimation3D Multi-Person Pose Estimation	—Unverified	0
Geometric Pose Affordance: 3D Human Pose with Scene Constraints	May 19, 2019	3D Human Pose EstimationPose Estimation	—Unverified	0
GenHPE: Generative Counterfactuals for 3D Human Pose Estimation with Radio Frequency Signals	Mar 12, 2025	3D Human Pose Estimationcounterfactual	—Unverified	0
GenHMR: Generative Human Mesh Recovery	Dec 19, 2024	3D Human Pose Estimation3D Reconstruction	—Unverified	0
Intelligent Carpet: Inferring 3D Human Pose From Tactile Signals	Jun 19, 2021	3D Human Pose EstimationMulti-Person Pose Estimation	—Unverified	0
In the Wild Human Pose Estimation Using Explicit 2D Features and Intermediate 3D Representations	Apr 5, 2019	3D Human Pose Estimation3D Pose Estimation	—Unverified	0
Cascaded Pyramid Network for 3D Human Pose Estimation Challenge	Oct 3, 2018	2D Pose Estimation3D Human Pose Estimation	—Unverified	0
Generating Multiple Diverse Hypotheses for Human 3D Pose Consistent with 2D Joint Detections	Feb 8, 2017	3D Human Pose Estimationvalid	—Unverified	0
Pose Magic: Efficient and Temporally Consistent Human Pose Estimation with a Hybrid Mamba-GCN Network	Aug 6, 2024	3D Human Pose EstimationComputational Efficiency	—Unverified	0
Adaptive Multi-view and Temporal Fusing Transformer for 3D Human Pose Estimation	Oct 11, 2021	3D Human Pose EstimationCamera Calibration	—Unverified	0
Inference Stage Optimization for Cross-scenario 3D Human Pose Estimation	Jul 4, 2020	3D Human Pose EstimationPose Estimation	—Unverified	0
(Fusionformer):Exploiting the Joint Motion Synergy with Fusion Network Based On Transformer for 3D Human Pose Estimation	Oct 8, 2022	3D Human Pose EstimationPose Estimation	—Unverified	0

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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