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 151–175 of 665 papers

Title	Date	Tasks	Status	Hype	Score
Instance-aware Contrastive Learning for Occluded Human Mesh Reconstruction	Jan 1, 2024	3D Human Pose Estimation3D Multi-Person Mesh Recovery	CodeCode Available	1	5
VoxelPose: Towards Multi-Camera 3D Human Pose Estimation in Wild Environment	Apr 13, 2020	3D Human Pose Estimation3D Multi-Person Pose Estimation	CodeCode Available	1	5
Deep Learning-Based Human Pose Estimation: A Survey	Dec 24, 2020	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1	5
CrossFormer: Cross Spatio-Temporal Transformer for 3D Human Pose Estimation	Mar 24, 2022	3D Human Pose EstimationPose Estimation	CodeCode Available	1	5
3D Human Pose Estimation with Spatial and Temporal Transformers	Mar 18, 2021	3D Human Pose Estimationimage-classification	CodeCode Available	1	5
Epipolar Transformers	May 10, 2020	2D Pose Estimation3D Hand Pose Estimation	CodeCode Available	1	5
Deep Reinforcement Learning for Active Human Pose Estimation	Jan 7, 2020	3D Human Pose EstimationDeep Reinforcement Learning	CodeCode Available	1	5
IKOL: Inverse kinematics optimization layer for 3D human pose and shape estimation via Gauss-Newton differentiation	Feb 2, 2023	3D human pose and shape estimation3D Human Pose Estimation	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
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	5
Deformable Mesh Transformer for 3D Human Mesh Recovery	Jan 1, 2023	3D Hand 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
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
A simple yet effective baseline for 3d human pose estimation	May 8, 2017	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1	5
A Hybrid ANN-SNN Architecture for Low-Power and Low-Latency Visual Perception	Mar 24, 2023	3D Human Pose EstimationPose Estimation	CodeCode Available	1	5
LiDAR-HMR: 3D Human Mesh Recovery from LiDAR	Nov 20, 2023	3D Human Pose EstimationHuman Mesh Recovery	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
DH-AUG: DH Forward Kinematics Model Driven Augmentation for 3D Human Pose Estimation	Jul 19, 2022	3D Human Pose EstimationDiversity	CodeCode Available	1	5
Efficient Human Pose Estimation via 3D Event Point Cloud	Jun 9, 2022	3D Human Pose EstimationEdge-computing	CodeCode Available	1	5
Improving Robustness and Accuracy via Relative Information Encoding in 3D Human Pose Estimation	Jul 29, 2021	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	1	5
Interweaved Graph and Attention Network for 3D Human Pose Estimation	Apr 27, 2023	3D Human Pose EstimationPose Estimation	CodeCode Available	1	5
DiffPose: Toward More Reliable 3D Pose Estimation	Nov 30, 2022	3D Human Pose Estimation3D 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
Diffusion-Based 3D Human Pose Estimation with Multi-Hypothesis Aggregation	Mar 21, 2023	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1	5
AGORA: Avatars in Geography Optimized for Regression Analysis	Apr 29, 2021	2D Human Pose Estimation3D Human Pose 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