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 126–150 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
Dual networks based 3D Multi-Person Pose Estimation from Monocular Video	May 2, 2022	3D Human Pose Estimation3D Multi-Person Pose Estimation	CodeCode Available	1	5
Human Pose Regression with Residual Log-likelihood Estimation	Jul 23, 2021	3D Human Pose EstimationMulti-Person Pose Estimation	CodeCode Available	1	5
3D Human Pose and Shape Estimation via HybrIK-Transformer	Feb 9, 2023	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	1	5
Diffusion-based Pose Refinement and Muti-hypothesis Generation for 3D Human Pose Estimaiton	Jan 10, 2024	3D Human Pose EstimationDenoising	CodeCode Available	1	5
Disentangled Diffusion-Based 3D Human Pose Estimation with Hierarchical Spatial and Temporal Denoiser	Mar 7, 2024	3D Human Pose EstimationDisentanglement	CodeCode Available	1	5
Human-M3: A Multi-view Multi-modal Dataset for 3D Human Pose Estimation in Outdoor Scenes	Aug 1, 2023	3D Human Pose EstimationDiversity	CodeCode Available	1	5
DeciWatch: A Simple Baseline for 10x Efficient 2D and 3D Pose Estimation	Mar 16, 2022	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1	5
Double-chain Constraints for 3D Human Pose Estimation in Images and Videos	Aug 10, 2023	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	1	5
Dynamic Multiscale Graph Neural Networks for 3D Skeleton-Based Human Motion Prediction	Mar 17, 2020	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1	5
HuManiFlow: Ancestor-Conditioned Normalising Flows on SO(3) Manifolds for Human Pose and Shape Distribution Estimation	May 11, 2023	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	1	5
Human POSEitioning System (HPS): 3D Human Pose Estimation and Self-localization in Large Scenes from Body-Mounted Sensors	Mar 31, 2021	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1	5
D&D: Learning Human Dynamics from Dynamic Camera	Sep 19, 2022	3D Human Pose EstimationHuman Dynamics	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
Hierarchical Kinematic Probability Distributions for 3D Human Shape and Pose Estimation from Images in the Wild	Oct 3, 2021	3D Human Pose Estimation3D Human Shape Estimation	CodeCode Available	1	5
A Lightweight Graph Transformer Network for Human Mesh Reconstruction from 2D Human Pose	Nov 24, 2021	3D Human Pose Estimation3D Human Shape Estimation	CodeCode Available	1	5
Cyclic Test-Time Adaptation on Monocular Video for 3D Human Mesh Reconstruction	Aug 12, 2023	3D Human Pose EstimationDenoising	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
DECA: Deep viewpoint-Equivariant human pose estimation using Capsule Autoencoders	Aug 19, 2021	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	1	5
HDFormer: High-order Directed Transformer for 3D Human Pose Estimation	Feb 3, 2023	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
Anatomy-aware 3D Human Pose Estimation with Bone-based Pose Decomposition	Feb 24, 2020	3D Human Pose EstimationAnatomy	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
Anatomy-guided domain adaptation for 3D in-bed human pose estimation	Nov 22, 2022	3D Human Pose EstimationAnatomy	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

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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