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 101–125 of 665 papers

Title	Date	Tasks	Status	Hype	Score
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
Body Meshes as Points	May 6, 2021	3D Human Pose Estimation3D Human Shape 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
Efficient Human Pose Estimation via 3D Event Point Cloud	Jun 9, 2022	3D Human Pose EstimationEdge-computing	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
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
GLAMR: Global Occlusion-Aware Human Mesh Recovery with Dynamic Cameras	Dec 2, 2021	3D Human Pose EstimationGlobal 3D Human Pose Estimation	CodeCode Available	1	5
Efficient Domain Adaptation via Generative Prior for 3D Infant Pose Estimation	Nov 17, 2023	3D Human Pose EstimationData Augmentation	CodeCode Available	1	5
GFPose: Learning 3D Human Pose Prior with Gradient Fields	Dec 16, 2022	3D Human Pose EstimationDenoising	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
CrossFormer: Cross Spatio-Temporal Transformer for 3D Human Pose Estimation	Mar 24, 2022	3D Human Pose EstimationPose Estimation	CodeCode Available	1	5
EgoPoseFormer: A Simple Baseline for Stereo Egocentric 3D Human Pose Estimation	Mar 26, 2024	3D Human Pose EstimationEgocentric Pose Estimation	CodeCode Available	1	5
CanonPose: Self-Supervised Monocular 3D Human Pose Estimation in the Wild	Nov 30, 2020	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	1	5
AdaFuse: Adaptive Multiview Fusion for Accurate Human Pose Estimation in the Wild	Oct 26, 2020	3D Human Pose EstimationPose Estimation	CodeCode Available	1	5
GLA-GCN: Global-local Adaptive Graph Convolutional Network for 3D Human Pose Estimation from Monocular Video	Jul 12, 2023	3D Human Pose EstimationPose Estimation	CodeCode Available	1	5
Capturing the motion of every joint: 3D human pose and shape estimation with independent tokens	Mar 1, 2023	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	1	5
Cascaded deep monocular 3D human pose estimation with evolutionary training data	Jun 14, 2020	3D Human Pose EstimationData Augmentation	CodeCode Available	1	5
Encoder-decoder with Multi-level Attention for 3D Human Shape and Pose Estimation	Sep 6, 2021	3D Absolute Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1	5
Global Adaptation meets Local Generalization: Unsupervised Domain Adaptation for 3D Human Pose Estimation	Mar 29, 2023	3D Human Pose Estimation3D Human Pose Estimation in Limited Data	CodeCode Available	1	5
AdaptPose: Cross-Dataset Adaptation for 3D Human Pose Estimation by Learnable Motion Generation	Dec 22, 2021	3D Human Pose EstimationDiversity	CodeCode Available	1	5
A Dual-Augmentor Framework for Domain Generalization in 3D Human Pose Estimation	Mar 17, 2024	3D Human Pose EstimationDomain Generalization	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
Co-Evolution of Pose and Mesh for 3D Human Body Estimation from Video	Aug 20, 2023	3D Human Pose EstimationDecoder	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
Anatomy-guided domain adaptation for 3D in-bed human pose estimation	Nov 22, 2022	3D Human Pose EstimationAnatomy	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