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 176–200 of 665 papers

Title	Date	Tasks	Status	Hype
Regular Splitting Graph Network for 3D Human Pose Estimation	May 9, 2023	3D Human Pose EstimationPose Estimation	CodeCode Available	0
TAPE: Temporal Attention-based Probabilistic human pose and shape Estimation	Apr 29, 2023	3D Human Pose Estimation	CodeCode Available	0
Interweaved Graph and Attention Network for 3D Human Pose Estimation	Apr 27, 2023	3D Human Pose EstimationPose Estimation	CodeCode Available	1
Occlusion Robust 3D Human Pose Estimation with StridedPoseGraphFormer and Data Augmentation	Apr 24, 2023	3D Human Pose EstimationData Augmentation	—Unverified	0
Sampling is Matter: Point-guided 3D Human Mesh Reconstruction	Apr 19, 2023	3D Hand Pose Estimation3D Human Pose Estimation	CodeCode Available	1
Human Pose Estimation in Monocular Omnidirectional Top-View Images	Apr 17, 2023	2D Human Pose Estimation3D Human Pose Estimation	—Unverified	0
HybrIK-X: Hybrid Analytical-Neural Inverse Kinematics for Whole-body Mesh Recovery	Apr 12, 2023	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available	3
Monocular 3D Human Pose Estimation for Sports Broadcasts using Partial Sports Field Registration	Apr 10, 2023	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1
Self-supervised 3D Human Pose Estimation from a Single Image	Apr 5, 2023	3D Human Pose EstimationPose Estimation	—Unverified	0
ConvFormer: Parameter Reduction in Transformer Models for 3D Human Pose Estimation by Leveraging Dynamic Multi-Headed Convolutional Attention	Apr 4, 2023	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	0
SportsPose -- A Dynamic 3D sports pose dataset	Apr 4, 2023	3D Human Pose EstimationPose Estimation	CodeCode Available	1
3D Human Pose Estimation via Intuitive Physics	Mar 31, 2023	3D Human Pose EstimationPose Estimation	—Unverified	0
PoseFormerV2: Exploring Frequency Domain for Efficient and Robust 3D Human Pose Estimation	Mar 30, 2023	3D Human Pose EstimationClassification	CodeCode Available	2
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
One-Stage 3D Whole-Body Mesh Recovery with Component Aware Transformer	Mar 28, 2023	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available	2
Global-to-Local Modeling for Video-based 3D Human Pose and Shape Estimation	Mar 26, 2023	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	1
Zolly: Zoom Focal Length Correctly for Perspective-Distorted Human Mesh Reconstruction	Mar 24, 2023	3D Human Pose Estimation3D Reconstruction	CodeCode Available	1
A Hybrid ANN-SNN Architecture for Low-Power and Low-Latency Visual Perception	Mar 24, 2023	3D Human Pose EstimationPose Estimation	CodeCode Available	1
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos	Mar 23, 2023	3D Human Pose EstimationHuman Mesh Recovery	—Unverified	0
POTTER: Pooling Attention Transformer for Efficient Human Mesh Recovery	Mar 23, 2023	3D Human Pose EstimationHuman Mesh Recovery	CodeCode Available	1
BoPR: Body-aware Part Regressor for Human Shape and Pose Estimation	Mar 21, 2023	3D Human Pose EstimationOcclusion Handling	CodeCode Available	0
3D Human Mesh Estimation from Virtual Markers	Mar 21, 2023	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	2
Diffusion-Based 3D Human Pose Estimation with Multi-Hypothesis Aggregation	Mar 21, 2023	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1
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
PSVT: End-to-End Multi-person 3D Pose and Shape Estimation with Progressive Video Transformers	Mar 16, 2023	3D human pose and shape estimation3D Human Pose 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