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 201–225 of 665 papers

Title	Date	Tasks	Status	Hype
Human Pose Regression with Residual Log-likelihood Estimation	Jul 23, 2021	3D Human Pose EstimationMulti-Person Pose Estimation	CodeCode Available	1
3D Human Pose and Shape Estimation via HybrIK-Transformer	Feb 9, 2023	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	1
Bodies at Rest: 3D Human Pose and Shape Estimation from a Pressure Image using Synthetic Data	Apr 2, 2020	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	1
Estimating Egocentric 3D Human Pose in Global Space	Apr 27, 2021	3D Human Pose EstimationEgocentric Pose Estimation	CodeCode Available	1
Context Modeling in 3D Human Pose Estimation: A Unified Perspective	Mar 29, 2021	3D Human Pose EstimationGraph Neural Network	CodeCode Available	1
GFPose: Learning 3D Human Pose Prior with Gradient Fields	Dec 16, 2022	3D Human Pose EstimationDenoising	CodeCode Available	1
Conditional Directed Graph Convolution for 3D Human Pose Estimation	Jul 16, 2021	3D Human Pose EstimationPose Estimation	CodeCode Available	1
EventEgo3D: 3D Human Motion Capture from Egocentric Event Streams	Apr 12, 2024	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1
HEMlets PoSh: Learning Part-Centric Heatmap Triplets for 3D Human Pose and Shape Estimation	Mar 10, 2020	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	1
Pre-training a Density-Aware Pose Transformer for Robust LiDAR-based 3D Human Pose Estimation	Dec 18, 2024	3D Human Pose EstimationAutonomous Driving	CodeCode Available	1
3D-Aware Neural Body Fitting for Occlusion Robust 3D Human Pose Estimation	Aug 19, 2023	3D Human Pose EstimationContrastive Learning	CodeCode Available	1
Probabilistic Triangulation for Uncalibrated Multi-View 3D Human Pose Estimation	Sep 9, 2023	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1
FLEX: Extrinsic Parameters-free Multi-view 3D Human Motion Reconstruction	May 5, 2021	3D Human Pose Estimation	CodeCode Available	1
P-STMO: Pre-Trained Spatial Temporal Many-to-One Model for 3D Human Pose Estimation	Mar 15, 2022	3D Human Pose EstimationDenoising	CodeCode Available	1
HSC4D: Human-centered 4D Scene Capture in Large-scale Indoor-outdoor Space Using Wearable IMUs and LiDAR	Mar 17, 2022	3D Human Pose EstimationAutonomous Driving	CodeCode Available	1
Residual Pose: A Decoupled Approach for Depth-based 3D Human Pose Estimation	Nov 10, 2020	2D Pose Estimation3D Human Pose Estimation	CodeCode Available	1
Scene-aware Egocentric 3D Human Pose Estimation	Dec 20, 2022	3D Human Pose EstimationDepth Estimation	CodeCode Available	1
SEFD: Learning to Distill Complex Pose and Occlusion	Jan 1, 2023	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1
Camera Distortion-aware 3D Human Pose Estimation in Video with Optimization-based Meta-Learning	Nov 30, 2021	3D Human Pose EstimationCamera Calibration	CodeCode Available	1
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
SIZER: A Dataset and Model for Parsing 3D Clothing and Learning Size Sensitive 3D Clothing	Jul 22, 2020	3D Human Pose Estimation	CodeCode Available	1
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
Jointformer: Single-Frame Lifting Transformer with Error Prediction and Refinement for 3D Human Pose Estimation	Aug 7, 2022	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	1
MeshPose: Unifying DensePose and 3D Body Mesh reconstruction	Jun 14, 2024	3D Human Pose EstimationPose Estimation	CodeCode Available	1
PARE: Part Attention Regressor for 3D Human Body Estimation	Apr 17, 2021	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	1

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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