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 76–100 of 665 papers

Title	Date	Tasks	Status	Hype
Quater-GCN: Enhancing 3D Human Pose Estimation with Orientation and Semi-supervised Training	Apr 30, 2024	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	0
Hybrid 3D Human Pose Estimation with Monocular Video and Sparse IMUs	Apr 27, 2024	3D Human Pose EstimationPose Estimation	—Unverified	0
TokenHMR: Advancing Human Mesh Recovery with a Tokenized Pose Representation	Apr 25, 2024	3D Human Pose EstimationHuman Mesh Recovery	CodeCode Available	3
3D Human Pose Estimation with Occlusions: Introducing BlendMimic3D Dataset and GCN Refinement	Apr 24, 2024	3D Human Pose EstimationPose Estimation	CodeCode Available	0
UPose3D: Uncertainty-Aware 3D Human Pose Estimation with Cross-View and Temporal Cues	Apr 23, 2024	3D Human Pose EstimationMulti-view 3D Human Pose Estimation	—Unverified	0
SMPLer: Taming Transformers for Monocular 3D Human Shape and Pose Estimation	Apr 23, 2024	3D Human Pose EstimationPose Estimation	CodeCode Available	2
SkelFormer: Markerless 3D Pose and Shape Estimation using Skeletal Transformers	Apr 19, 2024	3D Human Pose EstimationKeypoint Detection	—Unverified	0
EventEgo3D: 3D Human Motion Capture from Egocentric Event Streams	Apr 12, 2024	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1
KTPFormer: Kinematics and Trajectory Prior Knowledge-Enhanced Transformer for 3D Human Pose Estimation	Mar 31, 2024	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	2
EgoPoseFormer: A Simple Baseline for Stereo Egocentric 3D Human Pose Estimation	Mar 26, 2024	3D Human Pose EstimationEgocentric Pose Estimation	CodeCode Available	1
A Survey on 3D Egocentric Human Pose Estimation	Mar 26, 2024	3D Human Pose EstimationEgocentric Pose Estimation	CodeCode Available	2
TRAM: Global Trajectory and Motion of 3D Humans from in-the-wild Videos	Mar 26, 2024	3D Human Pose Estimation	CodeCode Available	4
GTA-HDR: A Large-Scale Synthetic Dataset for HDR Image Reconstruction	Mar 26, 2024	3D Human Pose EstimationImage Reconstruction	CodeCode Available	1
Exploring 3D Human Pose Estimation and Forecasting from the Robot's Perspective: The HARPER Dataset	Mar 21, 2024	3D Human Pose EstimationHuman Pose Forecasting	—Unverified	0
Self-learning Canonical Space for Multi-view 3D Human Pose Estimation	Mar 19, 2024	3D geometry3D Human Pose Estimation	—Unverified	0
PostoMETRO: Pose Token Enhanced Mesh Transformer for Robust 3D Human Mesh Recovery	Mar 19, 2024	3D Human Pose Estimation3D Reconstruction	—Unverified	0
A Dual-Augmentor Framework for Domain Generalization in 3D Human Pose Estimation	Mar 17, 2024	3D Human Pose EstimationDomain Generalization	CodeCode Available	1
3D Human Reconstruction in the Wild with Synthetic Data Using Generative Models	Mar 17, 2024	3D human pose and shape estimation3D Human Pose Estimation	—Unverified	0
Disentangled Diffusion-Based 3D Human Pose Estimation with Hierarchical Spatial and Temporal Denoiser	Mar 7, 2024	3D Human Pose EstimationDisentanglement	CodeCode Available	1
Deep learning for 3D human pose estimation and mesh recovery: A survey	Feb 29, 2024	3D Human Pose EstimationAutonomous Driving	CodeCode Available	2
NToP: NeRF-Powered Large-scale Dataset Generation for 2D and 3D Human Pose Estimation in Top-View Fisheye Images	Feb 28, 2024	3D Human Pose EstimationDataset Generation	CodeCode Available	0
Multi-HMR: Multi-Person Whole-Body Human Mesh Recovery in a Single Shot	Feb 22, 2024	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available	3
Occlusion Resilient 3D Human Pose Estimation	Feb 16, 2024	3D Human Pose EstimationPose Estimation	—Unverified	0
Lester: rotoscope animation through video object segmentation and tracking	Feb 15, 2024	3D Human Pose EstimationObject	CodeCode Available	1
Uncertainty-Aware Testing-Time Optimization for 3D Human Pose Estimation	Feb 4, 2024	3D Human Pose EstimationPose 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