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 301–325 of 665 papers

Title	Date	Tasks	Status
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
Occlusion Resilient 3D Human Pose Estimation	Feb 16, 2024	3D Human Pose EstimationPose Estimation	—Unverified
Uncertainty-Aware Testing-Time Optimization for 3D Human Pose Estimation	Feb 4, 2024	3D Human Pose EstimationPose Estimation	—Unverified
Multi-Person 3D Pose Estimation from Multi-View Uncalibrated Depth Cameras	Jan 28, 2024	3D Human Pose Estimation3D Pose Estimation	—Unverified
Exploring Latent Cross-Channel Embedding for Accurate 3D Human Pose Reconstruction in a Diffusion Framework	Jan 18, 2024	3D Human Pose EstimationGraph Attention	CodeCode Available
D3PRefiner: A Diffusion-based Denoise Method for 3D Human Pose Refinement	Jan 8, 2024	3D Human Pose Estimation3D Pose Estimation	—Unverified
PoseIRM: Enhance 3D Human Pose Estimation on Unseen Camera Settings via Invariant Risk Minimization	Jan 1, 2024	3D Human Pose EstimationPose Estimation	—Unverified
3D Human Pose Perception from Egocentric Stereo Videos	Dec 30, 2023	3D Human Pose Estimation3D Scene Reconstruction	—Unverified
Geometry-Biased Transformer for Robust Multi-View 3D Human Pose Reconstruction	Dec 28, 2023	3D Human Pose Estimation3D Multi-Person Pose Estimation	—Unverified
Lifting by Image -- Leveraging Image Cues for Accurate 3D Human Pose Estimation	Dec 25, 2023	3D Human Pose Estimationfeature selection	—Unverified
STRIDE: Single-video based Temporally Continuous Occlusion-Robust 3D Pose Estimation	Dec 24, 2023	3D Human Pose Estimation3D Pose Estimation	CodeCode Available
LiCamPose: Combining Multi-View LiDAR and RGB Cameras for Robust Single-frame 3D Human Pose Estimation	Dec 11, 2023	3D Human Pose EstimationDomain Adaptation	—Unverified
Improving the Robustness of 3D Human Pose Estimation: A Benchmark and Learning from Noisy Input	Dec 11, 2023	3D Human Pose EstimationData Augmentation	—Unverified
ManiPose: Manifold-Constrained Multi-Hypothesis 3D Human Pose Estimation	Dec 11, 2023	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available
Multi-View Person Matching and 3D Pose Estimation with Arbitrary Uncalibrated Camera Networks	Dec 4, 2023	3D Human Pose Estimation3D Pose Estimation	—Unverified
Learning Unorthogonalized Matrices for Rotation Estimation	Dec 1, 2023	3D Human Pose EstimationPose Estimation	—Unverified
RSB-Pose: Robust Short-Baseline Binocular 3D Human Pose Estimation with Occlusion Handling	Nov 24, 2023	3D Human Pose Estimation3D Reconstruction	—Unverified
UniHPE: Towards Unified Human Pose Estimation via Contrastive Learning	Nov 24, 2023	2D Human Pose Estimation3D Human Pose Estimation	—Unverified
BundleMoCap: Efficient, Robust and Smooth Motion Capture from Sparse Multiview Videos	Nov 21, 2023	3D human pose and shape estimation3D Human Pose Estimation	—Unverified
Two Views Are Better than One: Monocular 3D Pose Estimation with Multiview Consistency	Nov 21, 2023	3D Human Pose Estimation3D Pose Estimation	—Unverified
Temporal-Aware Refinement for Video-based Human Pose and Shape Recovery	Nov 16, 2023	3D Human Pose EstimationTAR	—Unverified
3DHR-Co: A Collaborative Test-time Refinement Framework for In-the-Wild 3D Human-Body Reconstruction Task	Oct 2, 2023	3D Human Pose EstimationTest-time Adaptation	—Unverified
Unsupervised Multi-Person 3D Human Pose Estimation From 2D Poses Alone	Sep 26, 2023	3D Human Pose Estimation3D Pose Estimation	—Unverified
Understanding Pose and Appearance Disentanglement in 3D Human Pose Estimation	Sep 20, 2023	3D Human Pose EstimationAdversarial Attack	—Unverified
GloPro: Globally-Consistent Uncertainty-Aware 3D Human Pose Estimation & Tracking in the Wild	Sep 19, 2023	3D Human Pose EstimationPose Estimation	—Unverified

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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