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 476–500 of 665 papers

Title	Date	Tasks	Status
TesseTrack: End-to-End Learnable Multi-Person Articulated 3D Pose Tracking	Jun 16, 2021	2D Pose Estimation3D Human Pose Estimation	—Unverified
Di^2Pose: Discrete Diffusion Model for Occluded 3D Human Pose Estimation	May 27, 2024	3D Human Pose EstimationMonocular 3D Human Pose Estimation	—Unverified
The Best of Both Worlds: Combining Model-based and Nonparametric Approaches for 3D Human Body Estimation	May 1, 2022	3D Absolute Human Pose Estimation3D Human Pose Estimation	—Unverified
THUNDR: Transformer-based 3D HUmaN Reconstruction with Markers	Jun 17, 2021	3D Human Pose Estimation3D Human Reconstruction	—Unverified
Total capture: 3D human pose estimation fusing video and inertial sensors	Sep 4, 2017	3D Human Pose EstimationPose Estimation	—Unverified
Toward Efficient Generalization in 3D Human Pose Estimation via a Canonical Domain Approach	Jan 27, 2025	3D Human Pose EstimationData Augmentation	—Unverified
Towards Alleviating the Modeling Ambiguity of Unsupervised Monocular 3D Human Pose Estimation	Jan 1, 2021	3D Human Pose EstimationMonocular 3D Human Pose Estimation	—Unverified
Towards Balanced Continual Multi-Modal Learning in Human Pose Estimation	Jan 9, 2025	3D Human Pose Estimation3D Pose Estimation	—Unverified
Towards Generalization of 3D Human Pose Estimation In The Wild	Apr 21, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified
Towards Locality Similarity Preserving to 3D Human Pose Estimation	Dec 4, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified
Towards Part-aware Monocular 3D Human Pose Estimation: An Architecture Search Approach	Aug 1, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified
Trajectory Optimization for Physics-Based Reconstruction of 3d Human Pose from Monocular Video	May 24, 2022	3D Human Pose EstimationPose Estimation	—Unverified
TriPose: A Weakly-Supervised 3D Human Pose Estimation via Triangulation from Video	May 14, 2021	3D Human Pose EstimationPose Estimation	—Unverified
Twin gaussian processes for structured prediction	Mar 1, 2010	3D Human Pose EstimationCamera Calibration	—Unverified
Two Views Are Better than One: Monocular 3D Pose Estimation with Multiview Consistency	Nov 21, 2023	3D Human Pose Estimation3D Pose Estimation	—Unverified
Uncertainty-Aware Adaptation for Self-Supervised 3D Human Pose Estimation	Mar 29, 2022	3D Human Pose EstimationDomain Adaptation	—Unverified
Uncertainty-Aware Testing-Time Optimization for 3D Human Pose Estimation	Feb 4, 2024	3D Human Pose EstimationPose Estimation	—Unverified
Unconstrained Monocular 3D Human Pose Estimation by Action Detection and Cross-Modality Regression Forest	Jun 1, 2013	2D Pose Estimation3D Human Pose Estimation	—Unverified
Understanding Human-Centric Images: From Geometry to Fashion	Dec 14, 2015	3D Human Pose EstimationPose Estimation	—Unverified
Understanding Pose and Appearance Disentanglement in 3D Human Pose Estimation	Sep 20, 2023	3D Human Pose EstimationAdversarial Attack	—Unverified
UniHPE: Towards Unified Human Pose Estimation via Contrastive Learning	Nov 24, 2023	2D Human Pose Estimation3D Human Pose Estimation	—Unverified
UnrealEgo: A New Dataset for Robust Egocentric 3D Human Motion Capture	Aug 2, 2022	3D Human Pose EstimationEgocentric Pose Estimation	—Unverified
Unsupervised 3D Keypoint Discovery with Multi-View Geometry	Nov 23, 2022	3D Human Pose EstimationKeypoint Estimation	—Unverified
Unsupervised 3D Pose Estimation with Geometric Self-Supervision	Apr 9, 2019	3D Human Pose Estimation3D Pose Estimation	—Unverified
Unsupervised 3D Pose Estimation with Non-Rigid Structure-from-Motion Modeling	Aug 18, 2023	3D Human Pose Estimation3D Pose 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