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 401–425 of 665 papers

Title	Date	Tasks	Status
A Unified Deep Framework for Joint 3D Pose Estimation and Action Recognition from a Single RGB Camera	Jul 16, 2019	3D Human Pose Estimation3D Pose Estimation	—Unverified
Behavior Imitation for Manipulator Control and Grasping with Deep Reinforcement Learning	May 2, 2024	3D Human Pose EstimationDeep Reinforcement Learning	—Unverified
Benchmarking 3D Human Pose Estimation Models Under Occlusions	Apr 14, 2025	3D Human Pose EstimationBenchmarking	—Unverified
Beyond Weak Perspective for Monocular 3D Human Pose Estimation	Sep 14, 2020	3D Human Pose EstimationMonocular 3D Human Pose Estimation	—Unverified
BioPose: Biomechanically-accurate 3D Pose Estimation from Monocular Videos	Jan 14, 2025	3D Human Pose Estimation3D Pose Estimation	—Unverified
BlanketGen - A synthetic blanket occlusion augmentation pipeline for MoCap datasets	Oct 21, 2022	3D Human Pose EstimationPose Estimation	—Unverified
BlazePose GHUM Holistic: Real-time 3D Human Landmarks and Pose Estimation	Jun 23, 2022	3D Human Pose EstimationPose Estimation	—Unverified
Bring Your Rear Cameras for Egocentric 3D Human Pose Estimation	Mar 14, 2025	3D Human Pose Estimation3D Reconstruction	—Unverified
Building Spatio-temporal Transformers for Egocentric 3D Pose Estimation	Jun 9, 2022	3D Human Pose Estimation3D 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
CameraPose: Weakly-Supervised Monocular 3D Human Pose Estimation by Leveraging In-the-wild 2D Annotations	Jan 8, 2023	3D Human Pose EstimationData Augmentation	—Unverified
Can 3D Pose be Learned from 2D Projections Alone?	Aug 22, 2018	3D Human Pose Estimation3D Pose Estimation	—Unverified
Capturing Humans in Motion: Temporal-Attentive 3D Human Pose and Shape Estimation from Monocular Video	Mar 16, 2022	3D human pose and shape estimation3D Human Pose Estimation	—Unverified
Cascaded Pyramid Network for 3D Human Pose Estimation Challenge	Oct 3, 2018	2D Pose Estimation3D Human Pose Estimation	—Unverified
Continuous Normalizing Flows for Uncertainty-Aware Human Pose Estimation	May 4, 2025	3D Human Pose EstimationComputational Efficiency	—Unverified
D3PRefiner: A Diffusion-based Denoise Method for 3D Human Pose Refinement	Jan 8, 2024	3D Human Pose Estimation3D Pose Estimation	—Unverified
DC-GNet: Deep Mesh Relation Capturing Graph Convolution Network for 3D Human Shape Reconstruction	Aug 27, 2021	3D Human Pose Estimation3D Human Shape Estimation	—Unverified
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos	Mar 23, 2023	3D Human Pose EstimationHuman Mesh Recovery	—Unverified
Decomposed Human Motion Prior for Video Pose Estimation via Adversarial Training	May 30, 2023	3D Human Pose EstimationPose Estimation	—Unverified
Deep Autoencoder for Combined Human Pose Estimation and body Model Upscaling	Jul 4, 2018	3D Human Pose EstimationPose Estimation	—Unverified
DeepFuse: An IMU-Aware Network for Real-Time 3D Human Pose Estimation from Multi-View Image	Dec 9, 2019	3D Human Pose Estimation3D Pose Estimation	—Unverified
Deep Kinematic Pose Regression	Sep 17, 2016	3D Human Pose EstimationObject	—Unverified
Deep Kinematics Analysis for Monocular 3D Human Pose Estimation	Jun 1, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified
Deep Monocular 3D Human Pose Estimation via Cascaded Dimension-Lifting	Apr 8, 2021	3D Human Pose Estimation3D Multi-Person Pose Estimation (absolute)	—Unverified
Deep Multitask Architecture for Integrated 2D and 3D Human Sensing	Jan 31, 2017	3D Human 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