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 526–550 of 665 papers

Title	Date	Tasks	Status
mRI: Multi-modal 3D Human Pose Estimation Dataset using mmWave, RGB-D, and Inertial Sensors	Oct 15, 2022	3D Human Pose EstimationAction Detection	—Unverified
MUG: Multi-human Graph Network for 3D Mesh Reconstruction from 2D Pose	May 25, 2022	3D Human Pose Estimation3D Multi-Person Human Pose Estimation	—Unverified
Multi-hop graph transformer network for 3D human pose estimation	May 5, 2024	3D Human Pose EstimationGraph Attention	—Unverified
Multi-initialization Optimization Network for Accurate 3D Human Pose and Shape Estimation	Dec 24, 2021	3D human pose and shape estimation3D Human Pose Estimation	—Unverified
Multi-modal 3D Human Pose Estimation with 2D Weak Supervision in Autonomous Driving	Dec 22, 2021	3D Human Pose EstimationAutonomous Driving	—Unverified
Multi-modal Pose Diffuser: A Multimodal Generative Conditional Pose Prior	Oct 18, 2024	3D Human Pose EstimationDenoising	—Unverified
Multi-Person 3D Human Pose Estimation from Monocular Images	Sep 24, 2019	3D Human Pose Estimation3D Multi-Person Human Pose Estimation	—Unverified
Multi-person 3D pose estimation from a single image captured by a fisheye camera	Jul 9, 2022	3D Human Pose Estimation3D Pose Estimation	—Unverified
Multi-Person 3D Pose Estimation from Multi-View Uncalibrated Depth Cameras	Jan 28, 2024	3D Human Pose Estimation3D Pose Estimation	—Unverified
Multi-person Physics-based Pose Estimation for Combat Sports	Apr 11, 2025	3D Human Pose Estimation3D Multi-Person Pose Estimation	—Unverified
Multi-Scale Networks for 3D Human Pose Estimation with Inference Stage Optimization	Oct 13, 2020	2D Pose Estimation3D Human Pose Estimation	—Unverified
Multi-View Matching (MVM): Facilitating Multi-Person 3D Pose Estimation Learning with Action-Frozen People Video	Apr 11, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified
Multi-View Person Matching and 3D Pose Estimation with Arbitrary Uncalibrated Camera Networks	Dec 4, 2023	3D Human Pose Estimation3D Pose Estimation	—Unverified
Mirror-Aware Neural Humans	Sep 9, 2023	3D Human Pose EstimationNeRF	CodeCode Available
Regular Splitting Graph Network for 3D Human Pose Estimation	May 9, 2023	3D Human Pose EstimationPose Estimation	CodeCode Available
Monocular Total Capture: Posing Face, Body, and Hands in the Wild	Dec 4, 2018	3D Human Pose EstimationHand Pose Estimation	CodeCode Available
MHEntropy: Entropy Meets Multiple Hypotheses for Pose and Shape Recovery	Jan 1, 2023	3D Hand Pose Estimation3D Human Pose Estimation	CodeCode Available
MetaPose: Fast 3D Pose from Multiple Views without 3D Supervision	Aug 10, 2021	3D Human Pose EstimationPose Estimation	CodeCode Available
Synthetic Occlusion Augmentation with Volumetric Heatmaps for the 2018 ECCV PoseTrack Challenge on 3D Human Pose Estimation	Sep 13, 2018	3D Human Pose EstimationData Augmentation	CodeCode Available
Measuring Physical Plausibility of 3D Human Poses Using Physics Simulation	Feb 6, 2025	3D Human Pose EstimationPose Estimation	CodeCode Available
Adapted Human Pose: Monocular 3D Human Pose Estimation with Zero Real 3D Pose Data	May 23, 2021	3D Human Pose Estimation3D Pose Estimation	CodeCode Available
RepNet: Weakly Supervised Training of an Adversarial Reprojection Network for 3D Human Pose Estimation	Feb 26, 2019	3D Human Pose EstimationMemorization	CodeCode Available
Unsupervised Cross-Modal Alignment for Multi-Person 3D Pose Estimation	Aug 4, 2020	2D Pose Estimation3D Human Pose Estimation	CodeCode Available
MPT: Mesh Pre-Training with Transformers for Human Pose and Mesh Reconstruction	Nov 24, 2022	3D Human Pose EstimationHand Pose Estimation	CodeCode Available
Decanus to Legatus: Synthetic training for 2D-3D human pose lifting	Oct 5, 2022	3D Human Pose Estimation3D Pose Estimation	CodeCode Available

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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