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 281–290 of 665 papers

Title	Date	Tasks	Status
Learning Local Recurrent Models for Human Mesh Recovery	Jul 27, 2021	3D Human Pose Estimation3D Human Shape Estimation	—Unverified
Learning Pose Grammar to Encode Human Body Configuration for 3D Pose Estimation	Oct 17, 2017	3D Absolute Human Pose Estimation3D Human Pose Estimation	—Unverified
Estimating Egocentric 3D Human Pose in the Wild with External Weak Supervision	Jan 20, 2022	3D Human Pose EstimationEgocentric Pose Estimation	—Unverified
ESCAPE: Energy-based Selective Adaptive Correction for Out-of-distribution 3D Human Pose Estimation	Jul 19, 2024	3D Human Pose EstimationPose Estimation	—Unverified
3D Human Pose Estimation in the Wild by Adversarial Learning	Mar 26, 2018	3D Human Pose EstimationMonocular 3D Human Pose Estimation	—Unverified
Error Bounds of Projection Models in Weakly Supervised 3D Human Pose Estimation	Oct 23, 2020	3D Human Pose EstimationMonocular 3D Human Pose Estimation	—Unverified
Enhanced 3D Human Pose Estimation from Videos by using Attention-Based Neural Network with Dilated Convolutions	Mar 4, 2021	2D Pose Estimation3D Human Pose Estimation	—Unverified
BlazePose GHUM Holistic: Real-time 3D Human Landmarks and Pose Estimation	Jun 23, 2022	3D Human Pose EstimationPose Estimation	—Unverified
2D-3D Pose Consistency-based Conditional Random Fields for 3D Human Pose Estimation	Apr 13, 2017	2D Human Pose Estimation3D Human Pose Estimation	—Unverified
A Bayesian Framework for Sparse Representation-Based 3D Human Pose Estimation	Nov 29, 2014	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