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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 126–150 of 665 papers

Title	Date	Tasks	Status	Hype
CrossFormer: Cross Spatio-Temporal Transformer for 3D Human Pose Estimation	Mar 24, 2022	3D Human Pose EstimationPose Estimation	CodeCode Available	1
Ray3D: ray-based 3D human pose estimation for monocular absolute 3D localization	Mar 22, 2022	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	1
HSC4D: Human-centered 4D Scene Capture in Large-scale Indoor-outdoor Space Using Wearable IMUs and LiDAR	Mar 17, 2022	3D Human Pose EstimationAutonomous Driving	CodeCode Available	1
DeciWatch: A Simple Baseline for 10x Efficient 2D and 3D Pose Estimation	Mar 16, 2022	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1
P-STMO: Pre-Trained Spatial Temporal Many-to-One Model for 3D Human Pose Estimation	Mar 15, 2022	3D Human Pose EstimationDenoising	CodeCode Available	1
SmoothNet: A Plug-and-Play Network for Refining Human Poses in Videos	Dec 27, 2021	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1
AdaptPose: Cross-Dataset Adaptation for 3D Human Pose Estimation by Learnable Motion Generation	Dec 22, 2021	3D Human Pose EstimationDiversity	CodeCode Available	1
ElePose: Unsupervised 3D Human Pose Estimation by Predicting Camera Elevation and Learning Normalizing Flows on 2D Poses	Dec 14, 2021	3D Human Pose EstimationPose Estimation	CodeCode Available	1
GLAMR: Global Occlusion-Aware Human Mesh Recovery with Dynamic Cameras	Dec 2, 2021	3D Human Pose EstimationGlobal 3D Human Pose Estimation	CodeCode Available	1
Camera Distortion-aware 3D Human Pose Estimation in Video with Optimization-based Meta-Learning	Nov 30, 2021	3D Human Pose EstimationCamera Calibration	CodeCode Available	1
MHFormer: Multi-Hypothesis Transformer for 3D Human Pose Estimation	Nov 24, 2021	3D Human Pose EstimationPose Estimation	CodeCode Available	1
A Lightweight Graph Transformer Network for Human Mesh Reconstruction from 2D Human Pose	Nov 24, 2021	3D Human Pose Estimation3D Human Shape Estimation	CodeCode Available	1
Out-of-Domain Human Mesh Reconstruction via Dynamic Bilevel Online Adaptation	Nov 7, 2021	3D Absolute Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1
Dynamic Multi-Person Mesh Recovery From Uncalibrated Multi-View Cameras	Oct 20, 2021	3D Human Pose EstimationCamera Calibration	CodeCode Available	1
Leveraging MoCap Data for Human Mesh Recovery	Oct 18, 2021	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available	1
TransFusion: Cross-view Fusion with Transformer for 3D Human Pose Estimation	Oct 18, 2021	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1
Localization with Sampling-Argmax	Oct 17, 2021	3D Human Pose Estimation	CodeCode Available	1
Learning to Regress Bodies from Images using Differentiable Semantic Rendering	Oct 7, 2021	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	1
Hierarchical Kinematic Probability Distributions for 3D Human Shape and Pose Estimation from Images in the Wild	Oct 3, 2021	3D Human Pose Estimation3D Human Shape Estimation	CodeCode Available	1
SPEC: Seeing People in the Wild with an Estimated Camera	Oct 1, 2021	3D Human Pose Estimation3D Multi-Person Pose Estimation	CodeCode Available	1
Encoder-decoder with Multi-level Attention for 3D Human Shape and Pose Estimation	Sep 6, 2021	3D Absolute Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1
Probabilistic Modeling for Human Mesh Recovery	Aug 26, 2021	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available	1
Sequential 3D Human Pose Estimation Using Adaptive Point Cloud Sampling Strategy	Aug 19, 2021	3D Human Pose EstimationPose Estimation	CodeCode Available	1
DECA: Deep viewpoint-Equivariant human pose estimation using Capsule Autoencoders	Aug 19, 2021	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	1
LASOR: Learning Accurate 3D Human Pose and Shape Via Synthetic Occlusion-Aware Data and Neural Mesh Rendering	Aug 1, 2021	3D Human Pose Estimation3D Human Shape Estimation	CodeCode Available	1

Show:10 25 50

← PrevPage 6 of 27Next →

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