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 351–375 of 665 papers

Title	Date	Tasks	Status	Hype
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
Self-Supervised 3D Human Pose Estimation with Multiple-View Geometry	Aug 17, 2021	3D Human Pose EstimationPose Estimation	CodeCode Available	0
Learning Skeletal Graph Neural Networks for Hard 3D Pose Estimation	Aug 16, 2021	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	0
FrankMocap: A Monocular 3D Whole-Body Pose Estimation System via Regression and Integration	Aug 13, 2021	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available	2
MetaPose: Fast 3D Pose from Multiple Views without 3D Supervision	Aug 10, 2021	3D Human Pose EstimationPose Estimation	CodeCode Available	0
VoxelTrack: Multi-Person 3D Human Pose Estimation and Tracking in the Wild	Aug 5, 2021	3D Human Pose Estimation3D Multi-Person Pose Estimation	—Unverified	0
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
Probabilistic Monocular 3D Human Pose Estimation with Normalizing Flows	Jul 29, 2021	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	1
Improving Robustness and Accuracy via Relative Information Encoding in 3D Human Pose Estimation	Jul 29, 2021	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	1
Learning Local Recurrent Models for Human Mesh Recovery	Jul 27, 2021	3D Human Pose Estimation3D Human Shape Estimation	—Unverified	0
Human Pose Regression with Residual Log-likelihood Estimation	Jul 23, 2021	3D Human Pose EstimationMulti-Person Pose Estimation	CodeCode Available	1
Conditional Directed Graph Convolution for 3D Human Pose Estimation	Jul 16, 2021	3D Human Pose EstimationPose Estimation	CodeCode Available	1
Everybody Is Unique: Towards Unbiased Human Mesh Recovery	Jul 13, 2021	3D Human Pose Estimation3D Human Shape Estimation	—Unverified	0
PoseRN: A 2D pose refinement network for bias-free multi-view 3D human pose estimation	Jul 7, 2021	3D Human Pose EstimationMulti-view 3D Human Pose Estimation	—Unverified	0
Real-Time Multi-View 3D Human Pose Estimation using Semantic Feedback to Smart Edge Sensors	Jun 28, 2021	3D Human Pose Estimation3D Multi-Person Pose Estimation	CodeCode Available	1
Motion Projection Consistency Based 3D Human Pose Estimation with Virtual Bones from Monocular Videos	Jun 28, 2021	3D Human Pose EstimationPose Estimation	—Unverified	0
Part-Aware Measurement for Robust Multi-View Multi-Human 3D Pose Estimation and Tracking	Jun 22, 2021	3D Human Pose Estimation3D Human Pose Tracking	CodeCode Available	1
Intelligent Carpet: Inferring 3D Human Pose From Tactile Signals	Jun 19, 2021	3D Human Pose EstimationMulti-Person Pose Estimation	—Unverified	0
THUNDR: Transformer-based 3D HUmaN Reconstruction with Markers	Jun 17, 2021	3D Human Pose Estimation3D Human Reconstruction	—Unverified	0
TesseTrack: End-to-End Learnable Multi-Person Articulated 3D Pose Tracking	Jun 16, 2021	2D Pose Estimation3D Human Pose Estimation	—Unverified	0
SVMAC: Unsupervised 3D Human Pose Estimation from a Single Image with Single-view-multi-angle Consistency	Jun 10, 2021	3D Human Pose EstimationMonocular 3D Human Pose Estimation	—Unverified	0
3D Human Pose Estimation Based on 2D-3D Consistency with Synchronized Adversarial Training	Jun 8, 2021	3D Human Pose EstimationGenerative Adversarial Network	—Unverified	0
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	0
Weakly-supervised 3D Human Pose Estimation with Cross-view U-shaped Graph Convolutional Network	May 23, 2021	3D Human Pose EstimationMonocular 3D Human Pose Estimation	—Unverified	0

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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