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 476–500 of 665 papers

Title	Date	Tasks	Status
Error Bounds of Projection Models in Weakly Supervised 3D Human Pose Estimation	Oct 23, 2020	3D Human Pose EstimationMonocular 3D Human Pose Estimation	—Unverified
HPERL: 3D Human Pose Estimation from RGB and LiDAR	Oct 16, 2020	3D Human Pose EstimationAction Recognition	CodeCode Available
Multi-Scale Networks for 3D Human Pose Estimation with Inference Stage Optimization	Oct 13, 2020	2D Pose Estimation3D Human Pose Estimation	—Unverified
Self-Supervised Multi-View Synchronization Learning for 3D Pose Estimation	Oct 13, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified
A review of 3D human pose estimation algorithms for markerless motion capture	Oct 13, 2020	2D Pose Estimation3D Human Pose Estimation	—Unverified
Beyond Weak Perspective for Monocular 3D Human Pose Estimation	Sep 14, 2020	3D Human Pose EstimationMonocular 3D Human Pose Estimation	—Unverified
SSP-Net: Scalable Sequential Pyramid Networks for Real-Time 3D Human Pose Regression	Sep 4, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified
LiftFormer: 3D Human Pose Estimation using attention models	Sep 1, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified
Human Body Model Fitting by Learned Gradient Descent	Aug 19, 2020	3D Human Pose EstimationAvg	—Unverified
Neural Descent for Visual 3D Human Pose and Shape	Aug 16, 2020	3D Human Pose Estimation	—Unverified
Unsupervised Cross-Modal Alignment for Multi-Person 3D Pose Estimation	Aug 4, 2020	2D Pose Estimation3D Human Pose Estimation	CodeCode Available
HMOR: Hierarchical Multi-Person Ordinal Relations for Monocular Multi-Person 3D Pose Estimation	Aug 1, 2020	3D Human Pose Estimation3D Multi-Person Pose Estimation	—Unverified
Towards Part-aware Monocular 3D Human Pose Estimation: An Architecture Search Approach	Aug 1, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified
End-to-end Dynamic Matching Network for Multi-view Multi-person 3d Pose Estimation	Aug 1, 2020	3D Generation3D Human Pose Estimation	—Unverified
A Comprehensive Study of Weight Sharing in Graph Networks for 3D Human Pose Estimation	Aug 1, 2020	3D Human Pose EstimationPose Estimation	CodeCode Available
Inference Stage Optimization for Cross-scenario 3D Human Pose Estimation	Jul 4, 2020	3D Human Pose EstimationPose Estimation	—Unverified
Kinematic-Structure-Preserved Representation for Unsupervised 3D Human Pose Estimation	Jun 24, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified
Monocular Human Pose Estimation: A Survey of Deep Learning-based Methods	Jun 2, 2020	3D Human Pose EstimationDeep Learning	—Unverified
Deep Kinematics Analysis for Monocular 3D Human Pose Estimation	Jun 1, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified
Object-Occluded Human Shape and Pose Estimation From a Single Color Image	Jun 1, 2020	3D Human Pose Estimation3D Human Shape Estimation	—Unverified
PandaNet: Anchor-Based Single-Shot Multi-Person 3D Pose Estimation	Jun 1, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified
3D human pose estimation with adaptive receptive fields and dilated temporal convolutions	May 28, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified
Towards Generalization of 3D Human Pose Estimation In The Wild	Apr 21, 2020	3D Human Pose Estimation3D 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
Self-Supervised 3D Human Pose Estimation via Part Guided Novel Image Synthesis	Apr 9, 2020	3D Human Pose Estimation3D 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