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 601–625 of 665 papers

Title	Date	Tasks	Status
LCR-Net++: Multi-person 2D and 3D Pose Detection in Natural Images	Mar 1, 2018	3D Human Pose Estimation3D Multi-Person Pose Estimation (absolute)	—Unverified
2D/3D Pose Estimation and Action Recognition using Multitask Deep Learning	Feb 26, 2018	3D Human Pose Estimation3D Pose Estimation	CodeCode Available
Image-based Synthesis for Deep 3D Human Pose Estimation	Feb 12, 2018	3D Human Pose Estimation3D Pose Estimation	—Unverified
DensePose: Dense Human Pose Estimation In The Wild	Feb 1, 2018	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available
End-to-end Recovery of Human Shape and Pose	Dec 18, 2017	3D Hand Pose Estimation3D Human Pose Estimation	CodeCode Available
Single-Shot Multi-Person 3D Pose Estimation From Monocular RGB	Dec 9, 2017	3D Human Pose Estimation3D Multi-Person Pose Estimation (absolute)	CodeCode Available
Self-supervised Learning of Motion Capture	Dec 4, 2017	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available
DeepSkeleton: Skeleton Map for 3D Human Pose Regression	Nov 29, 2017	2D Human Pose Estimation3D Human Pose Estimation	—Unverified
Learning 3D Human Pose from Structure and Motion	Nov 25, 2017	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available
Exploiting temporal information for 3D pose estimation	Nov 23, 2017	3D Human Pose Estimation3D Pose Estimation	CodeCode Available
Integral Human Pose Regression	Nov 22, 2017	3D Human Pose Estimation3D Pose Estimation	CodeCode Available
V2V-PoseNet: Voxel-to-Voxel Prediction Network for Accurate 3D Hand and Human Pose Estimation from a Single Depth Map	Nov 20, 2017	3D Hand Pose Estimation3D Human Pose Estimation	CodeCode Available
Learning Pose Grammar to Encode Human Body Configuration for 3D Pose Estimation	Oct 17, 2017	3D Absolute Human Pose Estimation3D Human Pose Estimation	—Unverified
Monocular 3D Human Pose Estimation by Predicting Depth on Joints	Oct 1, 2017	3D Human Pose EstimationDepth Estimation	—Unverified
Total capture: 3D human pose estimation fusing video and inertial sensors	Sep 4, 2017	3D Human Pose EstimationPose Estimation	—Unverified
Recurrent 3D Pose Sequence Machines	Jul 31, 2017	3D Human Pose Estimation3D Pose Estimation	—Unverified
LCR-Net: Localization-Classification-Regression for Human Pose	Jul 1, 2017	3D Human Pose Estimation3D Multi-Person Pose Estimation (absolute)	—Unverified
Holistic Planimetric prediction to Local Volumetric prediction for 3D Human Pose Estimation	Jun 15, 2017	3D Human Pose EstimationPose Estimation	—Unverified
Adversarial Inverse Graphics Networks: Learning 2D-to-3D Lifting and Image-to-Image Translation from Unpaired Supervision	May 31, 2017	3D Human Pose EstimationImage-to-Image Translation	—Unverified
A Dual-Source Approach for 3D Human Pose Estimation from a Single Image	May 8, 2017	2D Pose Estimation3D Human Pose Estimation	—Unverified
VNect: Real-time 3D Human Pose Estimation with a Single RGB Camera	May 3, 2017	3D Human Pose EstimationPose Estimation	CodeCode Available
Harvesting Multiple Views for Marker-less 3D Human Pose Annotations	Apr 16, 2017	3D geometry3D Human Pose 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
Towards 3D Human Pose Estimation in the Wild: a Weakly-supervised Approach	Apr 8, 2017	2D Pose Estimation3D Human Pose Estimation	CodeCode Available
Compositional Human Pose Regression	Apr 1, 2017	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