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 576–600 of 665 papers

Title	Date	Tasks	Status
Exploiting temporal information for 3D human pose estimation	Sep 1, 2018	3D Human Pose Estimation3D Pose Estimation	CodeCode Available
How Robust is 3D Human Pose Estimation to Occlusion?	Aug 28, 2018	3D Human Pose Estimation3D Pose Estimation	CodeCode Available
MVOR: A Multi-view RGB-D Operating Room Dataset for 2D and 3D Human Pose Estimation	Aug 24, 2018	3D Human Pose Estimation3D Pose Estimation	CodeCode Available
Can 3D Pose be Learned from 2D Projections Alone?	Aug 22, 2018	3D Human Pose Estimation3D Pose Estimation	—Unverified
Neural Body Fitting: Unifying Deep Learning and Model-Based Human Pose and Shape Estimation	Aug 17, 2018	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available
Rethinking Pose in 3D: Multi-stage Refinement and Recovery for Markerless Motion Capture	Aug 4, 2018	3D Human Pose EstimationMarkerless Motion Capture	CodeCode Available
Occluded Joints Recovery in 3D Human Pose Estimation based on Distance Matrix	Jul 30, 2018	3D Human Pose EstimationPose Estimation	—Unverified
3D human pose estimation from depth maps using a deep combination of poses	Jul 14, 2018	3D Human Pose EstimationPose Estimation	CodeCode Available
Deep Autoencoder for Combined Human Pose Estimation and body Model Upscaling	Jul 4, 2018	3D Human Pose EstimationPose Estimation	—Unverified
FBI-Pose: Towards Bridging the Gap between 2D Images and 3D Human Poses using Forward-or-Backward Information	Jun 25, 2018	3D Human Pose Estimation	—Unverified
3D-CODED : 3D Correspondences by Deep Deformation	Jun 13, 2018	3D Dense Shape Correspondence3D Human Pose Estimation	CodeCode Available
3D Human Pose Estimation with 2D Marginal Heatmaps	Jun 5, 2018	3D Human Pose EstimationPose Estimation	CodeCode Available
3D Human Pose Estimation with Relational Networks	May 23, 2018	3D Human Pose Estimation3D Pose Estimation	CodeCode Available
DRPose3D: Depth Ranking in 3D Human Pose Estimation	May 23, 2018	3D Human Pose Estimation3D Pose Estimation	—Unverified
It's all Relative: Monocular 3D Human Pose Estimation from Weakly Supervised Data	May 17, 2018	2D Pose Estimation3D Human Pose Estimation	—Unverified
QuaterNet: A Quaternion-based Recurrent Model for Human Motion	May 16, 2018	3D Human Pose EstimationMotion Estimation	CodeCode Available
Ordinal Depth Supervision for 3D Human Pose Estimation	May 10, 2018	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available
Learning to Estimate 3D Human Pose and Shape from a Single Color Image	May 10, 2018	3D Human Pose Estimation	—Unverified
3D Human Pose Estimation on a Configurable Bed from a Pressure Image	Apr 21, 2018	3D Human Pose EstimationPose Estimation	—Unverified
BodyNet: Volumetric Inference of 3D Human Body Shapes	Apr 13, 2018	3D Human Pose EstimationSegmentation	CodeCode Available
Unsupervised Geometry-Aware Representation for 3D Human Pose Estimation	Apr 3, 2018	3D geometry3D Human Pose Estimation	CodeCode Available
3D Human Pose Estimation in the Wild by Adversarial Learning	Mar 26, 2018	3D Human Pose EstimationMonocular 3D Human Pose Estimation	—Unverified
Unsupervised Adversarial Learning of 3D Human Pose from 2D Joint Locations	Mar 22, 2018	3D Human Pose Estimation3D Pose Estimation	—Unverified
Learning Monocular 3D Human Pose Estimation from Multi-view Images	Mar 13, 2018	3D Human Pose EstimationMonocular 3D Human Pose Estimation	—Unverified
3D Human Pose Estimation in RGBD Images for Robotic Task Learning	Mar 7, 2018	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