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 551–600 of 665 papers

Title	Date	Tasks	Status	Hype
Monocular 3D Human Pose Estimation by Generation and Ordinal Ranking	Apr 2, 2019	3D Human Pose EstimationImage to 3D	CodeCode Available	1
Can WiFi Estimate Person Pose?	Mar 30, 2019	3D Human Pose EstimationGeneral Classification	CodeCode Available	0
Weakly-Supervised Discovery of Geometry-Aware Representation for 3D Human Pose Estimation	Mar 21, 2019	3D geometry3D Human Pose Estimation	—Unverified	0
Self-Supervised Learning of 3D Human Pose using Multi-view Geometry	Mar 6, 2019	3D Human Pose EstimationPose Estimation	CodeCode Available	0
RepNet: Weakly Supervised Training of an Adversarial Reprojection Network for 3D Human Pose Estimation	Feb 26, 2019	3D Human Pose EstimationMemorization	CodeCode Available	0
Deep High-Resolution Representation Learning for Human Pose Estimation	Feb 25, 2019	2D Human Pose Estimation2D Pose Estimation	CodeCode Available	1
3D Human Pose Estimation from Deep Multi-View 2D Pose	Feb 7, 2019	3D Human Pose Estimation3D Pose Estimation	—Unverified	0
View Invariant 3D Human Pose Estimation	Jan 30, 2019	3D Human Pose Estimation3D Pose Estimation	—Unverified	0
3D Human Pose Machines with Self-supervised Learning	Jan 12, 2019	3D Human Pose EstimationPose Estimation	CodeCode Available	0
Skeleton Transformer Networks: 3D Human Pose and Skinned Mesh from Single RGB Image	Dec 29, 2018	3D Human Pose Estimation	—Unverified	0
Learning 3D Human Dynamics from Video	Dec 4, 2018	3D Human Dynamics3D Human Pose Estimation	CodeCode Available	0
Monocular Total Capture: Posing Face, Body, and Hands in the Wild	Dec 4, 2018	3D Human Pose EstimationHand Pose Estimation	CodeCode Available	0
3D human pose estimation in video with temporal convolutions and semi-supervised training	Nov 28, 2018	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	1
OriNet: A Fully Convolutional Network for 3D Human Pose Estimation	Nov 12, 2018	3D Human Pose EstimationPose Estimation	CodeCode Available	0
Cascaded Pyramid Network for 3D Human Pose Estimation Challenge	Oct 3, 2018	2D Pose Estimation3D Human Pose Estimation	—Unverified	0
Vision-based Control of a Quadrotor in User Proximity: Mediated vs End-to-End Learning Approaches	Sep 24, 2018	3D Human Pose EstimationState Estimation	CodeCode Available	0
Adversarial 3D Human Pose Estimation via Multimodal Depth Supervision	Sep 21, 2018	3D Human Pose EstimationPose Estimation	—Unverified	0
3D Human Pose Estimation with Siamese Equivariant Embedding	Sep 19, 2018	3D Human Pose EstimationData Augmentation	CodeCode Available	0
An Integral Pose Regression System for the ECCV2018 PoseTrack Challenge	Sep 17, 2018	3D Human Pose EstimationPose Estimation	CodeCode Available	0
Synthetic Occlusion Augmentation with Volumetric Heatmaps for the 2018 ECCV PoseTrack Challenge on 3D Human Pose Estimation	Sep 13, 2018	3D Human Pose EstimationData Augmentation	CodeCode Available	0
Exploiting temporal information for 3D human pose estimation	Sep 1, 2018	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	0
Propagating LSTM: 3D Pose Estimation based on Joint Interdependency	Sep 1, 2018	3D Human Pose Estimation3D Pose Estimation	—Unverified	0
How Robust is 3D Human Pose Estimation to Occlusion?	Aug 28, 2018	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	0
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	0
Can 3D Pose be Learned from 2D Projections Alone?	Aug 22, 2018	3D Human Pose Estimation3D Pose Estimation	—Unverified	0
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	0
Rethinking Pose in 3D: Multi-stage Refinement and Recovery for Markerless Motion Capture	Aug 4, 2018	3D Human Pose EstimationMarkerless Motion Capture	CodeCode Available	0
Occluded Joints Recovery in 3D Human Pose Estimation based on Distance Matrix	Jul 30, 2018	3D Human Pose EstimationPose Estimation	—Unverified	0
3D human pose estimation from depth maps using a deep combination of poses	Jul 14, 2018	3D Human Pose EstimationPose Estimation	CodeCode Available	0
Deep Autoencoder for Combined Human Pose Estimation and body Model Upscaling	Jul 4, 2018	3D Human Pose EstimationPose Estimation	—Unverified	0
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	0
3D-CODED : 3D Correspondences by Deep Deformation	Jun 13, 2018	3D Dense Shape Correspondence3D Human Pose Estimation	CodeCode Available	0
3D Human Pose Estimation with 2D Marginal Heatmaps	Jun 5, 2018	3D Human Pose EstimationPose Estimation	CodeCode Available	0
DRPose3D: Depth Ranking in 3D Human Pose Estimation	May 23, 2018	3D Human Pose Estimation3D Pose Estimation	—Unverified	0
3D Human Pose Estimation with Relational Networks	May 23, 2018	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	0
It's all Relative: Monocular 3D Human Pose Estimation from Weakly Supervised Data	May 17, 2018	2D Pose Estimation3D Human Pose Estimation	—Unverified	0
QuaterNet: A Quaternion-based Recurrent Model for Human Motion	May 16, 2018	3D Human Pose EstimationMotion Estimation	CodeCode Available	0
Learning to Estimate 3D Human Pose and Shape from a Single Color Image	May 10, 2018	3D Human Pose Estimation	—Unverified	0
Ordinal Depth Supervision for 3D Human Pose Estimation	May 10, 2018	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	0
3D Human Pose Estimation on a Configurable Bed from a Pressure Image	Apr 21, 2018	3D Human Pose EstimationPose Estimation	—Unverified	0
BodyNet: Volumetric Inference of 3D Human Body Shapes	Apr 13, 2018	3D Human Pose EstimationSegmentation	CodeCode Available	0
Unsupervised Geometry-Aware Representation for 3D Human Pose Estimation	Apr 3, 2018	3D geometry3D Human Pose Estimation	CodeCode Available	0
3D Human Pose Estimation in the Wild by Adversarial Learning	Mar 26, 2018	3D Human Pose EstimationMonocular 3D Human Pose Estimation	—Unverified	0
Unsupervised Adversarial Learning of 3D Human Pose from 2D Joint Locations	Mar 22, 2018	3D Human Pose Estimation3D Pose Estimation	—Unverified	0
Learning Monocular 3D Human Pose Estimation from Multi-view Images	Mar 13, 2018	3D Human Pose EstimationMonocular 3D Human Pose Estimation	—Unverified	0
3D Human Pose Estimation in RGBD Images for Robotic Task Learning	Mar 7, 2018	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	0
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	0
2D/3D Pose Estimation and Action Recognition using Multitask Deep Learning	Feb 26, 2018	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	0
Image-based Synthesis for Deep 3D Human Pose Estimation	Feb 12, 2018	3D Human Pose Estimation3D Pose Estimation	—Unverified	0
DensePose: Dense Human Pose Estimation In The Wild	Feb 1, 2018	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	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