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 526–550 of 665 papers

Title	Date	Tasks	Status
Multi-Person 3D Human Pose Estimation from Monocular Images	Sep 24, 2019	3D Human Pose Estimation3D Multi-Person Human Pose Estimation	—Unverified
Making the Invisible Visible: Action Recognition Through Walls and Occlusions	Sep 20, 2019	3D Human Pose EstimationAction Recognition	—Unverified
Weakly-Supervised 3D Pose Estimation from a Single Image using Multi-View Consistency	Sep 13, 2019	3D Human Pose Estimation3D Pose Estimation	—Unverified
Holistic++ Scene Understanding: Single-view 3D Holistic Scene Parsing and Human Pose Estimation with Human-Object Interaction and Physical Commonsense	Sep 4, 2019	3D Human Pose EstimationHuman-Object Interaction Detection	—Unverified
Cross View Fusion for 3D Human Pose Estimation	Sep 3, 2019	2D Pose Estimation3D Human Pose Estimation	CodeCode Available
Shape-Aware Human Pose and Shape Reconstruction Using Multi-View Images	Aug 26, 2019	3D Human Pose EstimationMulti-view 3D Human Pose Estimation	—Unverified
Trajectory Space Factorization for Deep Video-Based 3D Human Pose Estimation	Aug 22, 2019	3D Human Pose Estimation3D Pose Estimation	CodeCode Available
Human Mesh Recovery from Monocular Images via a Skeleton-disentangled Representation	Aug 20, 2019	3D Human Pose Estimation3D Pose Estimation	CodeCode Available
Resolving 3D Human Pose Ambiguities with 3D Scene Constraints	Aug 20, 2019	3D Human Pose EstimationPose Estimation	CodeCode Available
Multiview-Consistent Semi-Supervised Learning for 3D Human Pose Estimation	Aug 14, 2019	3D Human Pose EstimationMetric Learning	—Unverified
Predicting 3D Human Dynamics from Video	Aug 13, 2019	3D Human Dynamics3D Human Pose Estimation	CodeCode Available
Semantic Estimation of 3D Body Shape and Pose using Minimal Cameras	Aug 8, 2019	3D Human Pose EstimationDecoder	—Unverified
Moulding Humans: Non-parametric 3D Human Shape Estimation from Single Images	Aug 1, 2019	3D Human Pose Estimation3D Human Shape Estimation	—Unverified
Learning to Dress 3D People in Generative Clothing	Jul 31, 2019	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available
Camera Distance-aware Top-down Approach for 3D Multi-person Pose Estimation from a Single RGB Image	Jul 26, 2019	3D Absolute Human Pose Estimation3D Depth Estimation	CodeCode Available
A Unified Deep Framework for Joint 3D Pose Estimation and Action Recognition from a Single RGB Camera	Jul 16, 2019	3D Human Pose Estimation3D Pose Estimation	—Unverified
Sim2real transfer learning for 3D human pose estimation: motion to the rescue	Jul 4, 2019	3D Human Pose Estimation3D Pose Estimation	—Unverified
XNect: Real-time Multi-Person 3D Motion Capture with a Single RGB Camera	Jul 1, 2019	3D Human Pose Estimation3D Multi-Person Human Pose Estimation	CodeCode Available
HoloPose: Holistic 3D Human Reconstruction In-The-Wild	Jun 1, 2019	3D Human Pose Estimation3D Human Reconstruction	—Unverified
Learning Pose Grammar for Monocular 3D Pose Estimation	Jun 1, 2019	3D Human Pose Estimation3D Pose Estimation	—Unverified
Patch-based 3D Human Pose Refinement	May 20, 2019	3D Human Pose EstimationPose Estimation	—Unverified
Geometric Pose Affordance: 3D Human Pose with Scene Constraints	May 19, 2019	3D Human Pose EstimationPose Estimation	—Unverified
Learnable Triangulation of Human Pose	May 14, 2019	3D Human Pose EstimationMulti-view 3D Human Pose Estimation	CodeCode Available
PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human Digitization	May 13, 2019	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available
Exploiting temporal context for 3D human pose estimation in the wild	May 10, 2019	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