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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 526–550 of 665 papers

Title	Date	Tasks	Status	Hype
Multi-Garment Net: Learning to Dress 3D People from Images	Aug 19, 2019	3D Human Pose Estimation3D Shape Reconstruction	CodeCode Available	1
Multiview-Consistent Semi-Supervised Learning for 3D Human Pose Estimation	Aug 14, 2019	3D Human Pose EstimationMetric Learning	—Unverified	0
Predicting 3D Human Dynamics from Video	Aug 13, 2019	3D Human Dynamics3D Human Pose Estimation	CodeCode Available	0
Semantic Estimation of 3D Body Shape and Pose using Minimal Cameras	Aug 8, 2019	3D Human Pose EstimationDecoder	—Unverified	0
Moulding Humans: Non-parametric 3D Human Shape Estimation from Single Images	Aug 1, 2019	3D Human Pose Estimation3D Human Shape Estimation	—Unverified	0
Learning to Dress 3D People in Generative Clothing	Jul 31, 2019	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available	0
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	0
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	0
Sim2real transfer learning for 3D human pose estimation: motion to the rescue	Jul 4, 2019	3D Human Pose Estimation3D Pose Estimation	—Unverified	0
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	0
Learning Pose Grammar for Monocular 3D Pose Estimation	Jun 1, 2019	3D Human Pose Estimation3D Pose Estimation	—Unverified	0
HoloPose: Holistic 3D Human Reconstruction In-The-Wild	Jun 1, 2019	3D Human Pose Estimation3D Human Reconstruction	—Unverified	0
Patch-based 3D Human Pose Refinement	May 20, 2019	3D Human Pose EstimationPose Estimation	—Unverified	0
Geometric Pose Affordance: 3D Human Pose with Scene Constraints	May 19, 2019	3D Human Pose EstimationPose Estimation	—Unverified	0
Learnable Triangulation of Human Pose	May 14, 2019	3D Human Pose EstimationMulti-view 3D Human Pose Estimation	CodeCode Available	0
PIFu: Pixel-Aligned Implicit Function for High-Resolution Clothed Human Digitization	May 13, 2019	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available	0
Exploiting temporal context for 3D human pose estimation in the wild	May 10, 2019	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	0
Convolutional Mesh Regression for Single-Image Human Shape Reconstruction	May 8, 2019	3D geometry3D Hand Pose Estimation	CodeCode Available	0
Absolute Human Pose Estimation with Depth Prediction Network	Apr 11, 2019	3D Human Pose EstimationDepth Estimation	CodeCode Available	0
Generating Multiple Hypotheses for 3D Human Pose Estimation with Mixture Density Network	Apr 11, 2019	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	0
Generalizing Monocular 3D Human Pose Estimation in the Wild	Apr 11, 2019	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	0
Expressive Body Capture: 3D Hands, Face, and Body from a Single Image	Apr 11, 2019	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available	0
Unsupervised 3D Pose Estimation with Geometric Self-Supervision	Apr 9, 2019	3D Human Pose Estimation3D Pose Estimation	—Unverified	0
Semantic Graph Convolutional Networks for 3D Human Pose Regression	Apr 6, 2019	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	1
In the Wild Human Pose Estimation Using Explicit 2D Features and Intermediate 3D Representations	Apr 5, 2019	3D Human Pose Estimation3D Pose Estimation	—Unverified	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