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 176–200 of 665 papers

Title	Date	Tasks	Status	Hype
Deep Learning-Based Human Pose Estimation: A Survey	Dec 24, 2020	2D Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1
Graph and Temporal Convolutional Networks for 3D Multi-person Pose Estimation in Monocular Videos	Dec 22, 2020	3D Absolute Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1
Invariant Teacher and Equivariant Student for Unsupervised 3D Human Pose Estimation	Dec 17, 2020	3D Human Pose EstimationKnowledge Distillation	CodeCode Available	1
End-to-End Human Pose and Mesh Reconstruction with Transformers	Dec 17, 2020	3D Absolute Human Pose Estimation3D Hand Pose Estimation	CodeCode Available	1
CanonPose: Self-Supervised Monocular 3D Human Pose Estimation in the Wild	Nov 30, 2020	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	1
Accurate 3D Hand Pose Estimation for Whole-Body 3D Human Mesh Estimation	Nov 23, 2020	3D Hand Pose Estimation3D Human Pose Estimation	CodeCode Available	1
Beyond Static Features for Temporally Consistent 3D Human Pose and Shape from a Video	Nov 17, 2020	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	1
Residual Pose: A Decoupled Approach for Depth-based 3D Human Pose Estimation	Nov 10, 2020	2D Pose Estimation3D Human Pose Estimation	CodeCode Available	1
Temporal Smoothing for 3D Human Pose Estimation and Localization for Occluded People	Oct 31, 2020	3D Human Pose Estimation3D Multi-Person Pose Estimation	CodeCode Available	1
AdaFuse: Adaptive Multiview Fusion for Accurate Human Pose Estimation in the Wild	Oct 26, 2020	3D Human Pose EstimationPose Estimation	CodeCode Available	1
Synthetic Training for Accurate 3D Human Pose and Shape Estimation in the Wild	Sep 21, 2020	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	1
SMAP: Single-Shot Multi-Person Absolute 3D Pose Estimation	Aug 26, 2020	2D Pose Estimation3D Depth Estimation	CodeCode Available	1
Pose2Mesh: Graph Convolutional Network for 3D Human Pose and Mesh Recovery from a 2D Human Pose	Aug 20, 2020	3D Hand Pose Estimation3D Human Pose Estimation	CodeCode Available	1
Monocular Expressive Body Regression through Body-Driven Attention	Aug 20, 2020	3D Face Reconstruction3D Hand Pose Estimation	CodeCode Available	1
Weakly Supervised Generative Network for Multiple 3D Human Pose Hypotheses	Aug 13, 2020	3D Human Pose EstimationMulti-Hypotheses 3D Human Pose Estimation	CodeCode Available	1
I2L-MeshNet: Image-to-Lixel Prediction Network for Accurate 3D Human Pose and Mesh Estimation from a Single RGB Image	Aug 9, 2020	3D Hand Pose Estimation3D Human Pose Estimation	CodeCode Available	1
3D Human Motion Estimation via Motion Compression and Refinement	Aug 9, 2020	3D Human Pose Estimation	CodeCode Available	1
Perceiving 3D Human-Object Spatial Arrangements from a Single Image in the Wild	Jul 30, 2020	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available	1
3D Human Shape and Pose from a Single Low-Resolution Image with Self-Supervised Learning	Jul 27, 2020	3D Human Pose Estimation3D Shape Reconstruction	CodeCode Available	1
Combining Implicit Function Learning and Parametric Models for 3D Human Reconstruction	Jul 22, 2020	3D Human Pose Estimation3D Human Reconstruction	CodeCode Available	1
SIZER: A Dataset and Model for Parsing 3D Clothing and Learning Size Sensitive 3D Clothing	Jul 22, 2020	3D Human Pose Estimation	CodeCode Available	1
Multi-person 3D Pose Estimation in Crowded Scenes Based on Multi-View Geometry	Jul 21, 2020	3D Human Pose Estimation3D Multi-Person Human Pose Estimation	CodeCode Available	1
SRNet: Improving Generalization in 3D Human Pose Estimation with a Split-and-Recombine Approach	Jul 18, 2020	3D Human Pose EstimationMonocular 3D Human Pose Estimation	CodeCode Available	1
Self-supervision on Unlabelled OR Data for Multi-person 2D/3D Human Pose Estimation	Jul 16, 2020	3D Human Pose Estimation3D Pose Estimation	CodeCode Available	1
MeTRAbs: Metric-Scale Truncation-Robust Heatmaps for Absolute 3D Human Pose Estimation	Jul 12, 2020	3D Absolute Human Pose Estimation3D Human Pose Estimation	CodeCode Available	1

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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