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 401–425 of 665 papers

Title	Date	Tasks	Status	Hype
Probabilistic 3D Human Shape and Pose Estimation from Multiple Unconstrained Images in the Wild	Mar 19, 2021	3D Human Pose Estimation3D Human Shape Estimation	—Unverified	0
3D Human Pose Estimation with Spatial and Temporal Transformers	Mar 18, 2021	3D Human Pose Estimationimage-classification	CodeCode Available	1
PC-HMR: Pose Calibration for 3D Human Mesh Recovery from 2D Images/Videos	Mar 16, 2021	3D Human Pose EstimationHuman Mesh Recovery	—Unverified	0
Enhanced 3D Human Pose Estimation from Videos by using Attention-Based Neural Network with Dilated Convolutions	Mar 4, 2021	2D Pose Estimation3D Human Pose Estimation	—Unverified	0
On the role of depth predictions for 3D human pose estimation	Mar 3, 2021	2D Human Pose Estimation3D Human Pose Estimation	—Unverified	0
PandaNet : Anchor-Based Single-Shot Multi-Person 3D Pose Estimation	Jan 7, 2021	3D Human Pose Estimation3D Pose Estimation	—Unverified	0
Towards Alleviating the Modeling Ambiguity of Unsupervised Monocular 3D Human Pose Estimation	Jan 1, 2021	3D Human Pose EstimationMonocular 3D Human Pose Estimation	—Unverified	0
EM-POSE: 3D Human Pose Estimation From Sparse Electromagnetic Trackers	Jan 1, 2021	3D Human Pose EstimationPose Estimation	CodeCode Available	1
Modulated Graph Convolutional Network for 3D Human Pose Estimation	Jan 1, 2021	3D Human Pose EstimationPose Estimation	CodeCode Available	1
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
Towards Locality Similarity Preserving to 3D Human Pose Estimation	Dec 4, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified	0
SMPLy Benchmarking 3D Human Pose Estimation in the Wild	Dec 4, 2020	3D Human Pose EstimationBenchmarking	—Unverified	0
Temporal Representation Learning on Monocular Videos for 3D Human Pose Estimation	Dec 2, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified	0
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
HybrIK: A Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation	Nov 30, 2020	3D human pose and shape estimation3D Human Pose Estimation	CodeCode Available	2
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
Leveraging Temporal Joint Depths for Improving 3D Human Pose Estimation in Video	Nov 4, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified	0
Exploring Severe Occlusion: Multi-Person 3D Pose Estimation with Gated Convolution	Oct 31, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified	0
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

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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