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 451–475 of 665 papers

Title	Date	Tasks	Status
TesseTrack: End-to-End Learnable Multi-Person Articulated 3D Pose Tracking	Jun 16, 2021	2D Pose Estimation3D Human Pose Estimation	—Unverified
SVMAC: Unsupervised 3D Human Pose Estimation from a Single Image with Single-view-multi-angle Consistency	Jun 10, 2021	3D Human Pose EstimationMonocular 3D Human Pose Estimation	—Unverified
3D Human Pose Estimation Based on 2D-3D Consistency with Synchronized Adversarial Training	Jun 8, 2021	3D Human Pose EstimationGenerative Adversarial Network	—Unverified
Weakly-supervised 3D Human Pose Estimation with Cross-view U-shaped Graph Convolutional Network	May 23, 2021	3D Human Pose EstimationMonocular 3D Human Pose Estimation	—Unverified
Heuristic Weakly Supervised 3D Human Pose Estimation	May 23, 2021	3D Human Pose Estimation3D Pose Estimation	CodeCode Available
Adapted Human Pose: Monocular 3D Human Pose Estimation with Zero Real 3D Pose Data	May 23, 2021	3D Human Pose Estimation3D Pose Estimation	CodeCode Available
3D Human Pose Regression using Graph Convolutional Network	May 21, 2021	3D Human Pose Estimation3D Pose Estimation	CodeCode Available
TriPose: A Weakly-Supervised 3D Human Pose Estimation via Triangulation from Video	May 14, 2021	3D Human Pose EstimationPose Estimation	—Unverified
KAMA: 3D Keypoint Aware Body Mesh Articulation	Apr 27, 2021	3D Human Pose Estimation3D Human Shape Estimation	—Unverified
Skeletor: Skeletal Transformers for Robust Body-Pose Estimation	Apr 23, 2021	3D Human Pose EstimationPose Estimation	—Unverified
Recent Advances in Monocular 2D and 3D Human Pose Estimation: A Deep Learning Perspective	Apr 23, 2021	3D Human Pose EstimationPose Estimation	—Unverified
Deep Monocular 3D Human Pose Estimation via Cascaded Dimension-Lifting	Apr 8, 2021	3D Human Pose Estimation3D Multi-Person Pose Estimation (absolute)	—Unverified
SimPoE: Simulated Character Control for 3D Human Pose Estimation	Apr 1, 2021	3D Human Pose EstimationPose Estimation	—Unverified
Self-Attentive 3D Human Pose and Shape Estimation from Videos	Mar 26, 2021	3D human pose and shape estimation3D Human Pose Estimation	—Unverified
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
PC-HMR: Pose Calibration for 3D Human Mesh Recovery from 2D Images/Videos	Mar 16, 2021	3D Human Pose EstimationHuman Mesh Recovery	—Unverified
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
On the role of depth predictions for 3D human pose estimation	Mar 3, 2021	2D Human Pose Estimation3D Human Pose Estimation	—Unverified
PandaNet : Anchor-Based Single-Shot Multi-Person 3D Pose Estimation	Jan 7, 2021	3D Human Pose Estimation3D Pose Estimation	—Unverified
Towards Alleviating the Modeling Ambiguity of Unsupervised Monocular 3D Human Pose Estimation	Jan 1, 2021	3D Human Pose EstimationMonocular 3D Human Pose Estimation	—Unverified
SMPLy Benchmarking 3D Human Pose Estimation in the Wild	Dec 4, 2020	3D Human Pose EstimationBenchmarking	—Unverified
Towards Locality Similarity Preserving to 3D Human Pose Estimation	Dec 4, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified
Temporal Representation Learning on Monocular Videos for 3D Human Pose Estimation	Dec 2, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified
Leveraging Temporal Joint Depths for Improving 3D Human Pose Estimation in Video	Nov 4, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified
Exploring Severe Occlusion: Multi-Person 3D Pose Estimation with Gated Convolution	Oct 31, 2020	3D Human Pose Estimation3D Pose Estimation	—Unverified

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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