scholarly journals Graph-PCNN: Two Stage Human Pose Estimation with Graph Pose Refinement

2020 ◽  
pp. 492-508
Author(s):  
Jian Wang ◽  
Xiang Long ◽  
Yuan Gao ◽  
Errui Ding ◽  
Shilei Wen
Keyword(s):  
Pose Estimation ◽  
Human Pose Estimation ◽  
Two Stage ◽  
Human Pose

scholarly journals DRPose3D: Depth Ranking in 3D Human Pose Estimation

2018 ◽  
Author(s):  
Min Wang ◽  
Xipeng Chen ◽  
Wentao Liu ◽  
Chen Qian ◽  
Liang Lin ◽  
...  
Keyword(s):  
Neural Network ◽  
Pose Estimation ◽  
Human Pose Estimation ◽  
Geometric Feature ◽  
Classification Problems ◽  
Two Stage ◽  
Human Pose ◽  
Human Joints ◽  
3D Information ◽  
3D Human Pose Estimation

In this paper, we propose a two-stage depth ranking based method (DRPose3D) to tackle the problem of 3D human pose estimation. Instead of accurate 3D positions, the depth ranking can be identified by human intuitively and learned using the deep neural network more easily by solving classification problems. Moreover, depth ranking contains rich 3D information. It prevents the 2D-to-3D pose regression in two-stage methods from being ill-posed. In our method, firstly, we design a Pairwise Ranking Convolutional Neural Network (PRCNN) to extract depth rankings of human joints from images. Secondly, a coarse-to-fine 3D Pose Network(DPNet) is proposed to estimate 3D poses from both depth rankings and 2D human joint locations. Additionally, to improve the generality of our model, we introduce a statistical method to augment depth rankings. Our approach outperforms the state-of-the-art methods in the Human3.6M benchmark for all three testing protocols, indicating that depth ranking is an essential geometric feature which can be learned to improve the 3D pose estimation.

A two-stage scheme for multi-view human pose estimation

2010 ◽  
Author(s):  
Junchi Yan ◽  
Bing Sun ◽  
Yuncai Liu
Keyword(s):  
Pose Estimation ◽  
Human Pose Estimation ◽  
Two Stage ◽  
Stage Scheme ◽  
Human Pose

Model-Based Human Pose Estimation and Its Analysis Using Hausdorff Matching

2015 ◽  
Vol 2 (2) ◽  
pp. 51 ◽  
Author(s):  
Vivek Maik ◽  
Jinho Park ◽  
Daehee Kim ◽  
Joonki Paik
Keyword(s):  
Pose Estimation ◽  
Human Pose Estimation ◽  
Model Based ◽  
Its Analysis ◽  
Human Pose

Part Detector Based Human Pose Estimation in Images and Videos

2011 ◽  
Vol 33 (6) ◽  
pp. 1413-1419
Author(s):  
Yan-chao Su ◽  
Hai-zhou Ai ◽  
Shi-hong Lao
Keyword(s):  
Pose Estimation ◽  
Human Pose Estimation ◽  
Human Pose

scholarly journals Deep 3D human pose estimation: A review

2021 ◽  
pp. 103225
Author(s):  
Jinbao Wang ◽  
Shujie Tan ◽  
Xiantong Zhen ◽  
Shuo Xu ◽  
Feng Zheng ◽  
...  
Keyword(s):  
Pose Estimation ◽  
Human Pose Estimation ◽  
Human Pose ◽  
3D Human Pose Estimation
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