Stacked graph bone region U-net with bone representation for hand pose estimation and semi-supervised training

• Main Authors: Zheng, Zhiwei, Hu, Zhongxu, Qin, Hui, Liu, Jie
• Other Authors: School of Mechanical and Aerospace Engineering
• Format: Article
• Language: English
• Published: 2023
• Subjects: Engineering::Mechanical engineering; 3D Hand Pose Estimation; Deep Learning
• Online Access: https://hdl.handle.net/10356/172283
• Institution: Nanyang Technological University

3D hand estimation from 2D joint information is an essential task in human-machine interaction, which has achieved great progress as an application of deep learning. However, regression-based methods do not perform well because the structural information is not effectively exploited, and the joint c...