Autoencoder-Enhanced Convolutional Neural Networks for Plantar Pressure–Based Gait Pattern Recognition: Model Development and Cross-Validated Evaluation Study
Autoencoder-Enhanced Convolutional Neural Networks for Plantar Pressure–Based Gait Pattern Recognition: Model Development and Cross-Validated Evaluation Study
Chuan-Chun Chang
1
, MS ;
Chi-Wen Lung
2, 3
, PhD ;
Yih-Kuen Jan
3
, PhD ;
Qi-Qian Lu
1
, MS ;
Yi-You Wang
1
, MS ;
Yi-Sheng Chen
4
, PhD ;
Ben-Yi Liau
1
, PhD
1
Department of Automatic Control Engineering, Feng Chia University, Taichung, Taiwan
2
Department of Creative Product Design, Asia University, Taichung, Taiwan
3
Rehabilitation Engineering Lab, Department of Health and Kinesiology, University of Illinois Urbana-Champaign, Urbana, IL, United States
4
Department of Communications Engineering, Feng Chia University, Taichung, Taiwan