no code implementations • 7 Mar 2023 • Tin-Han Chi, Kai-Chun Liu, Chia-Yeh Hsieh, Yu Tsao, Chia-Tai Chan
The experiment results show that PreFallKD could boost the student model during the testing phase and achieves reliable F1-score (92. 66%) and lead time (551. 3 ms).
no code implementations • 26 Nov 2021 • Ting-Yang Lu, Kai-Chun Liu, Chia-Yeh Hsieh, Chih-Ya Chang, Yu Tsao, Chia-Tai Chan
Moreover, features of subtasks provided subtle information related to clinical conditions that have not been revealed in features of a complete task, especially the defined subtask 1 and 2 of each task.
no code implementations • 20 Dec 2020 • Kai-Chun Liu, Michael Can, Heng-Cheng Kuo, Chia-Yeh Hsieh, Hsiang-Yun Huang, Chia-Tai Chan, Yu Tsao
The proposed DAFD can transfer knowledge from the source domain to the target domain by minimizing the domain discrepancy to avoid mismatch problems.
no code implementations • 7 Dec 2020 • Kai-Chun Liu, Kuo-Hsuan Hung, Chia-Yeh Hsieh, Hsiang-Yun Huang, Chia-Tai Chan, Yu Tsao
However, the performance of FD systems is diminished owing to low-resolution (LR) accelerometer signals.