Search Results for author: Chia-Yeh Hsieh

Found 4 papers, 0 papers with code

PreFallKD: Pre-Impact Fall Detection via CNN-ViT Knowledge Distillation

no code implementations7 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).

Data Augmentation Knowledge Distillation

Instrumented shoulder functional assessment using inertial measurement units for frozen shoulder

no code implementations26 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.

Domain-adaptive Fall Detection Using Deep Adversarial Training

no code implementations20 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.

BIG-bench Machine Learning Domain Adaptation +1

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