A Self-attention-based Ensemble Convolution Neural Network Approach for Sleep Stage Classification with Merged Spectrogram. - Chih-En Kuo; Po-Yu Liao; Yu-Syuan Lin (APSIPA ASC, 2021)

An EEG spectrogram-based automatic sleep stage scoring method via data augmentation, ensemble convolution neural network, and expert knowledge. - Chih-En Kuo; Guan-Ting Chen 006; Po-Yu Liao (Biomed. Signal Process. Control., 2021)

Towards precision sleep medicine: Self-attention GAN as an innovative data augmentation technique for developing personalized automatic sleep scoring classification. - Chih-En Kuo; Tsung-Hua Lu; Guan-Ting Chen 006; Po-Yu Liao (Comput. Biol. Medicine, 2022)

CASML: Combining Cross-Scale Attention and Separate Mix-Layer for Lightweight Classification Network. - Po-Yu Liao; Yu-Min Zhang; Jun-Wei Hsieh; Chun-Chieh Lee; Kuo-Chin Fan (WOCC, 2024)