26-30 July 2026

EMBC 2026

Toronto, Canada
Mo.1.3: Sleep Data Processing
Monday, 27 July, 11:45 - 13:15
Location: Room 801A
Session Type: Oral
Session Co-Chairs: Philip de Chazal and Wei Chen
Theme 1: Biomedical Signal Processing
Mon, 27 Jul, 11:45 - 12:00

Mo.1.3.1: SeqSleepFormer: An Encoder-Decoder Transformer for Context-Aware Automatic Sleep Staging
Tianyou Yu, Yixi Zhou, South China University of Technology; Fei Wang, South China Normal University; Zhenghui Gu, Jun Xiao, South China University of Technology
Mon, 27 Jul, 12:00 - 12:15

Mo.1.3.2: LOW-RESOURCE TRANSFER LEARNING FOR OVERNIGHT SLEEP SPINDLE DETECTION UNDER COHORT SHIFT
Tian Yang, Zhiya Wang, Nathan Cross, Yunfeng Zhu, Jia Liu, Jie Yang, Aaron Lam, Sharon Naismith, Wei Chen, University of Sydney
Mon, 27 Jul, 12:15 - 12:30

Mo.1.3.3: ConvMixer-Guided Multi-Radar Fusion for Comprehensive Sleep Monitoring: Posture, Occupancy, and Blanket Occlusion Robustness
Liwen Zha, Minxin Chen, Ka-Hei Lai, Yiu-Chau Tam, Wai-Chi Wong, Chung-Wai Cheung, The Hong Kong Polytechnic University
Mon, 27 Jul, 12:30 - 12:45

Mo.1.3.4: A Multimodal Deep Learning Approach for Sleep Stage Detection Using PPG and PSG
Md Nahid Hasan, Khem Poudel, Middle Tennessee State University
Mon, 27 Jul, 12:45 - 13:00

Mo.1.3.5: HR-AROUSALNET: A FULLY CONVOLUTIONAL NETWORK FOR HIGH TEMPORAL RESOLUTION AROUSAL DETECTION IN FULL-NIGHT MULTICHANNEL POLYSOMNOGRAPHY
Yunfeng Zhu, Zhiya Wang, Jie Yang, Jia Liu, the School of Biomedical Engineering, University of Sydney; Peter Cistulli, Charles Perkins Centre, University of Sydney; Wei Chen, the School of Biomedical Engineering, University of Sydney
Mon, 27 Jul, 13:00 - 13:15

Mo.1.3.6: Global Interpretable Sleep Staging through Spectro-spatial Attention Network
Sunday Timothy Aboyeji, School of Medicine, The Chinese University of Hong Kong, Shenzhen; Xin Wang, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences; Xiang Li, Ke Zhang, Chuqi Yang, Wenyu Hou, School of Medicine, The Chinese University of Hong Kong, Shenzhen; Oluwarotimi Williams Samuel, University of Derby; Frank Kulwa, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences; Mingxing Zhu, Shenzhen University of Information Technology; Xianhai Zeng, Shenzhen Longgang Otolaryngology Hospital; Shixiong Chen, The Chinese University of Hong Kong, Shenzhen