IEEE journal of biomedical and health informatics
Dual-Branch Self-supervised Contrastive Pre-training Framework for Sleep Stage Classification.
Jie Ouyang, Yuanwang Wei, Shuxia Qian, Fried-Michael Dahlweid, Hong Sun, Zou Lai, Xianchao Zhang
Published: 202510.1109/JBHI.2025.3628659
Abstract
Accurate sleep staging is vital for evaluating sleep quality and diagnosing sleep disorders. Yet most automated sleep staging methods rely on large datasets labeled by experts. However, clinical annotation is both time-consuming and subjective, makin…
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