Abstract: Automatic sleep staging is critical for understanding sleep patterns and diagnosing sleep-related disorders, yet traditional manual scoring methods remain time-consuming, labor-intensive, ...
The rapid development in pseudo-labeling and consistency regularization has significantly advanced semi-supervised learning in computer vision. However, these methods have notable limitations.