MobileSleepNet: A Deployment-Oriented Framework for Sleep Staging on Mobile Devices.
Accurate sleep staging is essential for both clinical diagnosis and long-term sleep monitoring. However, most existing deep learning approaches rely on large-scale architectures and server-based inference, which limits their applicability in mobile and privacy-sensitive scenarios. This study evaluates whether clinicall...