Optimizing automated sleep stage scoring of 5-second mini-epochs: a transfer learning study
Louise Frøstrup Follin, Julie Anja Engelhard Christensen, Janita Vevelstad, Hilde T Juvodden, Rannveig Viste, Berit Hjelde Hansen, Mathias Perslev, Tobias Kaufmann, Alexander Neergaard Zahid, Stine Knudsen
This paper optimizes an existing deep learning model for 5-second sleep stage scoring, achieving performance comparable to human and 30-second automated scoring, and demonstrating increased capture of sleep transitions.
SLEEP · Dec 11, 2025Peer-reviewedBioengineering