Standardized Image-Based Polysomnography Database and Deep Learning Algorithm for Sleep Stage Classification.

Our main contribution demonstrates the availability of a standardized image-based dataset, and highlights that changing the data sampling rate or number of sensors may not require retraining, although performance decreases slightly as the number of sensors decreases.