U-Sleep: resilient high-frequency sleep staging

An accessible and versatile deep learning-based sleep stage classifier

Bland-Altman graphs for each sleep index. (a) SE, (b) SOT, (c) WASO

Frontiers Overview of the hypnodensity approach to scoring sleep for polysomnography and home sleep testing

Deep learning for automated sleep staging using instantaneous heart rate

Frontiers SeriesSleepNet: an EEG time series model with partial data augmentation for automatic sleep stage scoring

GitHub - AmbiqAI/sleepkit: Perform AI-based sleep monitoring

PDF] Large-Scale Automated Sleep Staging

A two-branch trade-off neural network for balanced scoring sleep stages on multiple cohorts - Frontiers

Frontiers Deep learning-based algorithm accurately classifies sleep stages in preadolescent children with sleep-disordered breathing symptoms and age-matched controls