HyperAI

Sleep Stage Detection On Physionet Challenge 1

Metrics

Accuracy
Cohen's Kappa
Macro-F1

Results

Performance results of various models on this benchmark

Model Name
Accuracy
Cohen's Kappa
Macro-F1
Paper TitleRepository
SleePyCo (C3-A2 only)80.9%0.7370.789SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning
XSleepNet (EEG, EOG, EMG)81.1%0.7420.794XSleepNet: Multi-View Sequential Model for Automatic Sleep Staging
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