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SotA/Medical/Sleep Stage Detection

Sleep Stage Detection

44 benchmarks34 papers

Human Sleep Staging into W-N1-N2-N3-REM classes from multiple or single polysomnography signals

Benchmarks

Sleep Stage Detection on SHHS

Macro-F1 Cohen's Kappa Accuracy

Sleep Stage Detection on SHHS (single-channel)

Macro-F1 Cohen's Kappa Accuracy

Sleep Stage Detection on Sleep-EDF

Cohen's kappa Macro-F1 Accuracy

Sleep Stage Detection on MASS SS3

Macro-F1 Cohen's kappa Accuracy Macro-averaged Accuracy

Sleep Stage Detection on Montreal Archive of Sleep Studies

Weighted F1 Cohen's kappa Macro-F1 Accuracy

Sleep Stage Detection on DODO

Sleep Stage Detection on Sleep-EDFx

Macro-F1 Cohen's Kappa Accuracy

Sleep Stage Detection on Sleep-EDFx (single-channel)

Macro-F1 Cohen's Kappa Accuracy

Sleep Stage Detection on DODH

Sleep Stage Detection on MASS (single-channel)

Cohen's Kappa Macro-F1 Accuracy

Sleep Stage Detection on PhysioNet Challenge 2018

Cohen's Kappa Macro-F1 Accuracy

Sleep Stage Detection on PhysioNet Challenge 2018 (single-channel)

Cohen's Kappa Macro-F1 Accuracy

Sleep Stage Detection on ISRUC-Sleep

Accuracy AUROC Kappa Macro-F1

Sleep Stage Detection on ISRUC-Sleep (single-channel)

Macro-F1 Accuracy

Sleep Stage Detection on MASS SS2

Sleep Stage Detection on Sleep-EDF (single-channel)