Sleep Stage Detection
Human Sleep Staging into W-N1-N2-N3-REM classes from multiple or single polysomnography signals
Papers
Showing 1–10 of 34 papers
All datasetsSHHSSleep-EDFMASS SS3SHHS (single-channel)DODOSleep-EDFxSleep-EDFx (single-channel)DODHISRUC-SleepMASS (single-channel)MASS SS2Montreal Archive of Sleep Studies
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SleePyCo (Fpz-Cz only) | Accuracy | 86.8 | — | Unverified |
| 2 | CatBoost | Accuracy | 86.6 | — | Unverified |
| 3 | XSleepNet (EEG, EOG) | Accuracy | 86.4 | — | Unverified |
| 4 | Linear model | Accuracy | 86.3 | — | Unverified |
| 5 | IITNet CRNN (Fpz-Cz only) | Accuracy | 84 | — | Unverified |
| 6 | DeepSleepNet | Accuracy | 82 | — | Unverified |
| 7 | Multitask 1-max CNN | Accuracy | 81.9 | — | Unverified |
| 8 | Deep CNN with transfer-learning | Accuracy | 81.3 | — | Unverified |