Sleep Stage Detection on Montreal Archive of Sleep Studies
Accuracy
- 2021-12-14 — U-time EEG only (4 classes): Accuracy 85.0
- 2022-09-20 — SleePyCo (C4-A1 only): Accuracy 86.8
| Rank | Model | Accuracy | Cohen's kappa | Macro-F1 | Paper | Code | Year |
|---|---|---|---|---|---|---|---|
| 1 | SleePyCo (C4-A1 only) | 86.8% | 0.811 | 0.825 | SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning | gist-ailab/sleepyco | 2022 |
| 2 | U-time EEG only (4 classes) | 85% | – | – | A Deep Knowledge Distillation framework for EEG assisted enhancement of single-lead ECG based sleep staging | acrophase/sleep_staging_kd | 2021 |
| 3 | SleePyCo (C4-A1 only) | 86.8% | 0.811 | 0.825 | SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning | gist-ailab/sleepyco | 2022 |
| 4 | U-time EEG only (4 classes) | 85% | – | – | A Deep Knowledge Distillation framework for EEG assisted enhancement of single-lead ECG based sleep staging | acrophase/sleep_staging_kd | 2021 |