Metric: Cohen's kappa (higher is better)
| # | Model↕ | Cohen's kappa▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | SleePyCo (Fpz-Cz only) | 0.82 | No | SleePyCo: Automatic Sleep Scoring with Feature P... | 2022-09-20 | Code |
| 2 | CatBoost | 0.816 | Yes | Do Not Sleep on Traditional Machine Learning: Si... | 2022-07-15 | Code |
| 3 | XSleepNet (EEG, EOG) | 0.813 | No | XSleepNet: Multi-View Sequential Model for Autom... | 2020-07-08 | Code |
| 4 | Linear model | 0.813 | Yes | Do Not Sleep on Traditional Machine Learning: Si... | 2022-07-15 | Code |
| 5 | DeepSleepNet | 0.76 | Yes | DeepSleepNet: a Model for Automatic Sleep Stage ... | 2017-03-12 | Code |