| Paper | Code | Accuracy | Cohen's Kappa | Macro-F1 | ModelName | ReleaseDate |
|---|---|---|---|---|---|---|
| NeuroNet: A Novel Hybrid Self-Supervised Learning Framework for Sleep Stage Classification Using Single-Channel EEG | ✓ Link | 85.24% | 0.798 | NeuroNet (Fpz-Cz only) | 2024-04-10 | |
| SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning | ✓ Link | 84.6% | 0.787 | 0.790 | SleePyCo (Fpz-Cz only) | 2022-09-20 |
| XSleepNet: Multi-View Sequential Model for Automatic Sleep Staging | ✓ Link | 84.0% | 0.778 | 0.787 | XSleepNet (EEG, EOG) | 2020-07-08 |