| Paper | Code | Accuracy | Cohen's Kappa | Macro-F1 | ModelName | ReleaseDate |
|---|---|---|---|---|---|---|
| MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification | ✓ Link | 88.6% | 0.841 | 0.821 | MC2SleepNet 50% Masking (C4-A1 only) | 2025-02-13 |
| MC2SleepNet: Multi-modal Cross-masking with Contrastive Learning for Sleep Stage Classification | ✓ Link | 88.5% | 0.840 | 0.823 | MC2SleepNet 15% Masking (C4-A1 only) | 2025-02-13 |
| SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning | ✓ Link | 87.9% | 0.830 | 0.807 | SleePyCo (C4-A1 only) | 2022-09-20 |
| XSleepNet: Multi-View Sequential Model for Automatic Sleep Staging | ✓ Link | 87.7% | 0.828 | 0.801 | XSleepNet (C4-A1 only) | 2020-07-08 |
| NeuroNet: A Novel Hybrid Self-Supervised Learning Framework for Sleep Stage Classification Using Single-Channel EEG | ✓ Link | 86.88% | 0.812 | NeuroNet (C4-A1 only) | 2024-04-10 |