Metric: Macro-F1 (higher is better)
| # | Model↕ | Macro-F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | MC2SleepNet 15% Masking (C4-A1 only) | 0.823 | No | MC2SleepNet: Multi-modal Cross-masking with Cont... | 2025-02-13 | Code |
| 2 | MC2SleepNet 50% Masking (C4-A1 only) | 0.821 | No | MC2SleepNet: Multi-modal Cross-masking with Cont... | 2025-02-13 | Code |
| 3 | NeuroNet (C4-A1 only) | 0.812 | No | NeuroNet: A Novel Hybrid Self-Supervised Learnin... | 2024-04-10 | Code |
| 4 | SleePyCo (C4-A1 only) | 0.807 | No | SleePyCo: Automatic Sleep Scoring with Feature P... | 2022-09-20 | Code |
| 5 | XSleepNet (C4-A1 only) | 0.801 | No | XSleepNet: Multi-View Sequential Model for Autom... | 2020-07-08 | Code |