Metric: Cohen's Kappa (higher is better)
| # | Model↕ | Cohen's Kappa▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | SynthSleepNet (EEG2+EOG2+EMG1) | 0.86 | No | Toward Foundational Model for Sleep Analysis Usi... | 2025-02-18 | Code |
| 2 | CoRe-Sleep (EEG-EOG) | 0.853 | No | CoRe-Sleep: A Multimodal Fusion Framework for Ti... | 2023-03-27 | - |
| 3 | SynthSleepNet (EEG1+EOG1+EMG1) | 0.85 | No | Toward Foundational Model for Sleep Analysis Usi... | 2025-02-18 | Code |
| 4 | XSleepNet2 (EEG, EOG, EMG) | 0.847 | No | - | - | - |
| 5 | MC2SleepNet 50% Masking (C4-A1 only) | 0.841 | No | MC2SleepNet: Multi-modal Cross-masking with Cont... | 2025-02-13 | Code |
| 6 | MC2SleepNet 15% Masking (C4-A1 only) | 0.84 | No | MC2SleepNet: Multi-modal Cross-masking with Cont... | 2025-02-13 | Code |
| 7 | SynthSleepNet (EEG1+EOG1) | 0.84 | No | Toward Foundational Model for Sleep Analysis Usi... | 2025-02-18 | Code |
| 8 | CoRe-Sleep (EEG) | 0.834 | No | - | - | - |
| 9 | SleePyCo (C4-A1 only) | 0.83 | No | SleePyCo: Automatic Sleep Scoring with Feature P... | 2022-09-20 | Code |