Sleep stage prediction on SleepEDF 78
86.41AccuracyProposed Method
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Proposed MethodEEG channel=Fpz–Cz2025.12 | 86.41 | 81.25 | 81.97 | 81.86 | 96.39 | |
| SleepFocalNetEEG channel=Fpz–Cz2025.12 | 85.5 | 80 | 79.8 | — | — | |
| XSleepNetEEG channel=Fpz–Cz2025.12 | 84 | 77.8 | 77.9 | 77.5 | 95.7 | |
| SleepEGANEEG channel=Fpz–Cz2025.12 | 83.8 | 82 | 78.7 | — | — | |
| SleepGCNEEG channel=Fpz–Cz2025.12 | 83.79 | 77.62 | 76.19 | 75.53 | 95.67 | |
| SeqSleepNetEEG channel=Fpz–Cz2025.12 | 82.6 | 76 | 76.4 | 76.3 | 95.4 | |
| U-TimeEEG channel=Fpz–Cz2025.12 | 82.1 | 73 | 76.5 | — | — | |
| AttnSleepEEG channel=Fpz–Cz2025.12 | 81.3 | 74.3 | 75.1 | — | — | |
| SleepEEGNetEEG channel=Fpz–Cz2025.12 | 80.03 | 73 | 73.55 | — | — | |
| DeepSleepNetEEG channel=Fpz–Cz2025.12 | 78.5 | 70.2 | 75.3 | 75 | 95.1 |