Sleep Staging on SleepEDF-20
89.72AccuracyProposed Method
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Proposed MethodEEG channel=Fpz–Cz2025.12 | 89.72 | 85.85 | 85.46 | 84.78 | 97.16 | |
| SleepFocalNetEEG channel=Fpz–Cz2025.12 | 88.5 | 84.1 | 83.6 | — | — | |
| SleepGCNEEG channel=Fpz–Cz2025.12 | 86.96 | 81.68 | 81.81 | 82.85 | 96.54 | |
| SleepEGANEEG channel=Fpz–Cz2025.12 | 86.8 | 82 | 81.9 | — | — | |
| XSleepNetEEG channel=Fpz–Cz2025.12 | 86.3 | 81.3 | 80.6 | 80.2 | 96.4 | |
| FT-XSleepNet1Input Modality=EEG, Evaluation Protocol=Fine-tuned2020.07 | 85.7 | 0.797 | 80.8 | 80.6 | 96 | |
| FT-SeqSleepNet++Input Modality=EEG, Evaluation Protocol=Fine-tuned2020.07 | 85.2 | 0.789 | 79.6 | — | — | |
| AttnSleepEEG channel=Fpz–Cz2025.12 | 84.4 | 79 | 78.1 | — | — | |
| SleepEEGNetEEG channel=Fpz–Cz2025.12 | 84.26 | 79 | 79.66 | — | — | |
| XSleepNet2Input Modality=EEG2020.07 | 83.3 | 0.762 | 77.3 | 76.4 | 95.2 | |
| XSleepNet1Input Modality=EEG2020.07 | 82.3 | 0.747 | 76.1 | 75.2 | 94.9 | |
| SeqSleepNetEEG channel=Fpz–Cz2025.12 | 82.2 | 79.8 | 78.4 | 78 | 96.1 | |
| U-TimeEEG channel=Fpz–Cz2025.12 | 82.1 | 78 | 78.8 | — | — | |
| Multitask CNNInput Modality=EEG2020.07 | 81.9 | 0.74 | 73.8 | — | — | |
| DeepSleepNetEEG channel=Fpz–Cz2025.12 | 80.8 | 73.1 | 74.2 | — | — |