| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Sleep Stage Classification | SleepEDF-20 | F1 Score94.8 | 35 | |
| Sleep stage classification | SleepEDF 78 | F1 (Overall)0.95 | 30 | |
| Sleep Staging | SleepEDF-20 | Accuracy89.72 | 15 | |
| Sleep Stage Classification | SleepEDF | Accuracy93.9 | 14 | |
| Sleep Staging | SleepEDF-20 (± 30 mins) | Acc86.4 | 13 | |
| Sleep stage prediction | SleepEDF 78 | Accuracy86.41 | 10 | |
| Reconstruction | SleepEDF | PRD28.91 | 8 | |
| Automatic sleep scoring | SleepEDF | Accuracy83.9 | 7 |