SleepEDF
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Sleep Stage Classification | SleepEDF-20 | F1 Score94.8 | 35 | |
| Sleep stage classification | SleepEDF 78 | Accuracy (ACC)0.853 | 34 | |
| Sleep Staging | SleepEDF-20 | Accuracy89.72 | 15 | |
| Sleep Stage Classification | SleepEDF | Accuracy93.9 | 14 | |
| Sleep Staging | SleepEDF-20 (± 30 mins) | Acc86.4 | 13 | |
| Medical Time Series Classification | SleepEDF 5-Classes | Accuracy84.18 | 12 | |
| Sleep stage prediction | SleepEDF 78 | Accuracy86.41 | 10 | |
| Brain Decoding | SleepEDF | Balanced Accuracy72.98 | 9 | |
| sleep staging | SleepEDF (test) | Balanced Acc70.11 | 8 | |
| Reconstruction | SleepEDF | PRD28.91 | 8 | |
| Automatic sleep scoring | SleepEDF | Accuracy83.9 | 7 | |
| Sleep Staging | SleepEDF Healthy Cohort 20 | Accuracy87.5 | 6 | |
| Sleep Staging | SleepEDF-78 Healthy Cohort | Accuracy83.8 | 5 | |
| Time-Series Classification | SleepEDF | Accuracy79.5 | 5 |
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