Sleep-EDF
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Sleep Stage Classification | Sleep-EDFX | Accuracy (ACC)85.24 | 28 | |
| Sleep Stage Classification | Sleep-EDF | Accuracy94.4 | 27 | |
| Imputation | Sleep EDF Drop 6 Channel | PRD98.04 | 24 | |
| Imputation | Sleep EDF Drop 3 Channel | PRD96.75 | 24 | |
| Imputation | Sleep EDF Drop 1 Channel | PRD96.88 | 24 | |
| Sleep Stage Classification | Sleep-EDF SC 20 | Macro F181.7 | 19 | |
| Sleep Staging | Sleep-EDF-SC EEG | Macro F178.8 | 18 | |
| Sleep stage classification | Sleep-EDF-20 (test) | Accuracy84.4 | 16 | |
| Classification | Sleep-EDF 5,000 samples (test) | Accuracy85.19 | 15 | |
| Sleep stage scoring | Sleep-EDF Independent Training and Test Sets (subject-wise) | MF180.5 | 13 | |
| Classification | Sleep-EDF (5,000) | Latency (s)86.281 | 12 | |
| Sleep Stage Classification | Sleep-EDF ST | MF183 | 11 | |
| Sleep Stage Classification | Sleep-EDF Multivariate Mode | Parameters1,552 | 9 | |
| Sleep Staging | Sleep-EDFx | Macro F173.33 | 8 | |
| Sleep Staging | Sleep-EDF (test) | Accuracy77.07 | 6 | |
| Time-series Classification | Sleep-EDF (test) | Accuracy83.41 | 6 | |
| Sleep stage scoring | Sleep-EDF Non-independent Training and Test Sets (epoch-wise) | ACC91.3 | 3 | |
| Sleep Staging | Sleep-EDF-ST EEG-EOG-EMG | Accuracy80.6 | 2 |
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