SHHS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Sleep Stage Classification | SHHS (test) | Accuracy89.89 | 54 | |
| Sleep Staging | SHHS 1 (test) | Accuracy89.5 | 42 | |
| Hypopnea Detection | SHHS (test) | Accuracy89.6 | 38 | |
| Apnea Detection | SHHS (test) | ACC99.75 | 38 | |
| Sleep Stage Classification | SHHS | F1 Macro80 | 23 | |
| Sleep Staging | SHHS Target Domain IV | Accuracy76.03 | 20 | |
| Central Apnea Detection | SHHS | AUC97.7 | 15 | |
| Oxygen Desaturation Detection | SHHS | AUC83.7 | 15 | |
| Hypopnea Detection | SHHS | AUC87.6 | 15 | |
| Arousal Detection | SHHS | AUC95.7 | 15 | |
| Sleep Staging | SHHS | AUC97.9 | 15 | |
| Hypopnea Detection | SHHS 5% labeled data 1.0 (test) | Accuracy77.52 | 12 | |
| Apnea Detection | SHHS 5% labeled data 1.0 (test) | Accuracy99.37 | 12 | |
| Sleep Stage Classification | SHHS 5% labeled data 1.0 (test) | Accuracy87.98 | 12 | |
| Hypopnea Detection | SHHS 1% labeled data 1.0 (test) | Accuracy (ACC)76.93 | 12 | |
| Apnea Detection | SHHS 1% labeled data 1.0 (test) | Accuracy99.35 | 12 | |
| Sleep Stage Classification | SHHS 1% labeled data 1.0 (test) | Accuracy85.01 | 12 | |
| Sleep Staging | SHHS EEG (test) | Overall Accuracy87.7 | 9 | |
| Sleep Staging | SHHS1 Target Domain (test) | Accuracy81.18 | 8 | |
| Sleep stage prediction | SHHS to SOF (target) | Accuracy81.1 | 8 | |
| Sleep stage prediction | SHHS to MESA | Accuracy85.3 | 8 | |
| Sleep stage prediction | SHHS Outside → (52,75] Domain Interpolation | Accuracy83.7 | 8 | |
| Sleep stage prediction | SHHS [44,52] → (52,90] Domain Extrapolation | Accuracy80.6 | 8 | |
| Heart-rate prediction | SHHS | MAE1.89 | 7 | |
| Sleep Staging | SHHS EEG & EOG & EMG (test) | Accuracy89.1 | 6 |
Showing 25 of 38 rows