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 | |
| 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 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 | |
| Sleep Staging | SHHS EEG & EOG & EMG (test) | Accuracy89.1 | 6 | |
| Sleep Staging | SHHS IBI & RESP (test) | Accuracy83 | 5 | |
| Sleep Staging | SHHS FULL CHANNELS (test) | Accuracy88.6 | 4 | |
| Sleep Staging | shhs in-distribution (test) | Macro F10.8 | 4 | |
| Sleep stage classification | SHHS1 (test) | Accuracy81.9 | 4 | |
| SDB segmentation | SHHS1 (test) | Accuracy88.2 | 4 | |
| Automatic sleep scoring | SHHS | Accuracy0.868 | 4 | |
| Sleep Staging | SHHS | Accuracy89.1 | 3 | |
| four-class cardio-respiratory sleep staging | SHHS | Kappa_Mu0.73 | 3 |
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