MaSS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Sleep stage scoring | MASS (subject-wise) | Accuracy87.5 | 22 | |
| Semantic Segmentation | MaSS 13K 1,500 (test) | mIoU88.21 | 16 | |
| Semantic Segmentation | MaSS13K 500 (val) | mIoU88.97 | 16 | |
| Sleep Staging | MASS-SS1 (test) | Accuracy0.838 | 15 | |
| Sleep Staging | MASS SS3 Complete | Macro F185.2 | 11 | |
| Sleep Spindle Detection | MASS (Expert 2 annotations) | F1 Score84.7 | 5 | |
| Sleep Staging | mass c1 (test) | Macro F174 | 4 | |
| Sleep Staging | MASS | Cohen's Kappa0.823 | 4 | |
| K-complex Detection | MASS | F1 Score82.8 | 4 | |
| Sleep Spindle Detection | MASS (Expert 1 annotations) | F1 Score81.2 | 4 | |
| Sleep Staging | MASS SS3 (31-fold cross-validation) | Metric- | 0 |
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