Hypopnea detection on MROS SleepBench (OOD evaluation cohort)
85.1AUCMAE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MAETransfer Protocol=Full Fine-tuning2026.02 | 85.1 | 69.3 | |
| SleepFMTransfer Protocol=Full Fine-tuning2026.02 | 85 | 69 | |
| OSFTransfer Protocol=Full Fine-tuning2026.02 | 85 | 69.2 | |
| AutoregressionTransfer Protocol=Full Fine-tuning2026.02 | 84.6 | 68.9 | |
| DINOTransfer Protocol=Full Fine-tuning2026.02 | 84.5 | 68.9 | |
| VQ-VAETransfer Protocol=Full Fine-tuning2026.02 | 81.8 | 65.8 | |
| ViTTransfer Protocol=Supervised2026.02 | 81.3 | 66.2 | |
| OSFTransfer Protocol=Linear Probing2026.02 | 77.7 | 62.2 | |
| MAETransfer Protocol=Linear Probing2026.02 | 77.6 | 61.9 | |
| SleepFMTransfer Protocol=Linear Probing2026.02 | 75.5 | 60.6 | |
| VQ-VAETransfer Protocol=Linear Probing2026.02 | 75 | 60.8 | |
| DINOTransfer Protocol=Linear Probing2026.02 | 72.7 | 59.5 | |
| AutoregressionTransfer Protocol=Linear Probing2026.02 | 72.1 | 58.9 | |
| SimCLRTransfer Protocol=Full Fine-tuning2026.02 | 65.9 | 56.2 | |
| SimCLRTransfer Protocol=Linear Probing2026.02 | 58.4 | 53.1 |