Oxygen Desaturation detection on MROS SleepBench OOD evaluation cohort
83.5AUCOSF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OSFTransfer Protocol=Full Fine-tuning2026.02 | 83.5 | 83.1 | |
| MAETransfer Protocol=Full Fine-tuning2026.02 | 83.3 | 83 | |
| SleepFMTransfer Protocol=Full Fine-tuning2026.02 | 82.8 | 82.4 | |
| AutoregressionTransfer Protocol=Full Fine-tuning2026.02 | 82.8 | 82.4 | |
| DINOTransfer Protocol=Full Fine-tuning2026.02 | 82.6 | 82.3 | |
| VQ-VAETransfer Protocol=Full Fine-tuning2026.02 | 82.4 | 82.1 | |
| ViTTransfer Protocol=Supervised2026.02 | 81.8 | 81.6 | |
| OSFTransfer Protocol=Linear Probing2026.02 | 81.5 | 81 | |
| MAETransfer Protocol=Linear Probing2026.02 | 81.2 | 80.8 | |
| SleepFMTransfer Protocol=Linear Probing2026.02 | 80.9 | 80.3 | |
| SimCLRTransfer Protocol=Full Fine-tuning2026.02 | 80.5 | 80.1 | |
| VQ-VAETransfer Protocol=Linear Probing2026.02 | 79.8 | 79.5 | |
| AutoregressionTransfer Protocol=Linear Probing2026.02 | 79 | 78.5 | |
| DINOTransfer Protocol=Linear Probing2026.02 | 78.6 | 78.2 | |
| SimCLRTransfer Protocol=Linear Probing2026.02 | 66.8 | 65 |