Arousal detection on MROS SleepBench (OOD evaluation cohort)
94.6AUCOSF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OSFTransfer Protocol=Full Fine-tuning2026.02 | 94.6 | 91 | |
| SleepFMTransfer Protocol=Full Fine-tuning2026.02 | 93.7 | 89.6 | |
| VQ-VAETransfer Protocol=Full Fine-tuning2026.02 | 93.5 | 89.5 | |
| MAETransfer Protocol=Full Fine-tuning2026.02 | 93.3 | 89.3 | |
| AutoregressionTransfer Protocol=Full Fine-tuning2026.02 | 93 | 88.9 | |
| OSFTransfer Protocol=Linear Probing2026.02 | 92.8 | 88.3 | |
| DINOTransfer Protocol=Full Fine-tuning2026.02 | 92.3 | 88 | |
| SleepFMTransfer Protocol=Linear Probing2026.02 | 90.3 | 84.9 | |
| MAETransfer Protocol=Linear Probing2026.02 | 89.7 | 84.3 | |
| ViTTransfer Protocol=Supervised2026.02 | 88.4 | 83 | |
| AutoregressionTransfer Protocol=Linear Probing2026.02 | 87.8 | 81.9 | |
| VQ-VAETransfer Protocol=Linear Probing2026.02 | 86.2 | 80.3 | |
| SimCLRTransfer Protocol=Full Fine-tuning2026.02 | 84 | 77.4 | |
| DINOTransfer Protocol=Linear Probing2026.02 | 82.2 | 75.7 | |
| SimCLRTransfer Protocol=Linear Probing2026.02 | 73.6 | 67.8 |