Sleep Staging on MROS SleepBench (OOD evaluation cohort)
97.9AUCOSF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OSFTransfer Protocol=Full Fine-tuning2026.02 | 97.9 | 92 | |
| VQ-VAETransfer Protocol=Full Fine-tuning2026.02 | 97.4 | 90.8 | |
| OSFTransfer Protocol=Linear Probing2026.02 | 97.3 | 90.4 | |
| MAETransfer Protocol=Full Fine-tuning2026.02 | 97.3 | 90.6 | |
| AutoregressionTransfer Protocol=Full Fine-tuning2026.02 | 97.1 | 90 | |
| SleepFMTransfer Protocol=Full Fine-tuning2026.02 | 97 | 89.5 | |
| DINOTransfer Protocol=Full Fine-tuning2026.02 | 97 | 90.2 | |
| ViTTransfer Protocol=Supervised2026.02 | 96.9 | 89.9 | |
| MAETransfer Protocol=Linear Probing2026.02 | 96.5 | 88.7 | |
| SleepFMTransfer Protocol=Linear Probing2026.02 | 96.4 | 87.7 | |
| AutoregressionTransfer Protocol=Linear Probing2026.02 | 96 | 87.6 | |
| VQ-VAETransfer Protocol=Linear Probing2026.02 | 95.8 | 86.7 | |
| SimCLRTransfer Protocol=Full Fine-tuning2026.02 | 95.2 | 85.5 | |
| DINOTransfer Protocol=Linear Probing2026.02 | 93.6 | 81.4 | |
| SimCLRTransfer Protocol=Linear Probing2026.02 | 81.4 | 56.8 |