Central Apnea detection on MROS SleepBench (OOD evaluation cohort)
98.1AUCMAE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MAETransfer Protocol=Full Fine-tuning2026.02 | 98.1 | 76 | |
| OSFTransfer Protocol=Full Fine-tuning2026.02 | 98.1 | 75.5 | |
| VQ-VAETransfer Protocol=Full Fine-tuning2026.02 | 98 | 75.2 | |
| DINOTransfer Protocol=Full Fine-tuning2026.02 | 97.9 | 75.2 | |
| AutoregressionTransfer Protocol=Full Fine-tuning2026.02 | 97.9 | 75.6 | |
| SleepFMTransfer Protocol=Full Fine-tuning2026.02 | 97.7 | 71 | |
| ViTTransfer Protocol=Supervised2026.02 | 97.3 | 70.5 | |
| MAETransfer Protocol=Linear Probing2026.02 | 97.3 | 71.7 | |
| OSFTransfer Protocol=Linear Probing2026.02 | 97.3 | 70.7 | |
| SimCLRTransfer Protocol=Full Fine-tuning2026.02 | 96.8 | 69.3 | |
| SleepFMTransfer Protocol=Linear Probing2026.02 | 96.7 | 70.3 | |
| VQ-VAETransfer Protocol=Linear Probing2026.02 | 96.7 | 68.8 | |
| DINOTransfer Protocol=Linear Probing2026.02 | 96.1 | 66.8 | |
| AutoregressionTransfer Protocol=Linear Probing2026.02 | 95.2 | 65.7 | |
| SimCLRTransfer Protocol=Linear Probing2026.02 | 79.4 | 53.6 |