Diagnostic Classification on ASL CBF Maps AD vs bvFTD
100AUCICHOR
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ICHORadaptation=LoRA, initialization=Self-Supervised 3D MAE, aggregation=mean across five outer folds2026.03 | 100 | 98.33 | 100 | 97.14 | 98.46 | |
| MedicalNetadaptation=LoRA, initialization=Pre-trained, aggregation=mean across five outer folds2026.03 | 98.02 | 89.1 | 94.16 | 86.78 | 89.61 | |
| BrainIACadaptation=LoRA, initialization=Pre-trained, aggregation=mean across five outer folds2026.03 | 86.11 | 85.89 | 93.05 | 83.92 | 86.67 | |
| BrainSegFounderadaptation=LoRA, initialization=Pre-trained, aggregation=mean across five outer folds2026.03 | 85.8 | 82.94 | 85.27 | 86.67 | 85.45 | |
| Randadaptation=LoRA, initialization=Random, aggregation=mean across five outer folds2026.03 | 84.52 | 81.28 | 86.17 | 83.93 | 83.99 |