Classification on OASIS-3 (test)
93.6AccuracyPRA-PoE
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PRA-PoETab=True, T1=True, Flair=True, Amyloid=True2026.05 | 93.6 | — | — | — | — | — | |
| MoE-retrTab=True, T1=True, Flair=True, Amyloid=True2026.05 | 93.3 | — | — | — | — | — | |
| FuseMoETab=True, Amyloid=True2026.05 | 92.9 | — | — | — | — | — | |
| PRA-PoETab=True, Amyloid=True2026.05 | 92.9 | — | — | — | — | — | |
| PRA-PoETab=True, Flair=True, Amyloid=True2026.05 | 92.9 | — | — | — | — | — | |
| FuseMoETab=True, T1=True, Amyloid=True2026.05 | 92.6 | — | — | — | — | — | |
| MoE-retrTab=True, T1=True, Flair=True2026.05 | 92.3 | — | — | — | — | — | |
| MoE-retrTab=True, T1=True, Amyloid=True2026.05 | 92.3 | — | — | — | — | — | |
| MoE-retrTab=True, Flair=True, Amyloid=True2026.05 | 92.3 | — | — | — | — | — | |
| PRA-PoETab=True, T1=True, Amyloid=True2026.05 | 92 | — | — | — | — | — | |
| Flex-MoETab=True, Flair=True, Amyloid=True2026.05 | 92 | — | — | — | — | — | |
| PRA-PoEScope=Average2026.05 | 91.8 | — | — | — | — | — | |
| PRA-PoETab=True, T1=True2026.05 | 91.7 | — | — | — | — | — | |
| Flex-MoETab=True, Amyloid=True2026.05 | 91.3 | — | — | — | — | — | |
| PRA-PoETab=True, T1=True, Flair=True2026.05 | 91.3 | — | — | — | — | — | |
| MoE-retrScope=Average2026.05 | 90.9 | — | — | — | — | — | |
| MoE-retrTab=True, T1=True2026.05 | 90.7 | — | — | — | — | — | |
| ShareSpecTab=True, T1=True, Amyloid=True2026.05 | 90.7 | — | — | — | — | — | |
| M3CareTab=True, Flair=True, Amyloid=True2026.05 | 90.7 | — | — | — | — | — | |
| FuseMoETab=True, Flair=True, Amyloid=True2026.05 | 90.7 | — | — | — | — | — | |
| AnyModTab=True2026.05 | 90.4 | — | — | — | — | — | |
| PRA-PoETab=True2026.05 | 90.4 | — | — | — | — | — | |
| ShareSpecTab=True, Amyloid=True2026.05 | 90.4 | — | — | — | — | — | |
| AnyModTab=True, Amyloid=True2026.05 | 90.4 | — | — | — | — | — | |
| MoE-retrTab=True, Amyloid=True2026.05 | 90.4 | — | — | — | — | — | |
| M3CareTab=True, T1=True, Amyloid=True2026.05 | 90.4 | — | — | — | — | — | |
| M3CareTab=True, T1=True, Flair=True, Amyloid=True2026.05 | 90.1 | — | — | — | — | — | |
| FuseMoETab=True, T1=True, Flair=True, Amyloid=True2026.05 | 90.1 | — | — | — | — | — | |
| M3CareTab=True2026.05 | 89.7 | — | — | — | — | — | |
| PRA-PoETab=True, Flair=True2026.05 | 89.7 | — | — | — | — | — | |
| AnyModTab=True, T1=True, Amyloid=True2026.05 | 89.7 | — | — | — | — | — | |
| Flex-MoETab=True, T1=True, Amyloid=True2026.05 | 89.7 | — | — | — | — | — | |
| Flex-MoETab=True, T1=True, Flair=True, Amyloid=True2026.05 | 89.7 | — | — | — | — | — | |
| FuseMoEScope=Average2026.05 | 89.7 | — | — | — | — | — | |
| FuseMoETab=True2026.05 | 89.4 | — | — | — | — | — | |
| ShareSpecTab=True, T1=True2026.05 | 89.4 | — | — | — | — | — | |
| MoE-retrTab=True2026.05 | 89.1 | — | — | — | — | — | |
| M3CareTab=True, Amyloid=True2026.05 | 89.1 | — | — | — | — | — | |
| M3CareScope=Average2026.05 | 88.9 | — | — | — | — | — | |
| Flex-MoEScope=Average2026.05 | 88.9 | — | — | — | — | — | |
| FuseMoETab=True, T1=True2026.05 | 88.8 | — | — | — | — | — | |
| mmFormerTab=True, T1=True, Amyloid=True2026.05 | 88.8 | — | — | — | — | — | |
| Flex-MoETab=True2026.05 | 88.5 | — | — | — | — | — | |
| mmFormerTab=True, Flair=True, Amyloid=True2026.05 | 88.5 | — | — | — | — | — | |
| mmFormerTab=True, T1=True, Flair=True, Amyloid=True2026.05 | 88.5 | — | — | — | — | — | |
| ShareSpecTab=True, T1=True, Flair=True, Amyloid=True2026.05 | 88.5 | — | — | — | — | — | |
| Flex-MoETab=True, Flair=True2026.05 | 88.1 | — | — | — | — | — | |
| AnyModTab=True, T1=True, Flair=True, Amyloid=True2026.05 | 88.1 | — | — | — | — | — | |
| ShareSpecScope=Average2026.05 | 88.1 | — | — | — | — | — | |
| ShareSpecTab=True, T1=True, Flair=True2026.05 | 87.8 | — | — | — | — | — | |
| M3CareTab=True, T1=True, Flair=True2026.05 | 87.8 | — | — | — | — | — | |
| FuseMoETab=True, T1=True, Flair=True2026.05 | 87.8 | — | — | — | — | — | |
| AnyModScope=Average2026.05 | 87.7 | — | — | — | — | — | |
| M3CareTab=True, T1=True2026.05 | 87.5 | — | — | — | — | — | |
| mmFormerTab=True, Amyloid=True2026.05 | 87.5 | — | — | — | — | — | |
| ShareSpecTab=True, Flair=True, Amyloid=True2026.05 | 87.5 | — | — | — | — | — | |
| AnyModTab=True, Flair=True, Amyloid=True2026.05 | 87.5 | — | — | — | — | — | |
| mmFormerScope=Average2026.05 | 86.7 | — | — | — | — | — | |
| ShareSpecTab=True2026.05 | 86.5 | — | — | — | — | — | |
| MoE-retrTab=True, Flair=True2026.05 | 86.5 | — | — | — | — | — | |
| mmFormerTab=True, T1=True, Flair=True2026.05 | 86.5 | — | — | — | — | — | |
| AnyModTab=True, T1=True2026.05 | 86.2 | — | — | — | — | — | |
| M3CareTab=True, Flair=True2026.05 | 86.2 | — | — | — | — | — | |
| Flex-MoETab=True, T1=True, Flair=True2026.05 | 86.2 | — | — | — | — | — | |
| mmFormerTab=True2026.05 | 85.6 | — | — | — | — | — | |
| mmFormerTab=True, T1=True2026.05 | 85.6 | — | — | — | — | — | |
| Flex-MoETab=True, T1=True2026.05 | 85.3 | — | — | — | — | — | |
| FuseMoETab=True, Flair=True2026.05 | 85.3 | — | — | — | — | — | |
| AnyModTab=True, Flair=True2026.05 | 84.6 | — | — | — | — | — | |
| ShareSpecTab=True, Flair=True2026.05 | 84.3 | — | — | — | — | — | |
| AnyModTab=True, T1=True, Flair=True2026.05 | 84.3 | — | — | — | — | — | |
| mmFormerTab=True, Flair=True2026.05 | 82.7 | — | — | — | — | — | |
| SFSAapproach=Sequential Forward Search Algorithm2025.05 | 74.64 | 80.62 | 80.86 | 76.11 | 84.24 | 60.29 | |
| Brute-forceapproach=Exhaustive search2025.05 | 74.47 | 79.23 | 79.77 | 75.92 | 84.33 | 59.74 | |
| Late Fusionapproach=Fusion at decision level2025.05 | 74.46 | 75.72 | 80.6 | 73.94 | 89.78 | 50.9 | |
| Unimodal (T1-weighted)modality=T1-weighted MRI2025.05 | 73.7 | 79.55 | 79.95 | 73.71 | 85.62 | 52.94 | |
| Unimodal (T2-weighted)modality=T2-weighted MRI2025.05 | 65.44 | 70.6 | 74.87 | 67.02 | 85.86 | 35 |