CN vs. MCI vs. AD Classification on ADNI
72.1AccuracyPRA-PoE
Evaluation results
| Method | Links | |
|---|---|---|
| PRA-PoETab=true, T1=true, FDG=true, Amyloid=true2026.05 | 72.1 | |
| PRA-PoETab=true, T1=false, FDG=true, Amyloid=true2026.05 | 71.9 | |
| Flex-MoETab=true, T1=true, FDG=true, Amyloid=false2026.05 | 70.3 | |
| PRA-PoETab=true, T1=false, FDG=true, Amyloid=false2026.05 | 70.1 | |
| Flex-MoETab=true, T1=false, FDG=true, Amyloid=true2026.05 | 69.8 | |
| Flex-MoETab=true, T1=true, FDG=true, Amyloid=true2026.05 | 69.5 | |
| PRA-PoETab=true, T1=true, FDG=true, Amyloid=false2026.05 | 69.5 | |
| FuseMoETab=true, T1=false, FDG=true, Amyloid=true2026.05 | 69.4 | |
| PRA-PoEModality Combination=Average2026.05 | 69.4 | |
| MoE-retrieverTab=true, T1=false, FDG=true, Amyloid=true2026.05 | 69.3 | |
| Flex-MoETab=true, T1=false, FDG=true, Amyloid=false2026.05 | 69.1 | |
| PRA-PoETab=true, T1=true, FDG=false, Amyloid=true2026.05 | 69.1 | |
| MoE-retrieverTab=true, T1=true, FDG=true, Amyloid=true2026.05 | 69 | |
| FuseMoETab=true, T1=true, FDG=true, Amyloid=true2026.05 | 68.8 | |
| PRA-PoETab=true, T1=true, FDG=false, Amyloid=false2026.05 | 68.7 | |
| PRA-PoETab=true, T1=false, FDG=false, Amyloid=true2026.05 | 68.4 | |
| FuseMoETab=true, T1=true, FDG=true, Amyloid=false2026.05 | 68.3 | |
| FuseMoETab=true, T1=false, FDG=true, Amyloid=false2026.05 | 68 | |
| ShareSpecTab=true, T1=false, FDG=false, Amyloid=false2026.05 | 67.9 | |
| AnyModTab=true, T1=false, FDG=true, Amyloid=false2026.05 | 67.4 | |
| AnyModTab=true, T1=false, FDG=true, Amyloid=true2026.05 | 67.3 | |
| MoE-retrieverTab=true, T1=true, FDG=true, Amyloid=false2026.05 | 67.3 | |
| Flex-MoEModality Combination=Average2026.05 | 67.1 | |
| AnyModTab=true, T1=true, FDG=true, Amyloid=true2026.05 | 66.9 | |
| AnyModTab=true, T1=true, FDG=true, Amyloid=false2026.05 | 66.8 | |
| M3CareTab=true, T1=true, FDG=true, Amyloid=false2026.05 | 66.7 | |
| AnyModTab=true, T1=true, FDG=false, Amyloid=true2026.05 | 66.2 | |
| AnyModModality Combination=Average2026.05 | 66.2 | |
| Flex-MoETab=true, T1=true, FDG=false, Amyloid=true2026.05 | 66 | |
| AnyModTab=true, T1=false, FDG=false, Amyloid=true2026.05 | 65.9 | |
| M3CareTab=true, T1=true, FDG=true, Amyloid=true2026.05 | 65.8 | |
| M3CareTab=true, T1=false, FDG=true, Amyloid=true2026.05 | 65.7 | |
| M3CareTab=true, T1=false, FDG=true, Amyloid=false2026.05 | 65.6 | |
| PRA-PoETab=true, T1=false, FDG=false, Amyloid=false2026.05 | 65.3 | |
| Flex-MoETab=true, T1=false, FDG=false, Amyloid=false2026.05 | 65.2 | |
| MoE-retrieverModality Combination=Average2026.05 | 65.2 | |
| MoE-retrieverTab=true, T1=false, FDG=true, Amyloid=false2026.05 | 65 | |
| FuseMoEModality Combination=Average2026.05 | 64.9 | |
| AnyModTab=true, T1=true, FDG=false, Amyloid=false2026.05 | 64.8 | |
| Flex-MoETab=true, T1=true, FDG=false, Amyloid=false2026.05 | 64.8 | |
| AnyModTab=true, T1=false, FDG=false, Amyloid=false2026.05 | 64.2 | |
| M3CareTab=true, T1=true, FDG=false, Amyloid=true2026.05 | 64.1 | |
| M3CareModality Combination=Average2026.05 | 64.1 | |
| MoE-retrieverTab=true, T1=true, FDG=false, Amyloid=true2026.05 | 64 | |
| MoE-retrieverTab=true, T1=true, FDG=false, Amyloid=false2026.05 | 63.7 | |
| FuseMoETab=true, T1=false, FDG=false, Amyloid=false2026.05 | 63.6 | |
| M3CareTab=true, T1=true, FDG=false, Amyloid=false2026.05 | 63.4 | |
| Flex-MoETab=true, T1=false, FDG=false, Amyloid=true2026.05 | 62.1 | |
| MoE-retrieverTab=true, T1=false, FDG=false, Amyloid=true2026.05 | 62 | |
| ShareSpecTab=true, T1=false, FDG=true, Amyloid=true2026.05 | 61.7 | |
| MoE-retrieverTab=true, T1=false, FDG=false, Amyloid=false2026.05 | 61.3 | |
| M3CareTab=true, T1=false, FDG=false, Amyloid=true2026.05 | 61.1 | |
| FuseMoETab=true, T1=true, FDG=false, Amyloid=false2026.05 | 61.1 | |
| mmFormerTab=true, T1=true, FDG=true, Amyloid=true2026.05 | 61 | |
| ShareSpecTab=true, T1=true, FDG=true, Amyloid=false2026.05 | 60.7 | |
| ShareSpecTab=true, T1=true, FDG=true, Amyloid=true2026.05 | 60.7 | |
| mmFormerTab=true, T1=false, FDG=true, Amyloid=false2026.05 | 60.6 | |
| ShareSpecModality Combination=Average2026.05 | 60.4 | |
| FuseMoETab=true, T1=true, FDG=false, Amyloid=true2026.05 | 60.4 | |
| M3CareTab=true, T1=false, FDG=false, Amyloid=false2026.05 | 60.3 | |
| mmFormerTab=true, T1=true, FDG=true, Amyloid=false2026.05 | 60.2 | |
| mmFormerTab=true, T1=false, FDG=true, Amyloid=true2026.05 | 59.9 | |
| ShareSpecTab=true, T1=false, FDG=true, Amyloid=false2026.05 | 59.9 | |
| FuseMoETab=true, T1=false, FDG=false, Amyloid=true2026.05 | 59.7 | |
| ShareSpecTab=true, T1=false, FDG=false, Amyloid=true2026.05 | 58.5 | |
| mmFormerModality Combination=Average2026.05 | 57.7 | |
| ShareSpecTab=true, T1=true, FDG=false, Amyloid=true2026.05 | 57.7 | |
| mmFormerTab=true, T1=false, FDG=false, Amyloid=false2026.05 | 56.8 | |
| mmFormerTab=true, T1=true, FDG=false, Amyloid=false2026.05 | 56.3 | |
| ShareSpecTab=true, T1=true, FDG=false, Amyloid=false2026.05 | 56.3 | |
| mmFormerTab=true, T1=true, FDG=false, Amyloid=true2026.05 | 53.8 | |
| mmFormerTab=true, T1=false, FDG=false, Amyloid=true2026.05 | 53.3 |