NC vs. MCI Classification on ADNI
92.11Accuracy3D CNNs
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| 3D CNNsArchitecture=3D CNNs, Modality=Unimodal (MRI)2026.06 | 92.11 | — | — | — | — | — | — | |
| 3D Multi-Scale CNNsArchitecture=3D Multi-Scale CNNs, Modality=Multimodal2026.06 | 85 | — | 84.69 | — | 85.6 | — | — | |
| GMN4ADvalidation=5-fold cross validation, optimization=grid search2026.06 | 81.12 | — | 75.68 | — | 85.36 | 77.61 | 79.95 | |
| GMUArchitecture=GMU, Modality=Multimodal2026.06 | 80.46 | — | 79.71 | 80.51 | 81.76 | — | — | |
| GATvalidation=5-fold cross validation, optimization=grid search2026.06 | 80.25 | — | 75.28 | — | 83.98 | 76.7 | 78.32 | |
| GINvalidation=5-fold cross validation, optimization=grid search2026.06 | 80.02 | — | 75.74 | — | 83.38 | 76.63 | 77.63 | |
| GCNvalidation=5-fold cross validation, optimization=grid search2026.06 | 79.83 | — | 76.29 | — | 82.48 | 76.49 | 76.9 | |
| FILvalidation=5-fold cross validation, optimization=grid search2026.06 | 79.83 | — | 76.75 | — | 82.25 | 76.7 | 76.76 | |
| LETetCNN2025.03 | 79.4 | — | 77.8 | — | 82.2 | — | — | |
| 3D CNN + 3D CLSTMArchitecture=3D CNN + 3D CLSTM, Modality=Multimodal2026.06 | 79.01 | — | 82.35 | — | 75.49 | — | — | |
| UG-FedDA2025.12 | 77.69 | — | 50 | 75.64 | — | — | — | |
| Stacked Auto-EncodersArchitecture=Stacked Auto-Encoders, Modality=Multimodal2026.06 | 76.92 | — | 74.29 | — | 78.13 | — | — | |
| FedADA2025.12 | 74.15 | — | 33.33 | 69.4 | — | — | — | |
| ChebyNet2025.03 | 73.5 | — | 77.8 | — | 66.7 | — | — | |
| DBE2025.12 | 73.47 | — | 30.42 | 70.75 | — | — | — | |
| BrainAnytimeModality=T1+Flair2026.05 | 73.3 | — | — | 78.8 | — | 70 | — | |
| FACT2025.12 | 73.2 | — | 37.5 | 76.04 | — | — | — | |
| TetCNN2025.03 | 73 | — | 76.1 | — | 70 | — | — | |
| GAT2025.03 | 72.2 | — | 76.3 | — | 66 | — | — | |
| BrainAnytimeModality=T1+Flair+PET2026.05 | 68.9 | — | — | 77.8 | — | 66.2 | — | |
| BrainAnytimeModality=T1+T2+Flair+PET2026.05 | 67.3 | — | — | 70.3 | — | 54.2 | — | |
| BrainAnytimeModality=Average2026.05 | 67.2 | — | — | 72.5 | — | 63.9 | — | |
| BrainAnytimeModality=T12026.05 | 66.7 | — | — | 70.1 | — | 75.2 | — | |
| BLvalidation=5-fold cross validation, optimization=grid search, cross-graph feature representation learning=disabled2026.06 | 66.36 | — | 67.21 | — | 65.73 | 62.76 | 59.74 | |
| FuseMoEModality=T1+Flair+PET2026.05 | 66.3 | — | — | 77.2 | — | 55.9 | — | |
| MoE-retrieverModality=T1+Flair+PET2026.05 | 65.9 | — | — | 72.3 | — | 58.1 | — | |
| FuseMoEModality=T1+T2+Flair+PET2026.05 | 65.9 | — | — | 73.5 | — | 35.1 | — | |
| MoE-retrieverModality=T12026.05 | 65.8 | — | — | 60.9 | — | 79 | — | |
| FuseMoEModality=T1+Flair2026.05 | 65.8 | — | — | 69.9 | — | 61.5 | — | |
| Flex-MoEModality=T1+T2+Flair+PET2026.05 | 65.3 | — | — | 68.3 | — | 30.7 | — | |
| SAM-Brain3DModality=T1+Flair2026.05 | 64.9 | — | — | 68.2 | — | 62 | — | |
| M3TModality=T12026.05 | 63.4 | — | — | 54.7 | — | 75.5 | — | |
| Flex-MoEModality=T12026.05 | 63.4 | — | — | 59.4 | — | 74.4 | — | |
| MCADModality=T1+Flair2026.05 | 63.3 | — | — | 65.6 | — | 54.4 | — | |
| MoE-retrieverModality=T1+T2+Flair+PET2026.05 | 62.8 | — | — | 64.7 | — | 38.9 | — | |
| FuseMoEModality=Average2026.05 | 62.8 | — | — | 67.4 | — | 54.2 | — | |
| 3D Resnet50Modality=T12026.05 | 62.6 | — | — | 67.5 | — | 72.7 | — | |
| MENetModality=T1+Flair2026.05 | 62.1 | — | — | 64.5 | — | 52.6 | — | |
| BrainIACModality=T1+Flair2026.05 | 62.1 | — | — | 67.6 | — | 59 | — | |
| BrainIACModality=T12026.05 | 60.9 | — | — | 58.4 | — | 72 | — | |
| FuseMoEModality=T12026.05 | 60.9 | — | — | 57.8 | — | 73.8 | — | |
| MoE-retrieverModality=Average2026.05 | 60.6 | — | — | 63.6 | — | 58.5 | — | |
| SAM-Brain3DModality=T1+T2+Flair2026.05 | 59.9 | — | — | 63.4 | — | 59.5 | — | |
| BrainAnytimeModality=T1+T2+Flair2026.05 | 59.6 | — | — | 65.4 | — | 54 | — | |
| Flex-MoEModality=T1+Flair+PET2026.05 | 59.6 | — | — | 63.8 | — | 33.9 | — | |
| SAM-Brain3DModality=T12026.05 | 58.9 | — | — | 59.3 | — | 69.8 | — | |
| Flex-MoEModality=Average2026.05 | 58.9 | — | — | 63.2 | — | 40.5 | — | |
| Flex-MoEModality=T1+Flair2026.05 | 58.5 | — | — | 62.7 | — | 50.7 | — | |
| FuseMoEModality=T1+T2+Flair2026.05 | 55.3 | — | — | 58.6 | — | 44.5 | — | |
| MoE-retrieverModality=T1+T2+Flair2026.05 | 55.3 | — | — | 62.5 | — | 57.8 | — | |
| BrainIACModality=T1+T2+Flair2026.05 | 54.5 | — | — | 56.2 | — | 54 | — | |
| MoE-retrieverModality=T1+Flair2026.05 | 53.3 | — | — | 57.8 | — | 58.6 | — | |
| Flex-MoEModality=T1+T2+Flair2026.05 | 47.7 | — | — | 61.6 | — | 12.7 | — | |
| BrainFoundInput Modality=Multimodal MRI (T1, T2, FLAIR), Pretraining Data=10,000 volumes across 12 datasets2026.06 | — | — | — | 76.6 | — | — | — | |
| MAEInput Modality=Single contrast MRI, Model Variant=Ours (best)2026.06 | — | — | — | 78 | — | — | — |