Alzheimer's disease diagnosis on ADNI
96AUCCITab
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CITabImage modality (I)=true, Tabular modality (T)=true, Self-supervised learning (S)=true2025.12 | 96 | 84.6 | 83.4 | — | — | |
| Concat-fusionImage modality (I)=true, Tabular modality (T)=true, Self-supervised learning (S)=false2025.12 | 95.2 | 82.6 | 82.2 | — | — | |
| Cross AttentionImage modality (I)=true, Tabular modality (T)=true, Self-supervised learning (S)=false2025.12 | 95.2 | 82.9 | 81.6 | — | — | |
| TIPImage modality (I)=true, Tabular modality (T)=true, Self-supervised learning (S)=true2025.12 | 94.6 | 82.6 | 82.1 | — | — | |
| ViTaImage modality (I)=true, Tabular modality (T)=true, Self-supervised learning (S)=true2025.12 | 93.9 | 83.1 | 81.7 | — | — | |
| DAFTImage modality (I)=true, Tabular modality (T)=true, Self-supervised learning (S)=false2025.12 | 93.7 | 81.1 | 80.9 | — | — | |
| TransformerImage modality (I)=false, Tabular modality (T)=true, Self-supervised learning (S)=false2025.12 | 93.6 | 79.9 | 79.7 | — | — | |
| PASTAInput modality=Synthetic PET2026.03 | 91.63 | 83.41 | 79.98 | — | — | |
| MRI+cInput modality=MRI + clinical data2026.03 | 89.19 | 81.51 | 77.83 | — | — | |
| GT PETInput modality=Ground Truth PET2026.03 | 89.04 | 87.02 | 80.77 | — | — | |
| TA-RNNEmbedding=CAAT-EHR2025.01 | 87.6 | — | 86.9 | — | — | |
| LSTMEmbedding=CAAT-EHR2025.01 | 86.5 | — | 86.1 | — | — | |
| TA-RNNEmbedding=N/A (Raw Data)2025.01 | 85.9 | — | 85.4 | — | — | |
| MRIInput modality=MRI2026.03 | 85.88 | 79.23 | 74.97 | — | — | |
| SVMEmbedding=CAAT-EHR2025.01 | 85.7 | — | 85.6 | — | — | |
| LSTMEmbedding=N/A (Raw Data)2025.01 | 85.3 | — | 84.6 | — | — | |
| HyperfusionImage modality (I)=true, Tabular modality (T)=true, Self-supervised learning (S)=false2025.12 | 84.5 | 72.4 | 72.7 | — | — | |
| OvOEmbedding=N/A (Raw Data)2025.01 | 83.6 | — | 80.7 | — | — | |
| BBDMInput modality=Synthetic PET2026.03 | 83.29 | 72.93 | 70.76 | — | — | |
| RFEmbedding=CAAT-EHR2025.01 | 82.3 | — | 81.8 | — | — | |
| CERDModality=IGCB (Image, Genetic, Clinical, Biospecimen)2026.04 | 82.03 | 65.64 | 64.06 | — | — | |
| RFEmbedding=N/A (Raw Data)2025.01 | 81.8 | — | 81.3 | — | — | |
| ResVitInput modality=Synthetic PET2026.03 | 81.8 | 78.54 | 74.41 | — | — | |
| PRA-PoEParams (M)=13.8, FLOPs (G)=18.4, Speed (ms)=8.12026.05 | 81.4 | 63.9 | — | — | 61.7 | |
| Flex-MoEModality=IGCB (Image, Genetic, Clinical, Biospecimen)2026.04 | 80 | 64.47 | 63.45 | — | — | |
| LSTMEmbedding=LSTM-AE2025.01 | 79.9 | — | 78.6 | — | — | |
| BEHRTEmbedding=N/A (Raw Data)2025.01 | 79.1 | — | 75.6 | — | — | |
| FLAMESetting=Single Task2026.05 | 78.8 | — | — | 66 | — | |
| M3CareParams (M)=19.2, FLOPs (G)=18.4, Speed (ms)=11.92026.05 | 78.7 | 59.7 | — | — | 59.9 | |
| MoE-retrieverParams (M)=15.1, FLOPs (G)=18.4, Speed (ms)=74.22026.05 | 78.3 | 60.6 | — | — | 57.5 | |
| FuseMoEParams (M)=118.8, FLOPs (G)=18.5, Speed (ms)=2.52026.05 | 77.6 | 58.5 | — | — | 57 | |
| MMCLImage modality (I)=true, Tabular modality (T)=true, Self-supervised learning (S)=true2025.12 | 76.9 | 59.9 | 59.1 | — | — | |
| AnyModParams (M)=11.9, FLOPs (G)=92.4, Speed (ms)=129.82026.05 | 76.6 | 59.7 | — | — | 56.8 | |
| MAGModality=IGCB (Image, Genetic, Clinical, Biospecimen)2026.04 | 76.56 | 60.07 | 58.09 | — | — | |
| TA-RNNEmbedding=LSTM-AE2025.01 | 76.1 | — | 74.9 | — | — | |
| FLAMESetting=Multitask (all datasets)2026.05 | 74.8 | — | — | 61.1 | — | |
| FuseMoESetting=Single Task2026.05 | 74.7 | — | — | 60.1 | — | |
| 3D-ResNet-50Image modality (I)=true, Tabular modality (T)=false, Self-supervised learning (S)=false2025.12 | 74.3 | 57.8 | 53.6 | — | — | |
| HighMMTSetting=Single Task2026.05 | 74.3 | — | — | 59.2 | — | |
| Flex-MoEParams (M)=13.8, FLOPs (G)=18.4, Speed (ms)=28.02026.05 | 74.3 | 57.1 | — | — | 48.1 | |
| ShareSpecParams (M)=144.1, FLOPs (G)=482.4, Speed (ms)=43.92026.05 | 73.6 | 56.9 | — | — | 54.1 | |
| SVMEmbedding=LSTM-AE2025.01 | 71.5 | — | 70.6 | — | — | |
| MLPModality=IGCB (Image, Genetic, Clinical, Biospecimen)2026.04 | 71.5 | 57.76 | 53.67 | — | — | |
| SVMEmbedding=N/A (Raw Data)2025.01 | 71 | — | 68.9 | — | — | |
| SVMModality=IGCB (Image, Genetic, Clinical, Biospecimen)2026.04 | 70.21 | 55.97 | 50.9 | — | — | |
| FlexMoESetting=Single Task2026.05 | 70.2 | — | — | 54.9 | — | |
| MV-BrainFMPretrained=true2026.03 | 70.02 | — | — | — | — | |
| BrainNetCNNPretrained=false2026.03 | 68.91 | — | — | — | — | |
| RFEmbedding=LSTM-AE2025.01 | 68.9 | — | 68.1 | — | — | |
| mmFormerParams (M)=26.4, FLOPs (G)=65.2, Speed (ms)=31.72026.05 | 68.4 | 51.7 | — | — | 44.6 | |
| BrainGFMPretrained=true2026.03 | 67.82 | — | — | — | — | |
| BQNPretrained=false2026.03 | 66.09 | — | — | — | — | |
| GCNPretrained=false2026.03 | 66.06 | — | — | — | — | |
| ContrastPoolPretrained=false2026.03 | 64.65 | — | — | — | — | |
| BrainGNNPretrained=false2026.03 | 63.23 | — | — | — | — | |
| BNTPretrained=false2026.03 | 61.04 | — | — | — | — | |
| PTGBPretrained=true2026.03 | 58.15 | — | — | — | — | |
| BrainJEPAPretrained=true2026.03 | 57.28 | — | — | — | — | |
| BrainLMPretrained=true2026.03 | 55.51 | — | — | — | — | |
| BrainMassPretrained=true2026.03 | 55.23 | — | — | — | — | |
| Brain-JEPA2026.06 | — | 80.23 | 79.66 | — | — | |
| BrainGNN2026.06 | — | 78.53 | 72.03 | — | — | |
| BrainHarmonix-F2026.06 | — | 76.84 | 71.17 | — | — | |
| BrainMass2026.06 | — | 73.45 | 62.1 | — | — | |
| BrainNetCNN2026.06 | — | 74.01 | 66.47 | — | — | |
| FlexiBrain2026.06 | — | 82.34 | 79.41 | — | — | |
| NeuroSTORM2026.06 | — | 84.26 | 83.91 | — | — | |
| SwiFT2026.06 | — | 74.9 | 80.76 | — | — |