Alzheimer's Disease Classification on ADNI (test)
90.6AccuracyMLP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MLP2026.06 | 90.6 | 97.6 | 90.8 | |
| MulTModalities=B,C,G2026.06 | 88.8 | — | — | |
| MulTModalities=C,G2026.06 | 88.44 | — | — | |
| LongMoEModalities=I,C,G2026.06 | 87.81 | — | — | |
| LongMoEModalities=I,B,C,G2026.06 | 87.81 | — | — | |
| LongMoEModalities=I,C2026.06 | 87.69 | — | — | |
| LongMoEModalities=I,B,C2026.06 | 87.69 | — | — | |
| LongMoEModalities=B,C2026.06 | 87.63 | — | — | |
| LongMoEModalities=B,C,G2026.06 | 87.63 | — | — | |
| LongMoEModalities=C2026.06 | 87.57 | — | — | |
| LongMoEModalities=C,G2026.06 | 87.56 | — | — | |
| MulTModalities=C2026.06 | 87.11 | — | — | |
| MulTModalities=B,C2026.06 | 87.05 | — | — | |
| MulTModalities=I,B,C,G2026.06 | 86.49 | — | — | |
| MulTModalities=I,C,G2026.06 | 86.15 | — | — | |
| Flex-MoEModalities=I,C,G2026.06 | 86.01 | — | — | |
| MulTModalities=I,B,C2026.06 | 85.86 | — | — | |
| FuseMoEModalities=B,C2026.06 | 85.42 | — | — | |
| FuseMoEModalities=B,C,G2026.06 | 85.39 | — | — | |
| FuseMoEModalities=C,G2026.06 | 85.26 | — | — | |
| MulTModalities=I,C2026.06 | 85.25 | — | — | |
| Flex-MoEModalities=I,B,C,G2026.06 | 85.25 | — | — | |
| FuseMoEModalities=I,B,C,G2026.06 | 84.82 | — | — | |
| FuseMoEModalities=I,C2026.06 | 84.74 | — | — | |
| Flex-MoEModalities=B,C,G2026.06 | 84.73 | — | — | |
| FuseMoEModalities=I,C,G2026.06 | 84.64 | — | — | |
| FuseMoEModalities=C2026.06 | 84.61 | — | — | |
| FuseMoEModalities=I,B,C2026.06 | 84.52 | — | — | |
| Lee-MMGRUModalities=C2026.06 | 84.47 | — | — | |
| Lee-MMGRUModalities=B,C2026.06 | 84.47 | — | — | |
| Lee-MMGRUModalities=C,G2026.06 | 84.47 | — | — | |
| Lee-MMGRUModalities=B,C,G2026.06 | 84.47 | — | — | |
| Flex-MoEModalities=B,C2026.06 | 84.34 | — | — | |
| Flex-MoEModalities=I,C2026.06 | 84.33 | — | — | |
| Lee-MMGRUModalities=I,C2026.06 | 83.69 | — | — | |
| Lee-MMGRUModalities=I,B,C2026.06 | 83.69 | — | — | |
| Lee-MMGRUModalities=I,C,G2026.06 | 83.69 | — | — | |
| Lee-MMGRUModalities=I,B,C,G2026.06 | 83.69 | — | — | |
| Flex-MoEModalities=C2026.06 | 83.66 | — | — | |
| Flex-MoEModalities=C,G2026.06 | 83.61 | — | — | |
| Flex-MoEModalities=I,B,C2026.06 | 83.61 | — | — | |
| LongMoEModalities=I,G2026.06 | 81.41 | — | — | |
| LongMoEModalities=I,B,G2026.06 | 81.28 | — | — | |
| LongMoEModalities=I2026.06 | 81.08 | — | — | |
| LongMoEModalities=I,B2026.06 | 80.96 | — | — | |
| BiLSTM-Attention2026.06 | 80.6 | 92.8 | 79.8 | |
| LongMoEModalities=G2026.06 | 80.34 | — | — | |
| LongMoEModalities=B,G2026.06 | 80.16 | — | — | |
| LongMoEModalities=B2026.06 | 80.02 | — | — | |
| Flex-MoEModalities=I,G2026.06 | 56.73 | — | — | |
| Flex-MoEModalities=I,B,G2026.06 | 54.79 | — | — | |
| FuseMoEModalities=I,G2026.06 | 53.01 | — | — | |
| Flex-MoEModalities=I2026.06 | 51.67 | — | — | |
| FuseMoEModalities=I,B,G2026.06 | 51.05 | — | — | |
| Flex-MoEModalities=I,B2026.06 | 50.79 | — | — | |
| FuseMoEModalities=I2026.06 | 49.67 | — | — | |
| FuseMoEModalities=I,B2026.06 | 47.9 | — | — | |
| TFModalities=I,B,C,G2026.06 | 45.69 | — | — | |
| MulTModalities=I,G2026.06 | 43.57 | — | — | |
| MulTModalities=I,B2026.06 | 43.55 | — | — | |
| Flex-MoEModalities=B,G2026.06 | 42.9 | — | — | |
| MulTModalities=I2026.06 | 42.53 | — | — | |
| MulTModalities=I,B,G2026.06 | 41.79 | — | — | |
| FuseMoEModalities=G2026.06 | 40.74 | — | — | |
| MulTModalities=G2026.06 | 40.4 | — | — | |
| FuseMoEModalities=B,G2026.06 | 40.36 | — | — | |
| Flex-MoEModalities=G2026.06 | 39.74 | — | — | |
| MulTModalities=B,G2026.06 | 36.56 | — | — | |
| Flex-MoEModalities=B2026.06 | 36.03 | — | — | |
| Lee-MMGRUModalities=I2026.06 | 35.66 | — | — | |
| Lee-MMGRUModalities=I,B2026.06 | 35.66 | — | — | |
| Lee-MMGRUModalities=I,G2026.06 | 35.66 | — | — | |
| Lee-MMGRUModalities=I,B,G2026.06 | 35.66 | — | — | |
| MulTModalities=B2026.06 | 35.52 | — | — | |
| FuseMoEModalities=B2026.06 | 34.1 | — | — | |
| Lee-MMGRUModalities=B2026.06 | 33.33 | — | — | |
| TFModalities=B2026.06 | 33.33 | — | — | |
| TFModalities=C2026.06 | 33.33 | — | — | |
| Lee-MMGRUModalities=G2026.06 | 33.33 | — | — | |
| TFModalities=G2026.06 | 33.33 | — | — | |
| TFModalities=I2026.06 | 33.33 | — | — | |
| TFModalities=B,C2026.06 | 33.33 | — | — | |
| Lee-MMGRUModalities=B,G2026.06 | 33.33 | — | — | |
| TFModalities=B,G2026.06 | 33.33 | — | — | |
| TFModalities=C,G2026.06 | 33.33 | — | — | |
| TFModalities=I,B2026.06 | 33.33 | — | — | |
| TFModalities=I,C2026.06 | 33.33 | — | — | |
| TFModalities=I,G2026.06 | 33.33 | — | — | |
| TFModalities=I,B,C2026.06 | 33.33 | — | — | |
| TFModalities=I,B,G2026.06 | 33.33 | — | — | |
| TFModalities=I,C,G2026.06 | 33.33 | — | — | |
| TFModalities=B,C,G2026.06 | 33.32 | — | — | |
| Flex-MoEModalities=B2026.06 | — | 0.522 | — | |
| Flex-MoEModalities=C2026.06 | — | 0.965 | — | |
| Flex-MoEModalities=G2026.06 | — | 0.6011 | — | |
| Flex-MoEModalities=I2026.06 | — | 0.6632 | — | |
| Flex-MoEModalities=B,C2026.06 | — | 0.9573 | — | |
| Flex-MoEModalities=B,G2026.06 | — | 0.6293 | — | |
| Flex-MoEModalities=C,G2026.06 | — | 0.949 | — | |
| Flex-MoEModalities=I,B2026.06 | — | 0.6645 | — |