Alzheimer stage classification on ADNI
79.64Macro F1LongMoE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LongMoEModalities=B2026.06 | 79.64 | — | — | |
| LongMoEModalities=I,B,C,G2026.06 | 79.64 | — | — | |
| LongMoEModalities=G2026.06 | 79.17 | — | — | |
| LongMoEModalities=I,C,G2026.06 | 79.11 | — | — | |
| LongMoEModalities=B,G2026.06 | 78.82 | — | — | |
| LongMoEModalities=I,C2026.06 | 78.77 | — | — | |
| LongMoEModalities=I,B,C2026.06 | 78.54 | — | — | |
| LongMoEModalities=I,G2026.06 | 78.09 | — | — | |
| LongMoEModalities=I,B,G2026.06 | 78.09 | — | — | |
| LongMoEModalities=I2026.06 | 78.08 | — | — | |
| LongMoEModalities=I,B2026.06 | 78.08 | — | — | |
| LongMoEModalities=C,G2026.06 | 77.55 | — | — | |
| Lee-MMGRUModalities=C2026.06 | 77.33 | — | — | |
| Lee-MMGRUModalities=B,C2026.06 | 77.33 | — | — | |
| Lee-MMGRUModalities=C,G2026.06 | 77.33 | — | — | |
| Lee-MMGRUModalities=B,C,G2026.06 | 77.33 | — | — | |
| LongMoEModalities=B,C,G2026.06 | 77.33 | — | — | |
| LongMoEModalities=C2026.06 | 77.07 | — | — | |
| LongMoEModalities=B,C2026.06 | 77.07 | — | — | |
| MulTModalities=C,G2026.06 | 76.5 | — | — | |
| FuseMoEModalities=B,C,G2026.06 | 75.24 | — | — | |
| FuseMoEModalities=B,C2026.06 | 75.16 | — | — | |
| MulTModalities=B,C,G2026.06 | 75.13 | — | — | |
| Lee-MMGRUModalities=I,C2026.06 | 74.84 | — | — | |
| Lee-MMGRUModalities=I,B,C2026.06 | 74.84 | — | — | |
| Lee-MMGRUModalities=I,C,G2026.06 | 74.84 | — | — | |
| FuseMoEModalities=C,G2026.06 | 74.63 | — | — | |
| MulTModalities=B,C2026.06 | 74.29 | — | — | |
| FuseMoEModalities=C2026.06 | 74.14 | — | — | |
| Flex-MoEModalities=B,C,G2026.06 | 74.02 | — | — | |
| Flex-MoEModalities=C,G2026.06 | 73.06 | — | — | |
| Flex-MoEModalities=C2026.06 | 72.05 | — | — | |
| FuseMoEModalities=I,C2026.06 | 71.84 | — | — | |
| MulTModalities=C2026.06 | 71.6 | — | — | |
| FuseMoEModalities=I,B,C2026.06 | 71.28 | — | — | |
| Flex-MoEModalities=B,C2026.06 | 70.78 | — | — | |
| MulTModalities=I,C,G2026.06 | 70.56 | — | — | |
| FuseMoEModalities=I,C,G2026.06 | 70.32 | — | — | |
| Flex-MoEModalities=I,C,G2026.06 | 68.43 | — | — | |
| Flex-MoEModalities=I,B,C2026.06 | 68.4 | — | — | |
| MulTModalities=I,C2026.06 | 67.21 | — | — | |
| MulTModalities=I,B,C2026.06 | 66.88 | — | — | |
| Flex-MoEModalities=I,C2026.06 | 66.53 | — | — | |
| Flex-MoEModality Combination=I, G, C, B2024.10 | 64.73 | — | — | |
| Flex-MoEModality Combination=G, C, B2024.10 | 64.15 | — | — | |
| [33]Modality Combination=C, B2024.10 | 63.46 | — | — | |
| Flex-MoEModality Combination=I, G, C2024.10 | 61.98 | — | — | |
| MulTModality Combination=I, G, C2024.10 | 61.82 | — | — | |
| Flex-MoEModality Combination=G, B2024.10 | 61.65 | — | — | |
| Flex-MoEModality Combination=I, C, B2024.10 | 61.6 | — | — | |
| MAGModality Combination=I, G, C, B2024.10 | 61.38 | — | — | |
| [33]Modality Combination=I, C, B2024.10 | 61.34 | — | — | |
| FuseMoEModality Combination=I, G, C2024.10 | 61.3 | — | — | |
| MAGModality Combination=I, G, C2024.10 | 61.07 | — | — | |
| MAGModality Combination=I, G2024.10 | 61.06 | — | — | |
| Flex-MoEModality Combination=I, G2024.10 | 61.05 | — | — | |
| FuseMoEModality Combination=I, G2024.10 | 61.04 | — | — | |
| MulTModality Combination=I, G2024.10 | 60.59 | — | — | |
| [33]Modality Combination=G, C, B2024.10 | 60.57 | — | — | |
| ShaSpecModality Combination=G, C, B2024.10 | 60.57 | — | — | |
| TFModality Combination=I, G2024.10 | 60.03 | — | — | |
| MulTModality Combination=I, G, C, B2024.10 | 59.58 | — | — | |
| FuseMoEModality Combination=I, G, C, B2024.10 | 59.55 | — | — | |
| Flex-MoEModality Combination=I, G, B2024.10 | 59.45 | — | — | |
| Flex-MoEModality Combination=G, C2024.10 | 59.44 | — | — | |
| Flex-MoEModality Combination=C, B2024.10 | 59.13 | — | — | |
| LIMOEModality Combination=I, G2024.10 | 58.75 | — | — | |
| Flex-MoEModality Combination=I, B2024.10 | 58.5 | — | — | |
| [33]Modality Combination=I, B2024.10 | 57.93 | — | — | |
| [33]Modality Combination=I, G, C, B2024.10 | 57.93 | — | — | |
| [33]Modality Combination=I, C2024.10 | 57.36 | — | — | |
| TFModality Combination=I, G, C, B2024.10 | 57.27 | — | — | |
| ShaSpecModality Combination=G, B2024.10 | 56.32 | — | — | |
| ShaSpecModality Combination=C, B2024.10 | 55.46 | — | — | |
| [59]Modality Combination=I, G, B2024.10 | 55.46 | — | — | |
| [33]Modality Combination=I, G, B2024.10 | 54.82 | — | — | |
| TFModality Combination=I, C2024.10 | 54.45 | — | — | |
| TFModality Combination=I, G, C2024.10 | 54.31 | — | — | |
| Flex-MoEModality Combination=I, C2024.10 | 54.16 | — | — | |
| [33]Modality Combination=I, G, C2024.10 | 53.86 | — | — | |
| TFModality Combination=I, G, B2024.10 | 53.7 | — | — | |
| mmFormerModality Combination=I, G, C, B2024.10 | 53.64 | — | — | |
| LIMOEModality Combination=I, G, C, B2024.10 | 53.63 | — | — | |
| MAGModality Combination=I, B2024.10 | 53.36 | — | — | |
| FuseMoEModality Combination=I, C2024.10 | 53.32 | — | — | |
| [59]Modality Combination=I, G2024.10 | 52.92 | — | — | |
| LIMOEModality Combination=I, G, B2024.10 | 52.8 | — | — | |
| [33]Modality Combination=I, G2024.10 | 52.75 | — | — | |
| FuseMoEModality Combination=I, G, B2024.10 | 52.75 | — | — | |
| MAGModality Combination=I, C2024.10 | 52.72 | — | — | |
| LIMOEModality Combination=I, B2024.10 | 52.7 | — | — | |
| MulTModality Combination=I, B2024.10 | 52.64 | — | — | |
| TFModality Combination=I, C, B2024.10 | 52.64 | — | — | |
| MAGModality Combination=I, G, B2024.10 | 52.54 | — | — | |
| MulTModality Combination=I, G, B2024.10 | 52.46 | — | — | |
| LIMOEModality Combination=I, C, B2024.10 | 52.41 | — | — | |
| MAGModality Combination=I, C, B2024.10 | 52.02 | — | — | |
| MulTModality Combination=I, C2024.10 | 51.88 | — | — | |
| LIMOEModality Combination=I, C2024.10 | 51.84 | — | — | |
| ShaSpecModality Combination=I, G, B2024.10 | 51.8 | — | — |