Alzheimer's Diagnosis on OASIS-3
90.3AccuracyPRA-PoE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PRA-PoEParams (M)=13.8, FLOPs (G)=18.4, Speed (ms)=8.12026.05 | 90.3 | 89.5 | 64.3 | |
| MoE-retrieverParams (M)=15.1, FLOPs (G)=18.4, Speed (ms)=74.22026.05 | 89.8 | 86.4 | 58 | |
| FuseMoEParams (M)=118.8, FLOPs (G)=18.5, Speed (ms)=2.52026.05 | 88.9 | 86.6 | 57.7 | |
| Flex-MoEParams (M)=13.8, FLOPs (G)=18.4, Speed (ms)=28.02026.05 | 88.7 | 87.5 | 57.3 | |
| M3CareParams (M)=19.2, FLOPs (G)=18.4, Speed (ms)=11.92026.05 | 88.5 | 88.7 | 52.9 | |
| ShareSpecParams (M)=144.1, FLOPs (G)=482.4, Speed (ms)=43.92026.05 | 87.7 | 88.2 | 51 | |
| mmFormerParams (M)=26.4, FLOPs (G)=65.2, Speed (ms)=31.72026.05 | 86.8 | 72.8 | 40.3 | |
| AnyModParams (M)=11.9, FLOPs (G)=92.4, Speed (ms)=129.82026.05 | 85.5 | 82.3 | 51.5 | |
| Lee-MMGRUModalities=I,C2026.06 | 65.96 | — | — | |
| Lee-MMGRUModalities=C2026.06 | 65.55 | — | — | |
| Lee-MMGRUModalities=I,C,G2026.06 | 65.37 | — | — | |
| Lee-MMGRUModalities=C,G2026.06 | 64.86 | — | — | |
| LongMoEModalities=I,C,G2026.06 | 64 | — | — | |
| LongMoEModalities=C,G2026.06 | 63.69 | — | — | |
| LongMoEModalities=I,C2026.06 | 62.45 | — | — | |
| LongMoEModalities=C2026.06 | 62.26 | — | — | |
| LongMoEModalities=I2026.06 | 54.44 | — | — | |
| LongMoEModalities=I,G2026.06 | 54.08 | — | — | |
| LongMoEModalities=G2026.06 | 52.68 | — | — | |
| Flex-MoEModalities=I,C,G2026.06 | 46.79 | — | — | |
| MulTModalities=I,C,G2026.06 | 45.9 | — | — | |
| Lee-MMGRUModalities=I2026.06 | 44.92 | — | — | |
| FuseMoEModalities=I,C,G2026.06 | 44.85 | — | — | |
| Lee-MMGRUModalities=I,G2026.06 | 44.85 | — | — | |
| Flex-MoEModalities=I,C2026.06 | 44.46 | — | — | |
| FuseMoEModalities=I,C2026.06 | 44.29 | — | — | |
| MulTModalities=I,C2026.06 | 42.77 | — | — | |
| Flex-MoEModalities=C,G2026.06 | 39.58 | — | — | |
| MulTModalities=C,G2026.06 | 38.36 | — | — | |
| FuseMoEModalities=C,G2026.06 | 35.42 | — | — | |
| Lee-MMGRUModalities=G2026.06 | 35.22 | — | — | |
| TFModalities=I,C,G2026.06 | 34.94 | — | — | |
| FuseMoEModalities=I,G2026.06 | 34.75 | — | — | |
| FuseMoEModalities=I2026.06 | 34 | — | — | |
| Flex-MoEModalities=I,G2026.06 | 33.57 | — | — | |
| MulTModalities=C2026.06 | 33.33 | — | — | |
| MulTModalities=G2026.06 | 33.33 | — | — | |
| MulTModalities=I2026.06 | 33.33 | — | — | |
| Flex-MoEModalities=C2026.06 | 33.33 | — | — | |
| Flex-MoEModalities=G2026.06 | 33.33 | — | — | |
| Flex-MoEModalities=I2026.06 | 33.33 | — | — | |
| FuseMoEModalities=C2026.06 | 33.33 | — | — | |
| FuseMoEModalities=G2026.06 | 33.33 | — | — | |
| TFModalities=C2026.06 | 33.33 | — | — | |
| TFModalities=G2026.06 | 33.33 | — | — | |
| TFModalities=I2026.06 | 33.33 | — | — | |
| TFModalities=C,G2026.06 | 33.33 | — | — | |
| TFModalities=I,C2026.06 | 33.33 | — | — | |
| TFModalities=I,G2026.06 | 33.33 | — | — | |
| MulTModalities=I,G2026.06 | 33.25 | — | — | |
| Flex-MoEModalities=C2026.06 | — | — | 0 | |
| Flex-MoEModalities=G2026.06 | — | — | 0 | |
| Flex-MoEModalities=I2026.06 | — | — | 0 | |
| Flex-MoEModalities=C,G2026.06 | — | — | 2.56 | |
| Flex-MoEModalities=I,C2026.06 | — | — | 44.44 | |
| Flex-MoEModalities=I,G2026.06 | — | — | 7.95 | |
| Flex-MoEModalities=I,C,G2026.06 | — | — | 36.57 | |
| Flex-MoEModalities=C2026.06 | — | 50.07 | — | |
| Flex-MoEModalities=G2026.06 | — | 49.93 | — | |
| Flex-MoEModalities=I2026.06 | — | 53.13 | — | |
| Flex-MoEModalities=C,G2026.06 | — | 67.22 | — | |
| Flex-MoEModalities=I,C2026.06 | — | 76.51 | — | |
| Flex-MoEModalities=I,G2026.06 | — | 66.32 | — | |
| Flex-MoEModalities=I,C,G2026.06 | — | 80.3 | — | |
| FuseMoEModalities=C2026.06 | — | — | 0 | |
| FuseMoEModalities=G2026.06 | — | — | 0 | |
| FuseMoEModalities=I2026.06 | — | — | 0 | |
| FuseMoEModalities=C,G2026.06 | — | — | 4.17 | |
| FuseMoEModalities=I,C2026.06 | — | — | 46.22 | |
| FuseMoEModalities=I,G2026.06 | — | — | 15.14 | |
| FuseMoEModalities=I,C,G2026.06 | — | — | 43.17 | |
| FuseMoEModalities=C2026.06 | — | 49.91 | — | |
| FuseMoEModalities=G2026.06 | — | 50.16 | — | |
| FuseMoEModalities=I2026.06 | — | 53.09 | — | |
| FuseMoEModalities=C,G2026.06 | — | 62.92 | — | |
| FuseMoEModalities=I,C2026.06 | — | 76.63 | — | |
| FuseMoEModalities=I,G2026.06 | — | 63.88 | — | |
| FuseMoEModalities=I,C,G2026.06 | — | 78.11 | — | |
| Lee-MMGRUModalities=C2026.06 | — | — | 45.81 | |
| Lee-MMGRUModalities=G2026.06 | — | — | 1.31 | |
| Lee-MMGRUModalities=I2026.06 | — | — | 6.49 | |
| Lee-MMGRUModalities=C,G2026.06 | — | — | 36.52 | |
| Lee-MMGRUModalities=I,C2026.06 | — | — | 49.94 | |
| Lee-MMGRUModalities=I,G2026.06 | — | — | 5.33 | |
| Lee-MMGRUModalities=I,C,G2026.06 | — | — | 41.44 | |
| Lee-MMGRUModalities=C2026.06 | — | 87.76 | — | |
| Lee-MMGRUModalities=G2026.06 | — | 52.64 | — | |
| Lee-MMGRUModalities=I2026.06 | — | 67.6 | — | |
| Lee-MMGRUModalities=C,G2026.06 | — | 86.74 | — | |
| Lee-MMGRUModalities=I,C2026.06 | — | 85.68 | — | |
| Lee-MMGRUModalities=I,G2026.06 | — | 66.72 | — | |
| Lee-MMGRUModalities=I,C,G2026.06 | — | 83.3 | — | |
| LongMoEModalities=C2026.06 | — | — | 47.54 | |
| LongMoEModalities=G2026.06 | — | — | 8.64 | |
| LongMoEModalities=I2026.06 | — | — | 19.44 | |
| LongMoEModalities=C,G2026.06 | — | — | 50.64 | |
| LongMoEModalities=I,C2026.06 | — | — | 48.27 | |
| LongMoEModalities=I,G2026.06 | — | — | 8.64 | |
| LongMoEModalities=I,C,G2026.06 | — | — | 48.86 | |
| LongMoEModalities=C2026.06 | — | 86.3 | — |