模态 | 方法 | EMCI vs. NC | LMCI vs. NC | AD vs. NC | |||||||||
ACC | SEN | SPE | AUC | ACC | SEN | SPE | AUC | ACC | SEN | SPE | AUC | ||
fMRI | SVM | 72.66 | 78.12 | 67.19 | 79.32 | 75.00 | 68.75 | 81.25 | 80.21 | 79.69 | 79.69 | 79.69 | 83.78 |
Ours | 79.69 | 82.81 | 76.56 | 82.15 | 83.59 | 81.25 | 85.94 | 82.45 | 86.72 | 90.62 | 82.81 | 87.35 | |
fMRI & DTI | MPCA | 78.12 | 78.12 | 78.12 | 79.57 | 80.47 | 76.56 | 84.38 | 85.83 | 85.16 | 89.06 | 81.25 | 84.72 |
DCNN | 82.03 | 81.25 | 82.81 | 83.69 | 85.16 | 84.38 | 86.94 | 89.69 | 89.06 | 93.75 | 84.38 | 91.84 | |
Ours | 86.72 | 90.62 | 82.81 | 88.50 | 91.41 | 87.50 | 95.31 | 92.60 | 94.53 | 96.88 | 92.19 | 96.26 |