Table 5.
Systems | Classes of ADNI Dataset |
Accuracy % | Sensitivity % | AUC % | Precision % | Specificity % |
---|---|---|---|---|---|---|
FFNN with features of GoogLeNet and handcrafted | AD | 88.2 | 88.2 | 89.2 | 85.7 | 97.7 |
CN | 98.3 | 98.1 | 93.2 | 95 | 96.4 | |
EMCI | 87.5 | 87.7 | 93.9 | 95.5 | 98.6 | |
LMCI | 71.4 | 71.2 | 87.6 | 83.3 | 99 | |
MCI | 91.5 | 90.9 | 92.1 | 89.6 | 97.9 | |
Average ratio | 92.3 | 87.22 | 91.2 | 89.82 | 97.92 | |
FFNN with features of Dense-Net-121 and handcrafted | AD | 94.1 | 94.2 | 95.1 | 82.1 | 96.9 |
CN | 95.7 | 96.1 | 97.2 | 98.2 | 99.2 | |
EMCI | 95.8 | 95.8 | 96.1 | 95.8 | 98.7 | |
LMCI | 78.6 | 79.4 | 88.4 | 73.3 | 98.1 | |
MCI | 89.4 | 88.9 | 94.9 | 95.5 | 99.2 | |
Average ratio | 93.4 | 90.88 | 94.34 | 88.98 | 98.42 |