Table 3.
Dataset | Classification | Sensitivity | Specificity | Precision | EER | FPR | F1 Score | Accuracy | Learning Time |
---|---|---|---|---|---|---|---|---|---|
OASIS (GM) |
Binary | 0.89 | 0.84 | 0.84 | 0.13 | 0.16 | - | 0.8621 | 93 min 6 s |
Multiple | 60.28% | 49.20% | 49.20% | 0.40 | 0.51 | 54.18% | 0.6028 | 76 min 14 s | |
OASIS (WM) |
Binary | 0.66 | 0.92 | 0.89 | 0.2 | 0.08 | - | 0.8046 | 120 min 4 s |
Multiple | 37.01% | 35.25% | 35.25% | 0.63 | 0.65 | 36.11% | 0.3701 | 113 min 23 s | |
OASIS (CSF) |
Binary | 0.66 | 0.88 | 0.85 | 0.22 | 0.12 | - | 0.7816 | 118 min 13 s |
Multiple | 67.33% | 62.63% | 62.63% | 0.33 | 0.38 | 64.90 | 0.6733 | 110 min 24 s | |
OASIS (Un-segmented) |
Binary | 1 | 0.82 | 0.847 | 0.1 | 0.18 | - | 0.8966 | 125 min 20 s |
Multiple | 92.85% | 74.27% | 74.27% | 0.07 | 0.26 | 82.53 | 0.9285 | 117 min 15 s |