Table 15.
KFold | Accuracy | Precision | Recall (Sensitivity) | Specificity | F1-score | |
---|---|---|---|---|---|---|
Without GAN | Fold1 | 0.9847 | 0.9968 | 0.9720 | 0.9970 | 0.9842 |
Fold2 | 0.9847 | 0.9968 | 0.9720 | 0.9970 | 0.9842 | |
Fold3 | 0.9863 | 0.9906 | 0.9813 | 0.9910 | 0.9859 | |
Fold4 | 0.9847 | 0.9905 | 0.9782 | 0.9910 | 0.9843 | |
Fold5 | 0.9893 | 0.9906 | 0.9875 | 0.9910 | 0.9891 | |
Overall | 0.9860 | 0.9931 | 0.9782 | 0.9934 | 0.9856 | |
With GAN | Fold1 | 0.9908 | 0.9937 | 0.9875 | 0.9940 | 0.9906 |
Fold2 | 0.9924 | 0.9969 | 0.9875 | 0.9970 | 0.9922 | |
Fold3 | 0.9954 | 0.9969 | 0.9938 | 0.9970 | 0.9953 | |
Fold4 | 0.9954 | 1.0000 | 0.9907 | 1.0000 | 0.9953 | |
Fold5 | 0.9969 | 1.0000 | 0.9938 | 1.0000 | 0.9969 | |
Overall | 0.9942 | 0.9975 | 0.9907 | 0.9976 | 0.9941 |