TABLE 2.
Classification performance of the implemented framework without enhancement and segmentation using 5-FCV.
| Classifier | 5-FCV | TPR | TNR | PPV | F-Score | AUC | Accuracy |
| SVM | 1st Fold | 100 | 9111 | 97.94 | 98.96 | 95.55 | 98.29 |
| 2nd Fold | 100 | 86.67 | 96.94 | 98.45 | 93.33 | 97.45 | |
| 3rd Fold | 100 | 84.44 | 96.45 | 98.19 | 92.22 | 97.02 | |
| 4th Fold | 100 | 86.67 | 96.94 | 98.45 | 93.33 | 97.45 | |
| 5th Fold | 100 | 86.67 | 96.94 | 98.45 | 93.33 | 97.45 | |
| KNN | 1st Fold | 96.84 | 77.78 | 94.84 | 95.83 | 87.31 | 93.19 |
| 2nd Fold | 97.37 | 82.22 | 95.85 | 96.6 | 89.79 | 94.47 | |
| 3rd Fold | 98.42 | 75.55 | 94.44 | 96.38 | 86.98 | 94.04 | |
| 4th Fold | 97.37 | 80 | 95.36 | 96.35 | 88.68 | 94.04 | |
| 5th Fold | 97.37 | 75.55 | 94.38 | 95.85 | 86.46 | 93.19 | |
| GB | 1st Fold | 93.68 | 93.33 | 98.34 | 94.97 | 93.5 | 93.61 |
| 2nd Fold | 98.95 | 91.11 | 97.92 | 98.43 | 95.03 | 97.44 | |
| 3rd Fold | 97.89 | 88.89 | 97.38 | 97.63 | 93.39 | 96.17 | |
| 4th Fold | 97.89 | 97.78 | 99.46 | 98.67 | 97.83 | 97.87 | |
| 5th Fold | 98.42 | 91.11 | 97.9 | 98.16 | 94.76 | 97.02 | |
| RF | 1st Fold | 100 | 95.55 | 98.96 | 99.47 | 97.77 | 99.15 |
| 2nd Fold | 99.47 | 95.55 | 98.95 | 99.21 | 97.51 | 98.72 | |
| 3rd Fold | 100 | 86.67 | 96.64 | 98.44 | 93.33 | 97.44 | |
| 4th Fold | 99.47 | 91.11 | 97.93 | 98.69 | 95.29 | 97.87 | |
| 5th Fold | 100 | 97.78 | 9947 | 99.73 | 98.89 | 99.57 |