Table 3 Accuracy, precision, recall, F1-score, and specificity results obtained for each model and each class separately.
Model | Class | Accuracy (\(\%\)) | Precision (\(\%\)) | Recall (\(\%\)) | F1-score (\(\%\)) | Specificity (\(\%\)) |
---|---|---|---|---|---|---|
EfficientNet | AVL | 93.33 | 73.68 | 93.33 | 82.35 | 95.65 |
DRUSEN | 77.19 | 91.67 | 77.19 | 83.81 | 94.52 | |
NORMAL | 91.38 | 84.13 | 91.38 | 87.60 | 86.11 | |
InceptionV3 | AVL | 93.33 | 100.00 | 93.33 | 96.55 | 99.13 |
DRUSEN | 88.52 | 93.10 | 88.52 | 90.76 | 94.20 | |
NORMAL | 94.44 | 87.93 | 94.44 | 91.07 | 90.80 | |
ResNet50 | AVL | 93.33 | 93.33 | 93.33 | 93.33 | 99.13 |
DRUSEN | 87.72 | 94.34 | 87.72 | 90.91 | 95.89 | |
NORMAL | 96.55 | 90.32 | 96.55 | 93.33 | 91.67 | |
VGG16 | AVL | 80.00 | 92.31 | 80.00 | 85.71 | 86.14 |
DRUSEN | 85.96 | 90.74 | 85.96 | 88.29 | 93.15 | |
NORMAL | 93.10 | 85.71 | 93.10 | 89.26 | 87.50 | |
ViT | AVL | 93.33 | 87.50 | 93.33 | 90.32 | 98.26 |
DRUSEN | 89.47 | 91.07 | 89.47 | 90.27 | 93.15 | |
NORMAL | 91.38 | 91.38 | 91.38 | 91.38 | 93.06 | |
RS-A ViT | AVL | 93.33 | 93.33 | 93.33 | 93.33 | 99.13 |
DRUSEN | 94.74 | 98.18 | 94.74 | 96.43 | 98.63 | |
NORMAL | 100.00 | 96.67 | 100.00 | 98.31 | 97.22 |