Table 6.
Performance Evaluation of all models.
| Class | Precision % |
Sensitivity % |
F1 Score % |
TP | FP | FN | TN | Accuracy % |
Loss | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Thin | Thick | Thin | Thick | Thin | Thick | Thin | Thick | Thin | Thick | Thin | Thick | Thin | Thick | Thin | Thick | Thin | Thick | ||
| Proposed Model | Inf. | 95.00 | 96.00 | 97.00 | 98.00 | 96.00 | 97.00 | 4044 | 2918 | 197 | 132 | 131 | 50 | 3896 | 2900 | 96.03 | 96.97 | 0.12 | 0.08 |
| Uninf. | 97.00 | 98.00 | 95.00 | 96.00 | 96.00 | 97.00 | |||||||||||||
| VGG16 | Inf. | 76.00 | 90.00 | 85.00 | 93.00 | 80.00 | 91.00 | 3807 | 2256 | 434 | 794 | 273 | 454 | 3754 | 2496 | 91.45 | 79.20 | 0.21 | 0.45 |
| Uninf. | 83.00 | 93.00 | 74.00 | 90.00 | 78.00 | 92.00 | |||||||||||||
| ResNet50 | Inf. | 62.00 | 67.00 | 80.00 | 75.00 | 70.00 | 71.00 | 2224 | 1974 | 2017 | 1076 | 799 | 726 | 3228 | 2224 | 65.94 | 69.97 | 0.62 | 0.57 |
| Uninf. | 74.00 | 73.00 | 52.00 | 65.00 | 61.00 | 69.00 | |||||||||||||
| InceptionV3 | Inf. | 75.00 | 76.00 | 77.00 | 93.00 | 76.00 | 84.00 | 3064 | 2297 | 1177 | 753 | 289 | 671 | 3738 | 2279 | 82.27 | 76.27 | 0.39 | 0.48 |
| Uninf. | 77.00 | 91.00 | 75.00 | 72.00 | 76.00 | 81.00 | |||||||||||||