Table 2.
Model | Train accuracy | Val accuracy | Train loss | Val loss | Images | Precision | Recall | F1-score |
---|---|---|---|---|---|---|---|---|
Xception | 0.9596 | 0.9543 | 0.1155 | 0.1213 | Normal | 1.00 | 0.90 | 0.95 |
TB | 0.91 | 1.00 | 0.95 | |||||
InceptionV3 | 0.9800 | 0.9757 | 0.1160 | 0.1243 | Normal | 0.95 | 0.97 | 0.96 |
TB | 0.97 | 0.95 | 0.96 | |||||
MobileNetV2 | 0.9930 | 0.9793 | 0.0220 | 0.0548 | Normal | 0.96 | 1.00 | 0.98 |
TB | 1.00 | 0.96 | 0.98 | |||||
InceptionResNetV2 | 0.9912 | 0.9936 | 0.0340 | 0.0237 | Normal | 0.99 | 0.98 | 0.99 |
TB | 0.98 | 0.99 | 0.99 |