Table 1.
Comparison of the average accuracies of the different DNNs.
| DNN | Average Accuracy (%) |
|
|---|---|---|
| Three-class Problem | Two-class Problem | |
| Xception | 78.84 | 93.59 |
| VGG16 | 81.68 | 96.48 |
| VGG19 | 80.08 | 95.36 |
| ResNet 50 | 80.71 | 95.51 |
| ResNet 152 | 79.55 | 95.68 |
| ResNet50V2 | 80.53 | 94.71 |
| ResNet101V2 | 76.88 | 93.95 |
| ResNet152V2 | 77.60 | 93.59 |
| InceptionV3 | 79.02 | 92.79 |
| InceptionResNetV2 | 68.44 | 90.72 |
| MobileNet | 79.55 | 95.51 |
| MobileNetV2 | 82.57 | 96.16 |
| DenseNet121 | 82.51 | 96.32 |
| DenseNet169 | 83.02 | 97.43 |
| DenseNet201 | 82.31 | 96.63 |
| NASNetMobile | 74.57 | 93.11 |
| EfficientNetB0 | 80.00 | 97.28 |