Table 6.
Model performance summary.
| Model | Image Mode & Training Records | Testing F1 Score |
|---|---|---|
| VGG16 | X-ray No overfitting evident (dropout Apply) |
0.87 |
| VGG19 | X-ray No overfitting evident (dropout Apply) |
0.88 |
| InceptionV3 | X-ray No overfitting evident (dropout Apply) |
0.91 |
| ResNet50 | X-ray No overfitting evident (dropout Apply) |
0.82 |
| ResNet101 | X-ray No overfitting evident (dropout Apply) |
0.93 |
| GoogLeNet | X-ray No overfitting evident (dropout Apply) |
0.90 |
| MobileNetV2 | X-ray No overfitting evident (dropout Apply) |
0.95 |
| AlexNet | X-ray No overfitting evident (dropout Apply) |
0.87 |
| EfficientNetB7 | X-ray No overfitting evident (dropout Apply) |
0.92 |
| DenseNet121 | X-ray No overfitting evident (dropout Apply) |
0.94 |
| NFNet | X-ray No overfitting evident (dropout Apply) |
0.92 |
| Modified MobileNetV2 (Proposed Method) |
X-ray No overfitting evident (dropout Apply) |
0.98 |