Table 2.
In this table, we have listed the parameters and functions we used in the training procedure.
| Training Parameters | Xception | ResNet50V2 | Concatenated Network |
|---|---|---|---|
| Learning Rate | 1e-4 | 1e-4 | 1e-4 |
| Batch Size | 30 | 30 | 20 |
| Optimizer | Nadam | Nadam | Nadam |
|
Loss Function |
Categorical Crossentopy |
Categorical Crossentopy |
Categorical Crossentopy |
| Epochs per each Training Phase |
100 |
100 | 100 |
| Horizontal/Vertical flipping |
Yes |
Yes | Yes |
| Zoom Range | 5% | 5% | 5% |
| Rotation Range | 0–360° | 0–360° | 0–360° |
| Width/Height Shifting |
5% |
5% | 5% |
| Shift Range | 5% | 5% | 5% |
| Re-scaling | 1/255 | 1/255 | 1/255 |