Table 2. The CNN structure and number of parameters.
| Layer | Output shape | Number of parameters |
|---|---|---|
| Convolution1 | 100 × 100 × 8 | 80 |
| Max Pooling1 | 50 × 50 × 8 | – |
| Convolution2 | 50 × 50 × 16 | 1,168 |
| Max Pooling2 | 25 × 25 × 16 | – |
| Convolution3 | 25 × 25 × 32 | 4,640 |
| Max Pooling3 | 12 × 12 × 32 | – |
| Convolution4 | 12 × 12 × 64 | 18,496 |
| Max Pooling4 | 6 × 6 × 64 | – |
| Convolution5 | 6 × 6 × 128 | 73,856 |
| Max Pooling5 | 3 × 3 × 128 | – |
| Flatten | 1,152 | – |
| Dense | 128 | 147,584 |
| Dense | 64 | 8,256 |
| Dropout | 64 | – |
| Dense | 1 | 9 |