Table 11 Evaluation results of different sizes of fully connected layer on CNN model
Size of fully connected layer | Model accuracy (%) |
|---|---|
2 layers (128 neurons) | 86.4 |
3 layers (256 neurons) | 86.4 |
4 layers (512 neurons) | 88.1 |
5 layers (1024 neurons) | 87.9 |
6 layers (2048 neurons) | 88.9 |
7 layers (4096 neurons) | 89.6 |
8 layers (8192 neurons) | 89.8 |
9 layers (16,384 neurons) | 90.6 |