Table 2. Validation accuracy according to different deep learning architectures and training epochs.
Models | Epochs | Accuracy (%) |
---|---|---|
Deep learning (CNN) | 10 | 92.5 |
25 | 96.3 | |
50 | 96.1 | |
Deep learning (CNN without batch normalization) | 10 | 88.2 |
25 | 93.5 | |
50 | 94.0 | |
Deep learning (CNN without dropout) | 10 | 92.1 |
25 | 95.5 | |
50 | 92.9 |
CNN, Convolutional neural network