Table 8.
The mean validation accuracy of the neural networks for all samples.
Neural Network | Mean Validation Accuracy (%) | Standard Deviation (%) |
---|---|---|
ANN—with 1 hidden layer | 92.83 | 2.96 |
ANN—with 2 hidden layers | 91.79 | 4.23 |
CNN—1 convolution layer | 93.88 | 3.1 |
CNN—2 convolution layers | 93.88 | 2.16 |
CNN—3 convolution layers | 93.43 | 2.01 |
CNN—1 convolution and a pooling layer | 89.1 | 4.92 |
CNN—2 convolution and 2 pooling layers | 93.43 | 2.01 |
CNN—3 convolution and 3 pooling layers | 91.34 | 2.61 |