Table 1. The structure and parameters of our CNN model.
Layer (type) | Output Shape | #Parameters |
---|---|---|
conv1d_1 (Conv1D) | (None, 110, 16) | 144 |
max_pooling1d_1 (MaxPooling1D) | (None, 55, 16) | 0 |
conv1d_2 (Conv1D) | (None, 55, 32) | 1568 |
max_pooling1d_2 (MaxPooling1D) | (None, 28, 32) | 0 |
conv1d_3 (Conv1D) | (None, 28, 64) | 8256 |
max_pooling1d_3 (MaxPooling1D) | (None, 14, 64) | 0 |
conv1d_4 (Conv1D) | (None, 14, 128) | 41088 |
max_pooling1d_4 (MaxPooling1D) | (None, 7, 128) | 0 |
flatten_1 (Flatten) | (None, 896) | 0 |
dropout_1 (Dropout) | (None, 896) | 0 |
dense_1 (Dense) | (None, 128) | 114816 |
dropout_2 (Dropout) | (None, 128) | 0 |
dense_2 (Dense) | (None, 1) | 129 |
Total params: 166,001