The model's summary:
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
conv2d_1 (Conv2D) (None, 78, 88, 32) 896
_________________________________________________________________
conv2d_2 (Conv2D) (None, 76, 86, 32) 9248
_________________________________________________________________
max_pooling2d_1 (MaxPooling2 (None, 38, 43, 32) 0
_________________________________________________________________
dropout_1 (Dropout) (None, 38, 43, 32) 0
_________________________________________________________________
flatten_1 (Flatten) (None, 52288) 0
_________________________________________________________________
dense_1 (Dense) (None, 128) 6692992
_________________________________________________________________
dropout_2 (Dropout) (None, 128) 0
_________________________________________________________________
dense_2 (Dense) (None, 2) 258
=================================================================
Total params: 6,703,394
Trainable params: 6,703,394
Non-trainable params: 0
_________________________________________________________________Accuracy on train set: 99.9
Accuracy on test set: 88.99