- Decrease the learning rate.
- Increasing (multiplying) the number of filters in each convolution layer in the ANN.
- Add extra convolutional layers (can duplicate the existing ones).
- Add more DropOut layers.
All , and any of these steps lead to improving generality accuracy of the ANN model.