Convolution layer (CONV) The convolution layer (CONV) uses filters that perform convolution functions as it can be scanning the enter $I$ with respect to its dimensions. Its hyperparameters involve the filter size $File$ and stride $S$. The resulting output $O$ is called characteristic map or ac