In order to better understand the computational and memory gains of the optimization, we have compared the Starting CNN, the CNN B and the CNN I. CNNs B and I have been selected in different steps of the optimization procedure. The comparison is performed both in terms of the required memory and the running time. Results are presented in Table 4.