Theoretical luminosity functions of the spiral population with the perturbed values of the parameters used to train the network. The parameters used for each curve are listed in Eq. (29). The explicit features in the data, generated from these functions, provide the differences that the IMNN will become sensitive to when training, therefore mapping the effect of log₁₀(ϕ^*) and M^* to informative summaries.