Deep learning techniques applied in computer vision

Analytical expressions for visual representations have been derived and they have been related to convolutional neural networks. In this document we want to verify the relationship between such representations and the CNNs. In order to accomplish this task we adopted a practical approach: we implemented a CNN and we ran several simulations with different configurations. Using the accuracy rating as measurement, we have been able to evaluate whether or not our changes were beneficial