Linear CNNs Discover the Statistical Structure of the Dataset Using Only the Most Dominant Frequencies

Hannah Pinson, Joeri Lenaerts, Vincent Ginis

We here present a stepping stone towards a deeper understanding of convolutional neural networks (CNNs) in the form of a theory of learning in linear CNNs. Through analyzing the gr…