Accurate Shift Invariant Convolutional Neural Networks Using Gaussian-Hermite Moments

Jaspreet Singh, Petra Bosilj, Grzegorz Cielniak

The convolutional neural networks (CNNs) are not inherently shift invariant or equivariant. The downsampling operation, used in CNNs, is one of the key reasons which breaks the shi…