Improving Shift Invariance in Convolutional Neural Networks with Translation Invariant Polyphase Sampling

Sourajit Saha, Tejas Gokhale

Downsampling operators break the shift invariance of convolutional neural networks (CNNs) and this affects the robustness of features learned by CNNs when dealing with even small p…