Truly shift-equivariant convolutional neural networks with adaptive polyphase upsampling

Anadi Chaman, Ivan Dokmanić

Convolutional neural networks lack shift equivariance due to the presence of downsampling layers. In image classification, adaptive polyphase downsampling (APS-D) was recently prop…