Topology Reduction in Deep Convolutional Feature Extraction Networks

Thomas Wiatowski, Philipp Grohs, Helmut Bölcskei

Deep convolutional neural networks (CNNs) used in practice employ potentially hundreds of layers and $10$,$000$s of nodes. Such network sizes entail significant computational compl…