A Generative Model for Deep Convolutional Learning

Yunchen Pu, Xin Yuan, Lawrence Carin

A generative model is developed for deep (multi-layered) convolutional dictionary learning. A novel probabilistic pooling operation is integrated into the deep model, yielding effi…