Generative Deep Deconvolutional Learning

Yunchen Pu, Xin Yuan, Lawrence Carin

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