371 citations · 779 across the 19 of their papers we have counts for
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2 papers · 1 filter
cs.CV2015★ 13 cited
A Deep Generative Deconvolutional Image Model
Yunchen Pu, Xin Yuan, Andrew Stevens +2
A deep generative model is developed for representation and analysis of images, based on a hierarchical convolutional dictionary-learning framework. Stochastic {\em unpooling} is e…
stat.ML2015★ 5 cited
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…