113 citations · 120 across the 2 of their papers we have counts for
3 papers
What Happened to My Dog in That Network: Unraveling Top-down Generators in Convolutional Neural Networks
Patrick W. Gallagher, Shuai Tang, Zhuowen Tu
Top-down information plays a central role in human perception, but plays relatively little role in many current state-of-the-art deep networks, such as Convolutional Neural Network…
Generalizing Pooling Functions in Convolutional Neural Networks: Mixed, Gated, and Tree
Chen-Yu Lee, Patrick W. Gallagher, Zhuowen Tu
We seek to improve deep neural networks by generalizing the pooling operations that play a central role in current architectures. We pursue a careful exploration of approaches to a…
Deeply-Supervised Nets
Chen-Yu Lee, Saining Xie, Patrick Gallagher +2
Our proposed deeply-supervised nets (DSN) method simultaneously minimizes classification error while making the learning process of hidden layers direct and transparent. We make an…