1k citations · 3.1k across the 56 of their papers we have counts for
3 papers · 1 filter
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…
Layered Logic Classifiers: Exploring the `And' and `Or' Relations
Zhuowen Tu, Piotr Dollar, Yingnian Wu
Designing effective and efficient classifier for pattern analysis is a key problem in machine learning and computer vision. Many the solutions to the problem require to perform log…