1k citations · 2.3k across the 24 of their papers we have counts for
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stat.ML2015★ 113 cited
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…
stat.ML2014★ 1k cited
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…