Search Results for author: Patrick W. Gallagher

Found 2 papers, 1 papers with code

What Happened to My Dog in That Network: Unraveling Top-down Generators in Convolutional Neural Networks

no code implementations23 Nov 2015 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 Networks (CNNs).

Data Augmentation Zero-Shot Learning

Generalizing Pooling Functions in Convolutional Neural Networks: Mixed, Gated, and Tree

2 code implementations30 Sep 2015 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.

Image Classification

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