Stochastic Pooling for Regularization of Deep Convolutional Neural Networks

International Conference on Learning Representations, 2013.

Cited by: 787|Bibtex|Views204
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Other Links: dblp.uni-trier.de|academic.microsoft.com|arxiv.org

Abstract:

We introduce a simple and effective method for regularizing large convolutional neural networks. We replace the conventional deterministic pooling operations with a stochastic procedure, randomly picking the activation within each pooling region according to a multinomial distribution, given by the activities within the pooling region. ...More

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