Stochastic Pooling for Regularization of Deep Convolutional Neural Networks
International Conference on Learning Representations, 2013.
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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