575 citations · 584 across the 2 of their papers we have counts for
2 papers
cs.LG2013★ 575 cited
Stochastic Pooling for Regularization of Deep Convolutional Neural Networks
Matthew D. Zeiler, Rob Fergus
We introduce a simple and effective method for regularizing large convolutional neural networks. We replace the conventional deterministic pooling operations with a stochastic proc…
cs.CV2012★ 9 cited
Differentiable Pooling for Hierarchical Feature Learning
Matthew D. Zeiler, Rob Fergus
We introduce a parametric form of pooling, based on a Gaussian, which can be optimized alongside the features in a single global objective function. By contrast, existing pooling s…