2.6k citations · 4.6k across the 52 of their papers we have counts for
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stat.ML2013★ 87 cited
Improving Deep Neural Networks with Probabilistic Maxout Units
Jost Tobias Springenberg, Martin Riedmiller
We present a probabilistic variant of the recently introduced maxout unit. The success of deep neural networks utilizing maxout can partly be attributed to favorable performance un…
cs.CV2013★ 40 cited
Unsupervised feature learning by augmenting single images
Alexey Dosovitskiy, Jost Tobias Springenberg, Thomas Brox
When deep learning is applied to visual object recognition, data augmentation is often used to generate additional training data without extra labeling cost. It helps to reduce ove…