Pooling is neither necessary nor sufficient for appropriate deformation
stability in CNNs

Pooling is neither necessary nor sufficient for appropriate deformation stability in CNNs

12 April 2018

Avraham Ruderman

Neil C. Rabinowitz

Papers citing "Pooling is neither necessary nor sufficient for appropriate deformation stability in CNNs"

15 / 15 papers shown

Title
On the importance of single directions for generalization Ari S. Morcos David Barrett Neil C. Rabinowitz M. Botvinick 46 331 0 19 Mar 2018
Geometric robustness of deep networks: analysis and improvement Can Kanbak Seyed-Mohsen Moosavi-Dezfooli P. Frossard OOD AAML 75 130 0 24 Nov 2017
Group Invariance, Stability to Deformations, and Complexity of Deep Convolutional Representations A. Bietti Julien Mairal 28 8 0 09 Jun 2017
Understanding deep learning requires rethinking generalization Chiyuan Zhang Samy Bengio Moritz Hardt Benjamin Recht Oriol Vinyals HAI 262 4,612 0 10 Nov 2016
Understanding data augmentation for classification: when to warp? S. Wong Adam Gatt V. Stamatescu Mark D Mcdonnell 62 904 0 28 Sep 2016
Understanding Deep Convolutional Networks S. Mallat FAtt AI4CE 95 639 0 19 Jan 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.3K 192,638 0 10 Dec 2015
Manitest: Are classifiers really invariant? Alhussein Fawzi P. Frossard 38 118 0 23 Jul 2015
Striving for Simplicity: The All Convolutional Net Jost Tobias Springenberg Alexey Dosovitskiy Thomas Brox Martin Riedmiller FAtt 174 4,653 0 21 Dec 2014
Understanding image representations by measuring their equivariance and equivalence Karel Lenc Andrea Vedaldi SSL FAtt 68 528 0 21 Nov 2014
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 891 99,991 0 04 Sep 2014
Fast Image Scanning with Deep Max-Pooling Convolutional Neural Networks Alessandro Giusti D. Ciresan Jonathan Masci L. Gambardella Jürgen Schmidhuber 158 348 0 07 Feb 2013
Invariant Scattering Convolution Networks Joan Bruna S. Mallat 73 1,272 0 05 Mar 2012
Group Invariant Scattering S. Mallat 88 986 0 12 Jan 2011
Deep Big Simple Neural Nets Excel on Handwritten Digit Recognition D. Ciresan U. Meier L. Gambardella Jürgen Schmidhuber 72 993 0 01 Mar 2010