AugMix: A Simple Data Processing Method to Improve Robustness and
Uncertainty

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AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty

5 December 2019

Justin Gilmer

Balaji Lakshminarayanan

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Papers citing "AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty"

12 / 62 papers shown

Title
Examining the Impact of Blur on Recognition by Convolutional Networks Igor Vasiljevic Ayan Chakrabarti Gregory Shakhnarovich 54 197 0 17 Nov 2016
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Zhuowen Tu Kaiming He 517 10,330 0 16 Nov 2016
A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks Dan Hendrycks Kevin Gimpel UQCV 158 3,454 0 07 Oct 2016
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 772 36,813 0 25 Aug 2016
SGDR: Stochastic Gradient Descent with Warm Restarts I. Loshchilov Frank Hutter ODL 333 8,130 0 13 Aug 2016
Wide Residual Networks Sergey Zagoruyko N. Komodakis 340 7,985 0 23 May 2016
Improving the Robustness of Deep Neural Networks via Stability Training Stephan Zheng Yang Song Thomas Leung Ian Goodfellow OOD 50 638 0 15 Apr 2016
Weight Normalization: A Simple Reparameterization to Accelerate Training of Deep Neural Networks Tim Salimans Diederik P. Kingma ODL 194 1,942 0 25 Feb 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,020 0 10 Dec 2015
Posterior calibration and exploratory analysis for natural language processing models Khanh Nguyen Brendan O'Connor 157 139 0 21 Aug 2015
Striving for Simplicity: The All Convolutional Net Jost Tobias Springenberg Alexey Dosovitskiy Thomas Brox Martin Riedmiller FAtt 248 4,672 0 21 Dec 2014
Learning with Pseudo-Ensembles Philip Bachman O. Alsharif Doina Precup 89 598 0 16 Dec 2014