bwosh / augmix

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

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Project description

This repository contains demo of AUGMIX augmentation images with demo code how to use in your code.

Changes

The code was forked from google-research/augmix.
Since some of normalizations were making output image un-demo-able I removed normalization code from the orginal pipeline.

Results

Sample results processed by the demo notebook code is (first column is the original image, then 5 augmented samples):

augmix sample


AUGMIX code: Copyright 2019 Google LLC
Paper: "A Simple Data Processing Method to Improve Robustness and Uncertainty"
Authors: Hendrycks, Dan and Mu, Norman and Cubuk, Ekin D. and Zoph, Barret and Gilmer, Justin and Lakshminarayanan, Balaji

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

License:Apache License 2.0


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Language:Jupyter Notebook 99.8%Language:Python 0.2%