From 90997911e57203bf317468461ac24818bf104f77 Mon Sep 17 00:00:00 2001 From: Claudio Michaelis Date: Fri, 19 Jul 2019 11:41:04 +0200 Subject: [PATCH] Add Citation --- README.md | 16 ++++++++++++++++ 1 file changed, 16 insertions(+) diff --git a/README.md b/README.md index 65b7668..f4237a6 100644 --- a/README.md +++ b/README.md @@ -29,5 +29,21 @@ for i in range(15): Note that the first 15 image corruptions are the common corruptions (the ones you get via `get_corruption_names()`). If you really wish to use these as data augmentation, there exist four additional validation corruptions which can be accessed via `get_corruption_names('validation')` which should then be used to test the corruption robustness of the trained model. +## Citation + +If you use our code or the imagecorruptions package, please consider citing: +``` +@article{michaelis2019dragon, + title={Benchmarking Robustness in Object Detection: + Autonomous Driving when Winter is Coming}, + author={Michaelis, Claudio and Mitzkus, Benjamin and + Geirhos, Robert and Rusak, Evgenia and + Bringmann, Oliver and Ecker, Alexander S. and + Bethge, Matthias and Brendel, Wieland}, + journal={arXiv}, + year={2019} +} +``` + ## Credit and Changelog This package is an extension of the image corruption functions provided by Dan Hendrycks in the repository [corruptions](https://github.com/hendrycks/robustness). The image corruptions implemented by Hendrycks are generalized to work on images with arbitrary image dimensions and aspect ratios aswell as on grayscale images. We furthermore removed the dependency to `libmagickwand` and the python api `Wand` and reimplemented the `motion_blur` in python.