From bba849357099a006187736e2546bb371d052d09c Mon Sep 17 00:00:00 2001 From: Michael Weiss Date: Thu, 16 Mar 2023 09:35:28 +0100 Subject: [PATCH] Create README.md --- README.md | 20 ++++++++++++++++++++ 1 file changed, 20 insertions(+) create mode 100644 README.md diff --git a/README.md b/README.md new file mode 100644 index 0000000..93b2dd7 --- /dev/null +++ b/README.md @@ -0,0 +1,20 @@ +# Ambiguous Datasets + +This repository serves to release our ambiguous datasets for mnist and fashion-mnist. +The images were created such that they have an unclear ground truth, i.e., such that they are similar to multiple - but not all - of the datasets classes. For details, please see our [paper](https://arxiv.org/abs/2207.10495). + +The datasets, in various formats, are available under the "recent releases". + + +## Citation + +``` +@misc{https://doi.org/10.48550/arxiv.2207.10495, + doi = {10.48550/ARXIV.2207.10495}, + url = {https://arxiv.org/abs/2207.10495}, + author = {Weiss, Michael and Gómez, André García and Tonella, Paolo}, + title = {A Forgotten Danger in DNN Supervision Testing: Generating and Detecting True Ambiguity}, + publisher = {arXiv}, + year = {2022} +} +```