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MiWeiss authored Mar 16, 2023
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# 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}
}
```

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