torch-uncertainty/Flowers102-C

The corrupted version of the Flowers102 fined-grained classification dataset.

How to use this dataset

For all the corruptions, extract the tar.gz files with the following command:

for f in *.tar.gz; do tar -xzf "$f" && rm "$f"; done

License

The license of the original dataset is unclear.

Citation

If you use this dataset please consider citing:

The authors of the original dataset,

@inproceedings{nilsback2008automated,
  title={Automated flower classification over a large number of classes},
  author={Nilsback, Maria-Elena and Zisserman, Andrew},
  booktitle={ICVGIP},
  year={2008},
}

the authors of the original transformations,

@inproceedings{hendrycks2019benchmarking,
  title={Benchmarking neural network robustness to common corruptions and perturbations},
  author={Hendrycks, Dan and Dietterich, Thomas},
  booktitle={ICLR},
  year={2019}
}

and TorchUncertainty.

Version

This dataset was generated with Torch Uncertainty 0.4.3.