torch-uncertainty/CUB-200-2011-C

The corrupted version of the Caltech-UCSD Birds-200-2011 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

According to the authors of the original dataset,[the use of the images] is restricted to non-commercial research and educational purposes.

Citation

If you use this dataset please consider citing:

The authors of the original dataset,

@article{wah2011caltech,
  title={The caltech-ucsd birds-200-2011 dataset},
  author={Wah, Catherine and Branson, Steve and Welinder, Peter and Perona, Pietro and Belongie, Serge},
  year={2011},
  publisher={California Institute of Technology}
}

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.