---
license: other
license_name: awa2-mixed-flickr-cc
license_link: https://cvml.ista.ac.at/AwA2/
size_categories:
  - 10K<n<100K
pretty_name: Animals with Attributes 2 (AwA2)
---

# Animals with Attributes 2 (AwA2) — quanda mirror

This is an unmodified mirror of the **Animals with Attributes 2** datase. The canonical source is <https://cvml.ista.ac.at/AwA2/>. All original license files of the original archive are preserved under `metadata/`.

## License

The license is inherited from the original source. The dataset authors state:

> "The image data was collected from public sources, such as Flickr, in 2016. In the process we made sure to only include images that are licensed for free use and redistribution, please see the archive for the individual license files."
> — [cvml.ista.ac.at/AwA2](https://cvml.ista.ac.at/AwA2/)


### Takedown

If you hold the copyright to an image included here and it is not licensed for free redistribution, please open an issue on this dataset repo so it can be removed.

## Citation

```bibtex
@article{xian2018zero,
  author={Xian, Yongqin and Lampert, Christoph H. and Schiele, Bernt and Akata, Zeynep},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence}, 
  title={Zero-Shot Learning—A Comprehensive Evaluation of the Good, the Bad and the Ugly}, 
  year={2019},
  volume={41},
  number={9},
  pages={2251-2265},
  keywords={Semantics;Visualization;Task analysis;Training;Fish;Protocols;Learning systems;Generalized zero-shot learning;transductive learning;image classification;weakly-supervised learning},
  doi={10.1109/TPAMI.2018.2857768}}
}
```