torch-uncertainty/Texture

Dataset Description

The Describable Textures Dataset (DTD) includes 5,640 images of textures annotated with human-centric attributes. This split is derived from the OpenOOD benchmark OOD evaluation splits.

• Homepage: https://www.robots.ox.ac.uk/~vgg/data/dtd/
• OpenOOD Benchmark: https://github.com/Jingkang50/OpenOOD/

Citation

@inproceedings{cimpoi2014describing,
  title={Describing textures in the wild},
  author={Cimpoi, Mircea and others},
  booktitle={CVPR},
  year={2014}
}
@inproceedings{yang2022openood,
  title={OpenOOD: Benchmarking Generalized Out-of-Distribution Detection},
  author={Yang, Jingkang and Zhu, Zixuan and Liu, Yiyou and Song, Yiyou and Zhang, Yixuan and Pang, Tianyu and Chen, Shuqi and Wang, Hang and Lin, Min and Su, Hang and Zhu, Jun and Chen, Weiming and Zhang, Zheng},
  booktitle={Advances in Neural Information Processing Systems (NeurIPS)},
  year={2022}
}