torch-uncertainty/Openimage-O

Dataset Description

OpenImage-O is an OOD benchmark subset derived from Open Images dataset. This split is derived from the OpenOOD benchmark OOD evaluation splits.

• Homepage: https://storage.googleapis.com/openimages/web/index.html
• OpenOOD Benchmark: https://github.com/Jingkang50/OpenOOD/

Citation

@article{kuznetsova2020open,
  title={The open images dataset v4: Unified image classification, object detection, and visual relationship detection at scale},
  author={Kuznetsova, Alina and Rom, Hassan and Alldrin, Neil and Uijlings, Jasper and Krasin, Ivan and Pont-Tuset, Jordi and Kamali, Shahab and Popov, Stefan and Malloci, Matteo and Kolesnikov, Alexander and others},
  journal={International journal of computer vision},
  volume={128},
  number={7},
  pages={1956--1981},
  year={2020},
  publisher={Springer}
}
@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}
}