torch-uncertainty/inaturalist

Dataset Description

The iNaturalist dataset is a large-scale species classification dataset for fine-grained recognition. This split is derived from the OpenOOD benchmark OOD evaluation splits.

• Homepage: https://github.com/visipedia/inat_comp
• OpenOOD Benchmark: https://github.com/Jingkang50/OpenOOD/

Citation

@inproceedings{vanhorn2018inaturalist,
  title={The iNaturalist species classification and detection dataset},
  author={Van Horn, Grant and others},
  booktitle={CVPR},
  year={2018}
}
@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}
}