detectors/isun-ood

Dataset Card for iSUN for OOD Detection

Dataset Details

Dataset Description

• Original Dataset Authors: Junting Pan, Xavier Giró-i-Nieto
• OOD Split Authors: Shiyu Liang, Yixuan Li, R. Srikant
• Shared by: Eduardo Dadalto
• License: unknown

Dataset Sources

• Original Dataset Paper: http://arxiv.org/abs/1507.01422v1
• First OOD Application Paper: http://arxiv.org/abs/1706.02690v5

Direct Use

This dataset is intended to be used as an ouf-of-distribution dataset for image classification benchmarks.

Out-of-Scope Use

This dataset is not annotated.

Curation Rationale

The goal in curating and sharing this dataset to the HuggingFace Hub is to accelerate research and promote reproducibility in generalized Out-of-Distribution (OOD) detection.

Check the python library detectors if you are interested in OOD detection.

Personal and Sensitive Information

Please check original paper for details on the dataset.

Bias, Risks, and Limitations

Please check original paper for details on the dataset.

Citation

BibTeX:

@software{detectors2023,
author = {Eduardo Dadalto},
title = {Detectors: a Python Library for Generalized Out-Of-Distribution Detection},
url = {https://github.com/edadaltocg/detectors},
doi = {https://doi.org/10.5281/zenodo.7883596},
month = {5},
year = {2023}
}

@article{1706.02690v5,
author        = {Shiyu Liang and Yixuan Li and R. Srikant},
title         = {Enhancing The Reliability of Out-of-distribution Image Detection in
  Neural Networks},
year          = {2017},
month         = {6},
note          = {ICLR 2018},
archiveprefix = {arXiv},
url           = {http://arxiv.org/abs/1706.02690v5}
}

@article{1507.01422v1,
author        = {Junting Pan and Xavier Giró-i-Nieto},
title         = {End-to-end Convolutional Network for Saliency Prediction},
year          = {2015},
month         = {7},
note          = {Winner of the saliency prediction challenge in the Large-scale Scene
  Understanding (LSUN) Challenge in the associated workshop of the IEEE
  Conference on Computer Vision and Pattern Recognition (CVPR) 2015},
archiveprefix = {arXiv},
url           = {http://arxiv.org/abs/1507.01422v1}
}

Dataset Card Authors

Eduardo Dadalto

Dataset Card Contact

https://huggingface.co/edadaltocg