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FairFace

repository·master·Indexed 19 days ago

https://github.com/joojs/fairface

A face attribute dataset designed for balanced representation across race, gender, and age to facilitate bias measurement and mitigation in computer vision models. Includes access to pretrained models, cropped and aligned images, and corresponding labels under the CC BY 4.0 license.

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What's inside FairFace

  1. Download FairFace images and labels

    master

    The FairFace dataset consists of images (train and validation sets) and their corresponding labels.

    Images

    Depending on your experiment requirements, you can download images cropped and aligned using different padding levels (via dlib's get_face_chip()):

    Labels

    License

    All data is provided under the CC BY 4.0 license.

  3. Cite FairFace in your research

    master

    If you use the FairFace dataset or models in your published work, please cite the following paper:

    @inproceedings{karkkainenfairface,
  title={FairFace: Face Attribute Dataset for Balanced Race, Gender, and Age for Bias Measurement and Mitigation},
  author={Karkkainen, Kimmo and Joo, Jungseock},
  booktitle={Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision},
  year={2021},
  pages={1548--1558}
}