FUZE23333 / fairface

FairFace: Face Attribute Dataset for Balanced Race, Gender, and Age

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FairFace: Face Attribute Dataset for Balanced Race, Gender, and Age

The paper: https://arxiv.org/abs/1908.04913

Kärkkäinen, K., & Joo, J. (2019). FairFace: Face Attribute Dataset for Balanced Race, Gender, and Age. arXiv preprint arXiv:1908.04913.

If you use our dataset or model in your paper, please cite:

    @article{karkkainen2019fairface,
      title={FairFace: Face Attribute Dataset for Balanced Race, Gender, and Age},
      author={K{\"a}rkk{\"a}inen, Kimmo and Joo, Jungseock},
      journal={arXiv preprint arXiv:1908.04913},
      year={2019}
    }

Code & model

https://github.com/dchen236/FairFace

Data

Images (train + validation set): [Padding=0.25], [Padding=1.25]

  • We used dlib's get_face_chip() to crop and align faces with padding = 0.25 in the main experiments (less margin) and padding = 1.25 for the bias measument experiment for commercial APIs.

Labels: Train Validation

License: CC BY 4.0

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FairFace: Face Attribute Dataset for Balanced Race, Gender, and Age