Should work for most Python 3.6+, we use Python 3.8.1.
Run pip install --upgrade pip.
Install necessary packages: pip install -r requirements.txt.
Download BUPT-Balancedface: http://www.whdeng.cn/RFW/Trainingdataste.html.
Download RFW: http://www.whdeng.cn/RFW/testing.html.
Modify the paths in configs/data_default.py according to wherever you put the datasets.
(Optionally) Instead of modifying data_default.py, add a new config (data_[your name].py) to configs/, and add branch logic to main.py:get_data_config() such that your config will be loaded.
Bash scripts that run our experiments can be found under the experiments directory.
Note that you will need to finish all setup steps before running an experiment!
The settings given in the experiments and configs directories will reproduce our experimental results, as reported in the paper.
Please cite our work if you found this code useful:
@inproceedings{gwilliam2021rethinking,
title={Rethinking Common Assumptions to Mitigate Racial Bias in Face Recognition Datasets},
author={Gwilliam, Matthew and Hegde, Srinidhi and Tinubu, Lade and Hanson, Alex},
booktitle={Proceedings of the International Conference on Computer Vision (ICCV) Workshops},
year={2021}
}