metadata
license: mit
pretty_name: EthnicityFairDataset
arxiv: 2506.01532
tags:
- image
viewer: false
Dataset Card for Ethnicity Fairness in a Continuous Space
Dataset Details
Dataset Description
This dataset provides the training images (from BalancedFace and GlobalFace produced by BUPT) used in the paper: "Balancing Beyond Discrete Categories: Continuous Demographic Labels for Fair Face Recognition".
These have been curated to be balanced in a continuous ethnicity space, following three different strategies: Protocol A, Protocol B and Protocol C.
In addition to these protocols, one can include model-based fairness approaches.
- Curated by: Pedro C. Neto, Naser Damer, Jaime S. Cardoso, Ana F. Sequeira
Dataset Sources [optional]
Uses
Direct Use
This dataset can be used to train fair face recognition methods. Using the provided list of images, one can quickly read the corresponding image on BUPT datasets.
Dataset Structure
[More Information Needed]
Dataset Creation
Source Data
BUPT-BalancedFace and BUPT-GlobalFace
Citation
BibTeX:
@article{neto2025balancing,
title={Balancing Beyond Discrete Categories: Continuous Demographic Labels for Fair Face Recognition},
author={Neto, Pedro C and Damer, Naser and Cardoso, Jaime S and Sequeira, Ana F},
journal={arXiv preprint arXiv:2506.01532},
year={2025}
}