Bias Estimation in Face Analytics (BEFA)


FaceGenderID: Exploiting Gender Information in DCNNs Face Recognition Systems
Ruben Vera-Rodriguez,
Marta Blazquez,
Aythami Morales,
Ester Gonzalez-Sosa,
Joao C. Neves,
Hugo Proenca
[pdf]
[bibtex]
@InProceedings{Vera-Rodriguez_2019_CVPR_Workshops,
author = {Vera-Rodriguez, Ruben and Blazquez, Marta and Morales, Aythami and Gonzalez-Sosa, Ester and Neves, Joao C. and Proenca, Hugo},
title = {FaceGenderID: Exploiting Gender Information in DCNNs Face Recognition Systems},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Analyzing and Reducing the Damage of Dataset Bias to Face Recognition With Synthetic Data
Adam Kortylewski,
Bernhard Egger,
Andreas Schneider,
Thomas Gerig,
Andreas Morel-Forster,
Thomas Vetter
[pdf]
[bibtex]
@InProceedings{Kortylewski_2019_CVPR_Workshops,
author = {Kortylewski, Adam and Egger, Bernhard and Schneider, Andreas and Gerig, Thomas and Morel-Forster, Andreas and Vetter, Thomas},
title = {Analyzing and Reducing the Damage of Dataset Bias to Face Recognition With Synthetic Data},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Face Recognition Algorithm Bias: Performance Differences on Images of Children and Adults
Nisha Srinivas,
Karl Ricanek,
Dana Michalski,
David S. Bolme,
Michael King
[pdf]
[bibtex]
@InProceedings{Srinivas_2019_CVPR_Workshops,
author = {Srinivas, Nisha and Ricanek, Karl and Michalski, Dana and Bolme, David S. and King, Michael},
title = {Face Recognition Algorithm Bias: Performance Differences on Images of Children and Adults},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Characterizing the Variability in Face Recognition Accuracy Relative to Race
Krishnapriya K. S,
Kushal Vangara,
Michael C. King,
Vitor Albiero,
Kevin Bowyer
[pdf]
[bibtex]
@InProceedings{S_2019_CVPR_Workshops,
author = {S, Krishnapriya K. and Vangara, Kushal and King, Michael C. and Albiero, Vitor and Bowyer, Kevin},
title = {Characterizing the Variability in Face Recognition Accuracy Relative to Race},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}

Color-Theoretic Experiments to Understand Unequal Gender Classification Accuracy From Face Images
Vidya Muthukumar,
Tejaswini Pedapati,
Nalini Ratha,
Prasanna Sattigeri,
Chai-Wah Wu,
Brian Kingsbury,
Abhishek Kumar,
Samuel Thomas,
Aleksandra Mojsilovic,
Kush R. Varshney
[pdf]
[bibtex]
@InProceedings{Muthukumar_2019_CVPR_Workshops,
author = {Muthukumar, Vidya and Pedapati, Tejaswini and Ratha, Nalini and Sattigeri, Prasanna and Wu, Chai-Wah and Kingsbury, Brian and Kumar, Abhishek and Thomas, Samuel and Mojsilovic, Aleksandra and Varshney, Kush R.},
title = {Color-Theoretic Experiments to Understand Unequal Gender Classification Accuracy From Face Images},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2019}
}