Demographic Variations in Performance of Biometric Algorithms


Multi-IVE: Privacy Enhancement of Multiple Soft-Biometrics in Face Embeddings
Pietro Melzi,
Hatef Otroshi Shahreza,
Christian Rathgeb,
Ruben Tolosana,
Ruben Vera-Rodriguez,
Julian Fierrez,
Sébastien Marcel,
Christoph Busch
[pdf]
[bibtex]
@InProceedings{Melzi_2023_WACV, author = {Melzi, Pietro and Shahreza, Hatef Otroshi and Rathgeb, Christian and Tolosana, Ruben and Vera-Rodriguez, Ruben and Fierrez, Julian and Marcel, S\'ebastien and Busch, Christoph}, title = {Multi-IVE: Privacy Enhancement of Multiple Soft-Biometrics in Face Embeddings}, booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {January}, year = {2023}, pages = {323-331} }

Analyzing the Impact of Gender Misclassification on Face Recognition Accuracy
Afi Edem Edi Gbekevi,
Paloma Vela,
Gabriella Pangelinan,
Michael C. King,
Kevin W. Bowyer
[pdf]
[bibtex]
@InProceedings{Gbekevi_2023_WACV, author = {Gbekevi, Afi Edem Edi and Vela, Paloma and Pangelinan, Gabriella and King, Michael C. and Bowyer, Kevin W.}, title = {Analyzing the Impact of Gender Misclassification on Face Recognition Accuracy}, booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {January}, year = {2023}, pages = {332-339} }

Causal Structure Learning of Bias for Fair Affect Recognition
Jiaee Cheong,
Sinan Kalkan,
Hatice Gunes
[pdf]
[bibtex]
@InProceedings{Cheong_2023_WACV, author = {Cheong, Jiaee and Kalkan, Sinan and Gunes, Hatice}, title = {Causal Structure Learning of Bias for Fair Affect Recognition}, booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {January}, year = {2023}, pages = {340-349} }

The Gender Gap in Face Recognition Accuracy Is a Hairy Problem
Aman Bhatta,
Vítor Albiero,
Kevin W. Bowyer,
Michael C. King
[pdf] [arXiv]
[bibtex]
@InProceedings{Bhatta_2023_WACV, author = {Bhatta, Aman and Albiero, V{\'\i}tor and Bowyer, Kevin W. and King, Michael C.}, title = {The Gender Gap in Face Recognition Accuracy Is a Hairy Problem}, booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {January}, year = {2023}, pages = {303-312} }

The Impact of Racial Distribution in Training Data on Face Recognition Bias: A Closer Look
Manideep Kolla,
Aravinth Savadamuthu
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Kolla_2023_WACV, author = {Kolla, Manideep and Savadamuthu, Aravinth}, title = {The Impact of Racial Distribution in Training Data on Face Recognition Bias: A Closer Look}, booktitle = {Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {January}, year = {2023}, pages = {313-322} }