Analysis of Gender Inequality In Face Recognition Accuracy
@article{Albiero2020AnalysisOG, title={Analysis of Gender Inequality In Face Recognition Accuracy}, author={V{\'i}tor Albiero and S. KrishnapriyaK. and K. Vangara and K. Zhang and Michael C. King and K. Bowyer}, journal={2020 IEEE Winter Applications of Computer Vision Workshops (WACVW)}, year={2020}, pages={81-89} }
We present a comprehensive analysis of how and why face recognition accuracy differs between men and women. We show that accuracy is lower for women due to the combination of(1) the impostor distribution for women having a skew toward higher similarity scores, and (2) the genuine distribution for women having a skew toward lower similarity scores. We show that this phenomenon of the impostor and genuine distributions for women shifting closer towards each other is general across datasets of… Expand
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References
SHOWING 1-10 OF 32 REFERENCES
Understanding Unequal Gender Classification Accuracy from Face Images
- Computer Science, Mathematics
- ArXiv
- 2018
- 17
- PDF
A meta-analysis of face recognition covariates
- Computer Science
- 2009 IEEE 3rd International Conference on Biometrics: Theory, Applications, and Systems
- 2009
- 86
- PDF
Characterizing the Variability in Face Recognition Accuracy Relative to Race
- Computer Science
- 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)
- 2019
- 19
- PDF
Does Face Recognition Accuracy Get Better With Age? Deep Face Matchers Say No
- Computer Science
- 2020 IEEE Winter Conference on Applications of Computer Vision (WACV)
- 2020
- 8
- PDF
Face Recognition Performance: Role of Demographic Information
- Computer Science
- IEEE Transactions on Information Forensics and Security
- 2012
- 231
- PDF
Can facial cosmetics affect the matching accuracy of face recognition systems?
- Computer Science
- 2012 IEEE Fifth International Conference on Biometrics: Theory, Applications and Systems (BTAS)
- 2012
- 121
- PDF
An Asian Face Dataset and How Race Influences Face Recognition
- Computer Science
- PCM
- 2018
- 7
- Highly Influential
Factors that influence algorithm performance in the Face Recognition Grand Challenge
- Computer Science
- Comput. Vis. Image Underst.
- 2009
- 79
- PDF
Face Authentication With Makeup Changes
- Computer Science
- IEEE Transactions on Circuits and Systems for Video Technology
- 2014
- 64
- PDF