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cs.CV2026
Bias Mitigation in Face Recognition via Demographic-based Supervised Contrastive Learning
Yu Linghu, Salman Mohammad, Xinyi Zhang +1
Face recognition systems have been shown to be biased toward certain demographic groups by exhibiting different error rates across gender, age, or ethnicity. Though the imbalance o…
cs.CV2024
Quo Vadis RankList-based System in Face Recognition?
Xinyi Zhang, Manuel Günther
Face recognition in the wild has gained a lot of focus in the last few years, and many face recognition models are designed to verify faces in medium-quality images. Especially due…
cs.CV2024
Biased Binary Attribute Classifiers Ignore the Majority Classes
Xinyi Zhang, Johanna Sophie Bieri, Manuel Günther
To visualize the regions of interest that classifiers base their decisions on, different Class Activation Mapping (CAM) methods have been developed. However, all of these technique…