Fairness Without Labels: Pseudo-Balancing for Bias Mitigation in Face Gender Classification

Haohua Dong, Ana Manzano Rodríguez, Camille Guinaudeau +1

Face gender classification models often reflect and amplify demographic biases present in their training data, leading to uneven performance across gender and racial subgroups. We…