Distill and De-bias: Mitigating Bias in Face Verification using Knowledge Distillation

Prithviraj Dhar, Joshua Gleason, Aniket Roy +3

Face recognition networks generally demonstrate bias with respect to sensitive attributes like gender, skintone etc. For gender and skintone, we observe that the regions of the fac…