2 code implementations • 29 Nov 2022 • Samuel Dooley, George Z. Wei, Tom Goldstein, John P. Dickerson
Many existing algorithmic audits examine the performance of these systems on later stage elements of facial analysis systems like facial recognition and age, emotion, or perceived gender prediction; however, a core component to these systems has been vastly understudied from a fairness perspective: face detection, sometimes called face localization.
no code implementations • 25 Jan 2022 • Samuel Dooley, George Z. Wei, Tom Goldstein, John P. Dickerson
When we compare the size of these disparities to that of commercial models, we conclude that commercial models - in contrast to their relatively larger development budget and industry-level fairness commitments - are always as biased or more biased than an academic model.