Evaluating the Fairness of Discriminative Foundation Models in Computer Vision

Junaid Ali, Matthaeus Kleindessner, Florian Wenzel +3

We propose a novel taxonomy for bias evaluation of discriminative foundation models, such as Contrastive Language-Pretraining (CLIP), that are used for labeling tasks. We then syst…