FairCLIP: Social Bias Elimination based on Attribute Prototype Learning and Representation Neutralization

Junyang Wang, Yi Zhang, Jitao Sang

The Vision-Language Pre-training (VLP) models like CLIP have gained popularity in recent years. However, many works found that the social biases hidden in CLIP easily manifest in d…