Sarah Rastegar*

SelEx: Self-Expertise in Fine-Grained Generalized Category Discovery

"In this paper, we address Generalized Category Discovery, aiming to simultaneously uncover novel categories and accurately classify known ones. Traditional methods, which lean heavily on self-supervision and contrastive learning, often fall short when distinguishing between fine-grained categories.…