Black Sheep in the Herd: Playing with Spuriously Correlated Attributes for Vision-Language Recognition

Xinyu Tian, Shu Zou, Zhaoyuan Yang +2

Few-shot adaptation for Vision-Language Models (VLMs) presents a dilemma: balancing in-distribution accuracy with out-of-distribution generalization. Recent research has utilized l…