Not Just What's There: Enabling CLIP to Comprehend Negated Visual Descriptions Without Fine-tuning

Junhao Xiao, Zhiyu Wu, Hao Lin +5

Vision-Language Models (VLMs) like CLIP struggle to understand negation, often embedding affirmatives and negatives similarly (e.g., matching "no dog" with dog images). Existing me…