Beyond Shortcuts: Mitigating Visual Illusions in Frozen VLMs via Qualitative Reasoning

Hao Guo, Fei Wang, Junjie Chen +4

While Vision-Language Models (VLMs) have achieved state-of-the-art performance in general visual tasks, their perceptual robustness remains remarkably brittle when confronted with…