Zi-Wen He

EGP-Defense: Enhancing Adversarial Robustness of LVLMs via Training-Free Edge-Guided Prompting

A novel, training-free adversarial defense method called Edge-Guided Prompt Defense (EGP-Defense), which performs adversarial defense during the model inference stage, and significantly improves the robustness of LVLMs against three types of adversarial attacks in both image classification and image caption tasks.