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Shiguang Shan

1 paper indexed

arxivcs.CVcs.AI2026-07-21

Dual Adversarial Fine-tuning for Enhancing Robustness of Large Vision Language Model

Sibo Wang, Jie Zhang, Shiguang Shan, Xilin Chen, Wen Gao

While Large Vision-Language Models (LVLMs), represented by LLaVA and GPT-4V, have demonstrated remarkable capabilities, their visual inputs remain vulnerable to adversarial attacks, posing significant security risks. Existing defense methods predominantly target single-task scena…

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