2 papers
cs.CV2024
Sample-agnostic Adversarial Perturbation for Vision-Language Pre-training Models
Haonan Zheng, Wen Jiang, Xinyang Deng +1
Recent studies on AI security have highlighted the vulnerability of Vision-Language Pre-training (VLP) models to subtle yet intentionally designed perturbations in images and texts…
cs.CV2024
A Unified Understanding of Adversarial Vulnerability Regarding Unimodal Models and Vision-Language Pre-training Models
Haonan Zheng, Xinyang Deng, Wen Jiang +1
With Vision-Language Pre-training (VLP) models demonstrating powerful multimodal interaction capabilities, the application scenarios of neural networks are no longer confined to un…