A pipeline that plans, places, and renders scene-coherent typographic adversarial text fools vision-language models more often than prior center or margin text attacks, but its success metric and naturalness evaluation are methodologically weak.
Irad: implicit representation-driven image resampling against adversarial attacks
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SceneTAP: Scene-Coherent Typographic Adversarial Planner against Vision-Language Models in Real-World Environments
A pipeline that plans, places, and renders scene-coherent typographic adversarial text fools vision-language models more often than prior center or margin text attacks, but its success metric and naturalness evaluation are methodologically weak.