A coordinated image-plus-text attack built on a surrogate multimodal encoder achieves 80-94% attack success against ViLT, BLIP, and GIT on VQA and visual reasoning, surpassing cited baselines.
A survey on adversarial attacks and defences
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.CV 1years
2025 1verdicts
CONDITIONAL 1roles
background 1polarities
background 1representative citing papers
citing papers explorer
-
Coordinated Robustness Evaluation Framework for Vision-Language Models
A coordinated image-plus-text attack built on a surrogate multimodal encoder achieves 80-94% attack success against ViLT, BLIP, and GIT on VQA and visual reasoning, surpassing cited baselines.