A single input-agnostic thermal-airflow perturbation, optimized on one surrogate CLIP model, transfers to five CLIP backbones and six VLMs, degrading scene classification by up to 38.2%.
IEEE Transactions on Geoscience and Remote Sensing62, 1–23 (2024) 18 C
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AirflowAttack: Thermal-Airflow Adversarial Perturbations against Infrared Remote-Sensing Vision-Language Models
A single input-agnostic thermal-airflow perturbation, optimized on one surrogate CLIP model, transfers to five CLIP backbones and six VLMs, degrading scene classification by up to 38.2%.