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%.
In: Proceedings of the IEEE conference on computer vision and pattern recognition
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CV 1years
2026 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
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%.