Practical texture constraints (pixelation, limited colors, masking) lower adversarial attack success on overhead vehicle detectors, but combining them with small 3D shape deformation approaches unconstrained texture attack performance.
We also study the performance-practicality trade-off when imple- menting adversarial camouflages
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Texture- and Shape-based Adversarial Attacks for Overhead Image Vehicle Detection
Practical texture constraints (pixelation, limited colors, masking) lower adversarial attack success on overhead vehicle detectors, but combining them with small 3D shape deformation approaches unconstrained texture attack performance.