Compression acts as an adversarial amplifier by reducing the decision space of image classifiers, making attacks in compressed representations substantially more effective than pixel-space attacks under the same perturbation budget.
M., Tarchoun, B., Alouani, I., and Abu-Ghazaleh, N.Adversarial attention deficit: Fooling deformable vision transformers with collaborative ad- versarial patches
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Compression as an Adversarial Amplifier Through Decision Space Reduction
Compression acts as an adversarial amplifier by reducing the decision space of image classifiers, making attacks in compressed representations substantially more effective than pixel-space attacks under the same perturbation budget.