Adversarial Neon Beam: Robust Physical-World Adversarial Attack to DNNs. (arXiv:2204.00853v2 [cs.CV] UPDATED)

In the physical world, light affects the performance of deep neural networks.
Nowadays, many products based on deep neural network have been put into daily
life. There are few researches on the effect of light on the performance of
deep neural network models. However, the adversarial perturbations generated by
light may have extremely dangerous effects on these systems. In this work, we
propose an attack method called adversarial neon beam (AdvNB), which can
execute the physical attack by obtaining the …

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