Apr 2, 2022 · We also discuss defense strategies against the AdvNB attack and put forward other light-based physical attacks. Subjects: Computer Vision and ...
We introduce a novel black-box light-based physical attack, termed AdvNB, which deploys attacks by searching for parameters that yield the most adversarial neon ...
Mar 4, 2024 · Through rigorous evaluation, we attain an impressive 84.40% attack success rate in digital attacks, requiring an average of 189.70 queries. In ...
This method leverages model feedback to iteratively generate spotlight perturbations, striking a balance between stealthiness and robustness in physical attacks ...
In this study, we introduce a novel physical attack, adversarial catoptric light (AdvCL), where adversarial perturbations are generated using a common natural ...
Adversarial Laser Beam: Effective Physical-World Attack to DNNs in a Blink · Ranjie DuanXiaofeng Mao +4 authors. Yuan He ; Robust Physical-World Attacks on Deep ...
As far as we know, AdvLS is the first light-based adversarial attack technology that can perform physical adversarial attacks in the daytime. A large number of ...
Moreover, we validate the robustness of our approach by successfully attacking advanced DNNs with a success rate of over 75% in all cases. Adversarial Attack.
These attacks craft adversarial perturbation and then project the perturbation onto the target to perform the attack. Zhou et al. [30] proposed to deploy LED ...
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Adversarial Neon Beam: A light-based physical attack to DNNs. C Hu, W Shi, L ... Adversarial Neon Beam: Robust Physical-World Adversarial Attack to DNNs.