Oct 7, 2020 · This research aims to defend the N-pixel attacks based on image reconstruction. We develop a three-staged reconstructing algorithm to recover the fooling ...
A three-staged reconstructing algorithm to recover the fooling images and shows that the accuracy of CIFAR-10 test dataset can reach 92% after applying the ...
Oct 6, 2020 · Furthermore, we use the proposed algorithm to reconstruct the attacked images to validate the effectiveness of defense against N-pixel attacks.
Therefore, this research aims to defend the N-pixel attacks based on image reconstruction. We develop a three-staged reconstructing algorithm to recover the ...
Dec 24, 2021 · This paper proposes an image compression and reconstruction defense framework to defend against adversarial example attacks based on the ...
Dec 24, 2021 · This article proposes a preprocessing defense framework based on image compression reconstruction to achieve adversarial example defense.
Aug 8, 2024 · This paper investigates the security vulnerabilities of adversarial-example-based image encryption by executing data reconstruction (DR) ...
We develop a novel detecting module to remove noise by adaptive process and detect adversarial attacks without modifying the models.
We present Trust-No-Pixel, a novel plug-and-play strategy to harden neural network image classifiers from adversarial attacks, based on a massive inpainting ...
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Oct 22, 2024 · Zhang et al. [51] proposed a pre-processing defense scheme based on image reconstruction. The defense model comprises two parts: an image ...
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