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Multi-layer noise reshaping and perceptual optimization for effective adversarial attack of images

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Bibliographic Details
Main Authors: Zhiquan, He, Xujia, Lan, Jianhe, Yuan
Format: Book
Language:English
Published: Springer 2023
Subjects:
deep neural network
norm perturbation constraint
Online Access:https://link.springer.com/article/10.1007/s10489-022-03838-0
https://dlib.phenikaa-uni.edu.vn/handle/PNK/7382
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spelling oai:localhost:PNK-73822023-03-31T07:01:42Z Multi-layer noise reshaping and perceptual optimization for effective adversarial attack of images Zhiquan, He Xujia, Lan Jianhe, Yuan deep neural network norm perturbation constraint CC BY Adversarial attack aims to fail the deep neural network by adding a small amount of perturbation to the input image, in which the attack success rate and resulting image quality are maximized under the lp norm perturbation constraint. However, the lp norm is not accurately correlated to human perception of image quality. Attack methods based on l0 norm constraint usually suffer from the high computational cost due to the iterative search for candidate pixels to modify. 2023-03-31T07:01:41Z 2023-03-31T07:01:41Z 2023 Book https://link.springer.com/article/10.1007/s10489-022-03838-0 https://dlib.phenikaa-uni.edu.vn/handle/PNK/7382 en application/pdf Springer
institution Digital Phenikaa
collection Digital Phenikaa
language English
topic deep neural network
norm perturbation constraint
spellingShingle deep neural network
norm perturbation constraint
Zhiquan, He
Xujia, Lan
Jianhe, Yuan
Multi-layer noise reshaping and perceptual optimization for effective adversarial attack of images
description CC BY
format Book
author Zhiquan, He
Xujia, Lan
Jianhe, Yuan
author_facet Zhiquan, He
Xujia, Lan
Jianhe, Yuan
author_sort Zhiquan, He
title Multi-layer noise reshaping and perceptual optimization for effective adversarial attack of images
title_short Multi-layer noise reshaping and perceptual optimization for effective adversarial attack of images
title_full Multi-layer noise reshaping and perceptual optimization for effective adversarial attack of images
title_fullStr Multi-layer noise reshaping and perceptual optimization for effective adversarial attack of images
title_full_unstemmed Multi-layer noise reshaping and perceptual optimization for effective adversarial attack of images
title_sort multi-layer noise reshaping and perceptual optimization for effective adversarial attack of images
publisher Springer
publishDate 2023
url https://link.springer.com/article/10.1007/s10489-022-03838-0
https://dlib.phenikaa-uni.edu.vn/handle/PNK/7382
_version_ 1761912526155546624
score 8.881002

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