Multi-layer noise reshaping and perceptual optimization for effective adversarial attack of images
CC BY
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| Định dạng: | Sách |
| Ngôn ngữ: | English |
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Springer
2023
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| Truy cập trực tuyến: | https://link.springer.com/article/10.1007/s10489-022-03838-0 https://dlib.phenikaa-uni.edu.vn/handle/PNK/7382 |
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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 |