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Journal of Henan Normal University(Natural Science Edition). 2025, (02) Core

Genetic algorithm against attack based on deep neural networkChinese Full Text

Fan Haiju;Ma Jincheng;Li Ming;College of Computer and Information Engineering,Henan Normal University;Henan Provincial Key Laboratory of Educational Artificial Intelligence and Personalized Learning,Henan Normal University;

Abstract: Deep Neural Network（DNN）can achieve good classification and recognition effect, but the recognition accuracy will be greatly reduced when adding small disturbance to the training image to counter the attack. This paper, by proposing a method a small number of pixels on the image are modified to generate adversarial samples after the optimal disturbance is obtained by genetic algorithm. Different convolutional neural networks are attacked as image classifiers, and parameters such as the number of... More
Keywords：

convolutional neural network; genetic algorithm; adversarial attack; image classification; information security;

  • DOI：

    10.16366/j.cnki.1000-2367.2023.09.21.0003

  • Series：

    (A) Mathematics/ Physics/ Mechanics/ Astronomy; (I) Electronic Technology ＆ Information Science

  • Subject：

    Computer Software and Application of Computer; Automation Technology

  • Classification Code：

    TP391.41;TP18

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