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Image Recognition and Encryption Algorithm Based on Artificial Neural Network and Multidimensional Chaotic Sequence

With the continuous development of Internet technology and technological innovation, image recognition technologies such as face unlocking and face brushing payment have gradually entered daily life. However, it can not be ignored that these technologies not only bring us great convenience but also...

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Detalles Bibliográficos
Autores principales: Feng, Luoyin, Chen, Xin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9410944/
https://www.ncbi.nlm.nih.gov/pubmed/36035834
http://dx.doi.org/10.1155/2022/9576184
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author Feng, Luoyin
Chen, Xin
author_facet Feng, Luoyin
Chen, Xin
author_sort Feng, Luoyin
collection PubMed
description With the continuous development of Internet technology and technological innovation, image recognition technologies such as face unlocking and face brushing payment have gradually entered daily life. However, it can not be ignored that these technologies not only bring us great convenience but also face great risks. The biological characteristics of a face image are unique, and it will be difficult to modify once it is leaked. If the image information stored in the cloud is leaked because it cannot be properly kept, users have no privacy. The encryption and recognition of face image can effectively solve this problem. Aiming at this, high-dimensional chaos Henon Map and one-dimensional chaos Logistic Map are used to generate a key to complete the encryption of the image in the transformation domain, and the capacity and complexity of the key are further enhanced. Then, combined with BP neural network to achieve face image recognition. Finally, the robustness of the proposed algorithm is verified and analyzed by conventional attacks, geometric attacks, and occlusion attacks.
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spelling pubmed-94109442022-08-26 Image Recognition and Encryption Algorithm Based on Artificial Neural Network and Multidimensional Chaotic Sequence Feng, Luoyin Chen, Xin Comput Intell Neurosci Research Article With the continuous development of Internet technology and technological innovation, image recognition technologies such as face unlocking and face brushing payment have gradually entered daily life. However, it can not be ignored that these technologies not only bring us great convenience but also face great risks. The biological characteristics of a face image are unique, and it will be difficult to modify once it is leaked. If the image information stored in the cloud is leaked because it cannot be properly kept, users have no privacy. The encryption and recognition of face image can effectively solve this problem. Aiming at this, high-dimensional chaos Henon Map and one-dimensional chaos Logistic Map are used to generate a key to complete the encryption of the image in the transformation domain, and the capacity and complexity of the key are further enhanced. Then, combined with BP neural network to achieve face image recognition. Finally, the robustness of the proposed algorithm is verified and analyzed by conventional attacks, geometric attacks, and occlusion attacks. Hindawi 2022-08-05 /pmc/articles/PMC9410944/ /pubmed/36035834 http://dx.doi.org/10.1155/2022/9576184 Text en Copyright © 2022 Luoyin Feng and Xin Chen. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Feng, Luoyin
Chen, Xin
Image Recognition and Encryption Algorithm Based on Artificial Neural Network and Multidimensional Chaotic Sequence
title Image Recognition and Encryption Algorithm Based on Artificial Neural Network and Multidimensional Chaotic Sequence
title_full Image Recognition and Encryption Algorithm Based on Artificial Neural Network and Multidimensional Chaotic Sequence
title_fullStr Image Recognition and Encryption Algorithm Based on Artificial Neural Network and Multidimensional Chaotic Sequence
title_full_unstemmed Image Recognition and Encryption Algorithm Based on Artificial Neural Network and Multidimensional Chaotic Sequence
title_short Image Recognition and Encryption Algorithm Based on Artificial Neural Network and Multidimensional Chaotic Sequence
title_sort image recognition and encryption algorithm based on artificial neural network and multidimensional chaotic sequence
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9410944/
https://www.ncbi.nlm.nih.gov/pubmed/36035834
http://dx.doi.org/10.1155/2022/9576184
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