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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2022
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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. |
format | Online Article Text |
id | pubmed-9410944 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
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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