Meaningful image encryption algorithm based on compressive sensing and integer wavelet transform

A new meaningful image encryption algorithm based on compressive sensing (CS) and integer wavelet transformation (IWT) is proposed in this study. First of all, the initial values of chaotic system are encrypted by RSA algorithm, and then they are open as public keys. To make the chaotic sequence mor...

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Vydáno v:Frontiers of Computer Science Ročník 17; číslo 3; s. 173804
Hlavní autoři: HUANG, Xiaoling, DONG, Youxia, YE, Guodong, SHI, Yang
Médium: Journal Article
Jazyk:angličtina
Vydáno: Beijing Higher Education Press 01.06.2023
Springer Nature B.V
Témata:
ISSN:2095-2228, 2095-2236
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Abstract A new meaningful image encryption algorithm based on compressive sensing (CS) and integer wavelet transformation (IWT) is proposed in this study. First of all, the initial values of chaotic system are encrypted by RSA algorithm, and then they are open as public keys. To make the chaotic sequence more random, a mathematical model is constructed to improve the random performance. Then, the plain image is compressed and encrypted to obtain the secret image. Secondly, the secret image is inserted with numbers zero to extend its size same to the plain image. After applying IWT to the carrier image and discrete wavelet transformation (DWT) to the inserted image, the secret image is embedded into the carrier image. Finally, a meaningful carrier image embedded with secret plain image can be obtained by inverse IWT. Here, the measurement matrix is built by both chaotic system and Hadamard matrix, which not only retains the characteristics of Hadamard matrix, but also has the property of control and synchronization of chaotic system. Especially, information entropy of the plain image is employed to produce the initial conditions of chaotic system. As a result, the proposed algorithm can resist known-plaintext attack (KPA) and chosen-plaintext attack (CPA). By the help of asymmetric cipher algorithm RSA, no extra transmission is needed in the communication. Experimental simulations show that the normalized correlation (NC) values between the host image and the cipher image are high. That is to say, the proposed encryption algorithm is imperceptible and has good hiding effect.
AbstractList A new meaningful image encryption algorithm based on compressive sensing (CS) and integer wavelet transformation (IWT) is proposed in this study. First of all, the initial values of chaotic system are encrypted by RSA algorithm, and then they are open as public keys. To make the chaotic sequence more random, a mathematical model is constructed to improve the random performance. Then, the plain image is compressed and encrypted to obtain the secret image. Secondly, the secret image is inserted with numbers zero to extend its size same to the plain image. After applying IWT to the carrier image and discrete wavelet transformation (DWT) to the inserted image, the secret image is embedded into the carrier image. Finally, a meaningful carrier image embedded with secret plain image can be obtained by inverse IWT. Here, the measurement matrix is built by both chaotic system and Hadamard matrix, which not only retains the characteristics of Hadamard matrix, but also has the property of control and synchronization of chaotic system. Especially, information entropy of the plain image is employed to produce the initial conditions of chaotic system. As a result, the proposed algorithm can resist known-plaintext attack (KPA) and chosen-plaintext attack (CPA). By the help of asymmetric cipher algorithm RSA, no extra transmission is needed in the communication. Experimental simulations show that the normalized correlation (NC) values between the host image and the cipher image are high. That is to say, the proposed encryption algorithm is imperceptible and has good hiding effect.
ArticleNumber 173804
Author HUANG, Xiaoling
DONG, Youxia
SHI, Yang
YE, Guodong
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  organization: Faculty of Mathematics and Computer Science, Guangdong Ocean University, Zhanjiang 524088, China
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  givenname: Youxia
  surname: DONG
  fullname: DONG, Youxia
  organization: Faculty of Mathematics and Computer Science, Guangdong Ocean University, Zhanjiang 524088, China
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  givenname: Guodong
  surname: YE
  fullname: YE, Guodong
  email: guodongye@hotmail.com
  organization: Faculty of Mathematics and Computer Science, Guangdong Ocean University, Zhanjiang 524088, China
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  givenname: Yang
  surname: SHI
  fullname: SHI, Yang
  organization: School of Software Engineering, Tongji University, Shanghai 200092, China
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Keywords image encryption algorithm
Hadamard matrix
integer wavelet transform
compressive sensing
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Notes image encryption algorithm
Hadamard matrix
Document received on :2021-07-30
integer wavelet transform
compressive sensing
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Snippet A new meaningful image encryption algorithm based on compressive sensing (CS) and integer wavelet transformation (IWT) is proposed in this study. First of all,...
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SubjectTerms Algorithms
Chaos theory
compressive sensing
Computer Science
Cryptography
Discrete Wavelet Transform
Encryption
Entropy (Information theory)
Hadamard matrix
image encryption algorithm
Initial conditions
integer wavelet transform
Integers
Mathematical analysis
Research Article
Synchronism
Wavelet transforms
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Title Meaningful image encryption algorithm based on compressive sensing and integer wavelet transform
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