A color image encryption algorithm based on Hopfield chaotic neural network

Abstract In this paper, a new chaotic color image encryption algorithm is proposed. This algorithm uses a composite chaotic map combined with a staged Logistic map and Tent map for initial key processing and then obtains the parameters required for Arnold mapping through a function transformation needed to scramble the image. The diffusion phase uses Hopfield chaotic neural network to generate the self-diffusion chaotic matrix, and the key is generated by a function transformation; finally, the scrambled image is XORed with the key to obtain the final ciphertext image. Experimental results show that the proposed algorithm improves encryption efficiency, has good security performance, and can resist common attack methods.

[1]  Yousef Farid,et al.  A robust hybrid method for image encryption based on Hopfield neural network , 2012, Comput. Electr. Eng..

[2]  Jan Sher Khan,et al.  A New Image Encryption Scheme Based on Dynamic S-Boxes and Chaotic Maps , 2016 .

[3]  Jan Sher Khan,et al.  A new chaos-based secure image encryption scheme using multiple substitution boxes , 2015, 2015 Conference on Information Assurance and Cyber Security (CIACS).

[4]  Mohammed Yakoob Siyal,et al.  A Noisy Channel Tolerant Image Encryption Scheme , 2014, Wireless Personal Communications.

[5]  M. Y. Siyal,et al.  A Perceptually Scalable and JPEG Compression Tolerant Image Encryption Scheme , 2010, 2010 Fourth Pacific-Rim Symposium on Image and Video Technology.

[6]  Hongjun Liu,et al.  Chaos-based Color Image Encryption Using One-time Keys and Choquet Fuzzy Integral , 2013 .

[7]  Waqas Ahmed,et al.  An Improved Image Encryption Scheme Based on a Non-Linear Chaotic Algorithm and Substitution Boxes , 2017, Informatica.

[8]  Jan Sher Khan,et al.  A novel image encryption scheme based on orthogonal matrix, skew tent map, and XOR operation , 2017, Neural Computing and Applications.

[9]  Hongjun Liu,et al.  Color image encryption based on one-time keys and robust chaotic maps , 2010, Comput. Math. Appl..

[10]  Lu Huibi.  Color Image Encryption Algorithm of Chaotic Based on the Hopfield Network , 2014 .

[11]  Z. Guan,et al.  Chaos-based image encryption algorithm ✩ , 2005 .

[12]  Qiang Wang,et al.  Color image encryption by using Yang-Gu mixture amplitude-phase retrieval algorithm in gyrator transform domain and two-dimensional Sine logistic modulation map , 2015 .

[13]  Jan Sher Khan,et al.  A novel image encryption based on Lorenz equation, Gingerbreadman chaotic map and S8 permutation , 2017, J. Intell. Fuzzy Syst..

[14]  Shiguo Lian,et al.  A novel color image encryption algorithm based on DNA sequence operation and hyper-chaotic system , 2012, J. Syst. Softw..

[15]  A. Suhasini,et al.  Improved secure three-tier architecture for WSN using hopfield chaotic neural network with two stage encryption , 2016, 2016 International Conference on Computer, Electrical & Communication Engineering (ICCECE).

[16]  E. Solak,et al.  Cryptanalysis of a chaos-based image encryption algorithm , 2009 .

[17]  Ali Kanso,et al.  An efficient (t,n)–threshold secret image sharing scheme , 2017, Multimedia Tools and Applications.

[18]  Yong Wang,et al.  A new chaos-based fast image encryption algorithm , 2011, Appl. Soft Comput..

[19]  lt,et al.  A dynamic threshold value control method for chaotic neural networks , 2013 .

[20]  Yingqian Zhang,et al.  A novel image encryption algorithm based on chaotic shuffling method , 2017, Inf. Secur. J. A Glob. Perspect..

[21]  Jan Sher Khan,et al.  TD-ERCS map-based confusion and diffusion of autocorrelated data , 2016, Nonlinear Dynamics.

[22]  J J Hopfield,et al.  Neural networks and physical systems with emergent collective computational abilities. , 1982, Proceedings of the National Academy of Sciences of the United States of America.

[23]  Ali Kanso,et al.  An algorithm for encryption of secret images into meaningful images , 2017 .

[24]  Xing-yuan Wang,et al.  An effective and fast image encryption algorithm based on Chaos and interweaving of ranks , 2016, Nonlinear Dynamics.

[25]  Seong Oun Hwang,et al.  A compression sensing and noise-tolerant image encryption scheme based on chaotic maps and orthogonal matrices , 2016, Neural Computing and Applications.

[26]  Muhammad Rafiq Abuturab,et al.  An asymmetric single-channel color image encryption based on Hartley transform and gyrator transform , 2015 .

[27]  Xie Fang-sen.  Chaotic Image Encryption Algorithm Based on Discrete Hopfield Network , 2012 .

[28]  Seong Oun Hwang,et al.  An efficient image encryption scheme based on: Henon map, skew tent map and S-Box , 2015, 2015 6th International Conference on Modeling, Simulation, and Applied Optimization (ICMSAO).

[29]  M. Ghebleh,et al.  A novel efficient image encryption scheme based on chained skew tent maps , 2017, Neural Computing and Applications.

[30]  Ping Liu,et al.  A novel hybrid color image encryption algorithm using two complex chaotic systems , 2016 .

[31]  Xingyuan Wang,et al.  A novel color image encryption scheme using alternate chaotic mapping structure , 2016 .

[32]  Yousef Farid,et al.  A novel image encryption/decryption scheme based on chaotic neural networks , 2012, Eng. Appl. Artif. Intell..

[33]  Chuan Zhang,et al.  Ternary radial harmonic Fourier moments based robust stereo image zero-watermarking algorithm , 2019, Inf. Sci..

[34]  A. Akhavan,et al.  A novel algorithm for image encryption based on mixture of chaotic maps , 2008 .