Image encryption method based on chaotic fuzzy cellular neural networks

In this work, an image encryption method is proposed based on fuzzy cellular neural network (FCNN). First, the shortcomings of FCNN in encrypting image are identified, and the FCNN model is then modified to address these shortcomings. Specifically, a theoretical framework is developed to identify the values of the parameters of FCNN to generate chaotic signals, which are in turn utilized to encrypt the image. The encryption method is designed where an encrypted pixel is generated based on the corresponding plaintext pixel together with the neighbouring encrypted pixels. The proposed method has a key sensitivity in the order of 10−10 to achieve adequate security robustness. Further evaluations on standard test images verified and confirmed that the proposed encryption method is robust against plaintext-only (i.e., brutal force) and chosen-plaintext attacks.

[1]  Chengqing Li,et al.  Cracking a hierarchical chaotic image encryption algorithm based on permutation , 2015, Signal Process..

[2]  Badlishah Ahmad,et al.  A hybrid chaos and neural network cipher encryption algorithm for compressed video signal transmission over wireless channel , 2014, 2014 2nd International Conference on Electronic Design (ICED).

[3]  Christophe De Vleeschouwer,et al.  Overview on Selective Encryption of Image and Video: Challenges and Perspectives , 2008, EURASIP J. Inf. Secur..

[4]  Lin Teng,et al.  A novel colour image encryption algorithm based on chaos , 2012, Signal Process..

[5]  Benoît Macq,et al.  ReviewArticle Overview on Selective Encryption of Image and Video: Challenges and Perspectives , 2008 .

[6]  Tariq Shah,et al.  An efficient image encryption algorithm based on S8 S-box transformation and NCA map , 2012 .

[7]  Phạm Thượng Cát,et al.  Cellular neural networks and its applications. , 2012 .

[8]  Lin-Bao Yang,et al.  Cellular neural networks: theory , 1988 .

[9]  Leon O. Chua,et al.  Fuzzy cellular neural networks: applications , 1996, 1996 Fourth IEEE International Workshop on Cellular Neural Networks and their Applications Proceedings (CNNA-96).

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

[11]  Safwan El Assad,et al.  A new chaos-based image encryption system , 2016, Signal Process. Image Commun..

[12]  Xingyuan Wang,et al.  Color image encryption using spatial bit-level permutation and high-dimension chaotic system , 2011 .

[13]  Hung-I Hsiao,et al.  Color image encryption using chaotic nonlinear adaptive filter , 2015, Signal Process..

[14]  Lefteri H. Tsoukalas,et al.  Chaotic neural networks for intelligent signal encryption , 2014, IISA 2014, The 5th International Conference on Information, Intelligence, Systems and Applications.

[15]  Zhigang Zeng,et al.  Lag Synchronization of Switched Neural Networks via Neural Activation Function and Applications in Image Encryption , 2015, IEEE Transactions on Neural Networks and Learning Systems.

[16]  Shiguo Lian,et al.  A block cipher based on chaotic neural networks , 2009, Neurocomputing.

[17]  Abdul Hanan Abdullah,et al.  A novel chaotic based image encryption using a hybrid model of deoxyribonucleic acid and cellular automata , 2015 .

[18]  Thomas Stütz,et al.  A Survey of H.264 AVC/SVC Encryption , 2012, IEEE Transactions on Circuits and Systems for Video Technology.

[19]  Jian-Feng Zhao,et al.  A novel image encryption scheme based on an improper fractional-order chaotic system , 2015, Nonlinear Dynamics.

[20]  Qiang Liu,et al.  A novel image encryption algorithm based on chaos and Line map , 2015, Neurocomputing.

[21]  Leon O. Chua,et al.  Fuzzy cellular neural networks: theory , 1996, 1996 Fourth IEEE International Workshop on Cellular Neural Networks and their Applications Proceedings (CNNA-96).

[22]  Hongjun Liu,et al.  Triple-image encryption scheme based on one-time key stream generated by chaos and plain images , 2013, J. Syst. Softw..

[23]  Safya Belghith,et al.  OCML-based colour image encryption , 2009 .

[24]  Gerald Schaefer,et al.  UCID: an uncompressed color image database , 2003, IS&T/SPIE Electronic Imaging.

[25]  Zhidong Teng,et al.  Finite-time synchronization for fuzzy cellular neural networks with time-varying delays , 2016, Fuzzy Sets Syst..