Color-Gray Multi-Image Hybrid Compression-Encryption Scheme Based on BP Neural Network and Knight Tour

• Published in: IEEE transactions on cybernetics Vol. 53; no. 8; pp. 5037 - 5047
• Main Authors: Gao, Xinyu, Mou, Jun, Banerjee, Santo, Zhang, Yushu
• Format: Journal Article
• Language: English
• Published: United States IEEE 01.08.2023; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Algorithms; Back propagation (BP) neural network; Back propagation networks; Chaos theory; Color; Color imagery; Encryption; Gray-scale; Heuristic algorithms; hybrid compression-encryption; Image coding; Image color analysis; Image compression; knight tour; multi-image (MI); Neural network compression; Neural networks; Phase diagrams
• DOI: 10.1109/TCYB.2023.3267785
• ISSN: 2168-2267; 2168-2275

In the research of multi-image encryption (MIE), the image type and size are important factors that limit the algorithm design. For this reason, the multi-image (MI) hybrid encryption algorithm that can flexibly encrypt color images and grayscale images of various sizes is proposed. Based on this, combining the back propagation (BP) neural network compression technology and the MI hybrid encryption algorithm, an MI hybrid compression-encryption (MIHCE) scheme can be obtained to reduce the pressure of simultaneous transmission and storage of multiple cipher images. Besides, two chaotic maps are used in the scheme design process. By plotting the phase diagrams under different parameter conditions, the rich variation of the behavior of the chaotic maps in the phase space is exhibited. The MIHCE scheme based on the chaotic maps consists of three parts: 1) compressing the MI cube by using the BP neural network; 2) scrambling the compressed MI cube based on the knight tour problem and chaotic sequences; and 3) diffusing the scrambled MI cube. After the MIHCE is completed, the obtained cipher images are stored and transmitted. Subsequently, the security analysis and compression performance analysis prove the feasibility and safety of the designed compression-encryption scheme.