Fibonacci Q-Matrix, Hyperchaos, and Galois Field (28) for Augmented Medical Image Encryption

被引:24
作者
El-Damak, Dina [1 ]
Alexan, Wassim [2 ]
Mamdouh, Eyad [3 ]
El-Aasser, Minar [4 ]
Fathy, Abdallah [5 ]
Gabr, Mohamed [6 ]
机构
[1] German Univ Cairo GUC, Fac Informat Engn & Technol, Elect Dept, New Cairo 4721301, Egypt
[2] German Univ Cairo GUC, Fac Informat Engn & Technol, Commun Dept, New Cairo 4721301, Egypt
[3] German Univ Cairo GUC, Fac Basic Sci, Phys Dept, New Cairo 4721301, Egypt
[4] German Univ Cairo GUC, Fac Informat Engn & Technol, Networking Dept, New Cairo 4721301, Egypt
[5] Elsewedy Univ Technol Polytech Egypt, Dept Elect Engn Technol, Elect & Elect Engn Technol Program, 10th Ramadan City 7060010, Egypt
[6] German Univ Cairo GUC, Fac Media Engn & Technol, Comp Sci Dept, New Cairo 4721301, Egypt
关键词
Galois field; hyperchaotic system of differential equations; color medical image encryption; memristive coupled neural network model (MCNNM); ALGORITHM;
D O I
10.1109/ACCESS.2024.3433499
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This work introduces a novel image encryption algorithm specifically designed for the protection of color medical images, particularly crucial in the era of cloud storage, where security and privacy are paramount. The initial phase of the encryption process leverages a substantial array of Fibonacci Q-matrices to manipulate image data intricately. Following this, a unique Substitution box (S-box) transformation, developed in the Galois field (2(8)), is applied to each of the RGB channels, further enhancing the security layers. The final phase employs an encryption key generated from a hyperchaotic system of differential equations that models a memristive coupled neural network, offering a high degree of unpredictability and resistance to attacks. Performance metrics show high security [Peak Signal-to-Noise Ratio (PSNR) of 8.21 dB, Mean Absolute Error (MAE) of 81.72, and approximate to 0 Pixel Cross-Correlation (PCC)], resistivity to occlusion and noise attacks, an enormous key space of 2(6112), and with savvy parallel processing techniques, a high encryption rate of 16.65 Mbps. The integration of this encryption algorithm into cloud storage systems is of significant importance, as it ensures secure and confidential handling of sensitive medical images, addressing the growing concerns about data breaches and unauthorized access in the healthcare sector. Compared to previous color image encryption techniques, this work provides a large key space of 2(6112) and a small encryption time per image of around 0.1 second for encrypting 16 images at once. Thus, this approach is suitable for medical imaging techniques, such as Computed Tomography (CT) scans that generate multiple images of the tissues for the diagnosis of the patient.
引用
收藏
页码:102718 / 102744
页数:27
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