Improved security of medical images using DWT-SVD watermarking mechanisms based on firefly Photinus search algorithm

被引:1
作者
Alomoush, Waleed [1 ]
Khashan, Osama A. [2 ]
Alrosan, Ayat [1 ]
Damseh, Rafat [3 ]
Alshinwan, Mohammad [4 ]
Abd-Alrazaq, Alaa Ali [5 ]
Deif, Mohanad A. [6 ]
机构
[1] Skyline Univ Coll, Sch Comp, POB 1797, Sharjah, U Arab Emirates
[2] Rabdan Acad, Res & Innovat Ctr, POB 114646, Abu Dhabi, U Arab Emirates
[3] United Arab Emirates Univ, Dept Comp Sci & Comp Engn, Abu Dhabi, U Arab Emirates
[4] Appl Sci Private Univ, Fac Informat Technol, Amman 11931, Jordan
[5] Weill Cornell Med Qatar, AI Ctr Precis Hlth, Doha, Qatar
[6] Misr Univ Sci & Technol MUST, Coll Informat Technol, Dept Artificial Intelligence, 6th Of October City 12566, Egypt
关键词
Medical image security; Discrete wavelet transform; Singular value decomposition; Robustness; Imperceptibility; Firefly algorithm; DOMAIN; ROBUST;
D O I
10.1007/s42452-024-06066-y
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Security is the primary concern in the transmission of medical images, as it involves sensitive patient information. This study introduces an optimized watermarking approach, constructed using discrete wavelet transform and singular value decomposition. The Low- level frequency bands (LL3) sub-band singular values of the host image were embedded with the singular values of a binary watermark using multiple scaling factors. These MSFs were optimized using a recently proposed firefly Photinus algorithm to balance robustness and imperceptibility. The proposed method was applied to various images, including computed tomography images, where the visual quality of the signed and attacked images was evaluated by peak signal-to-noise ratio (PSNR) and normalized cross-correlation. The performance of the proposed algorithm demonstrates significant improvements in the embedding and extraction processes, showing an enhancement in the balance between robustness and imperceptibility, with a PSNR above 79.28 dB, compared to other related works. Developing a medical image watermarking approach to secure sensitive patient information.Introducing new directions to enhance the robustness and imperceptibility of the watermark against various kinds of attacks.Achieving high performance in the embedding and extraction processes.
引用
收藏
页数:13
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