Improved security of medical images using DWT–SVD watermarking mechanisms based on firefly Photinus search algorithm
Waleed Alomoush, Osama A. Khashan, Ayat Alrosan, Rafat Damseh, Mohammad Alshinwan, Alaa Abd‐Alrazaq, Mohanad A. Deif
Skyline University College Birla Institute of Technology and Science, Pilani - Dubai Campus United Arab Emirates University Applied Science Private University
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摘要与影响
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.
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计算机 / AIAdvanced Steganography and Watermarking Techniques
Digital Media Forensic Detection · Image and Signal Denoising Methods
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