Robust Watermarking using Arnold and Hybrid Transform in Medical Images

Muhammad Fachri Mahyudin, L. Novamizanti, Sofia Sa’idah
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引用次数: 3

Abstract

The number of medical digital images continues to grow, thus requiring the protection of patient privacy. It is the reason watermarking on medical images has received special attention. This study proposes a watermarking scheme on the image using the Arnold cat map and hybrid transform (Fast Discrete Curvelet Transforms (FDCuT), Discrete Cosine Transform (DCT), Singular Value Decomposition (SVD)). The Arnold Cat Map technique is applied to pre-processing to increase security and reduce the likelihood of targeted attacks. Experiments were carried out on six modalities: MRI image, x-Ray, CT scan, ultrasound, eye image, and fundus scan. The experimental results show that the watermarked image produces excellent imperceptibility with a peak signal-to-noise ratio (PSNR) above 50 dB, and the structural similarity index (SSIM) is close to 1. The value of bit error rate (BER) 0 and normalized correlation (NC) 1 are obtained in conditions without attack. This technique is resistant to various attacks, namely JPEG compression, adding noise, and filtering. Therefore, the proposed watermarking scheme has good imperceptibility and robustness to be applied in e-health applications.
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基于Arnold和混合变换的医学图像鲁棒水印
医疗数字图像的数量持续增长,因此需要保护患者的隐私。这就是为什么医学图像上的水印受到特别关注的原因。本研究提出了一种基于Arnold猫图和混合变换(快速离散曲线变换(FDCuT)、离散余弦变换(DCT)、奇异值分解(SVD))的图像水印方案。阿诺德猫图技术应用于预处理,以提高安全性,减少针对性攻击的可能性。实验采用MRI、x线、CT、超声、眼像、眼底扫描六种方式进行。实验结果表明,水印图像具有良好的不可感知性,峰值信噪比(PSNR)在50 dB以上,结构相似指数(SSIM)接近于1。误码率(BER) 0和归一化相关(NC) 1是在没有攻击的情况下得到的。该技术可以抵抗各种攻击,即JPEG压缩、添加噪声和过滤。因此,所提出的水印方案具有良好的隐蔽性和鲁棒性,可以应用于电子健康应用中。
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