用于远程医疗应用的医学视网膜图像中的不可察觉数字水印

M. Dutta, Anushikha Singh, M. Parthasarathi, C. Travieso
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引用次数: 4

摘要

本文提出了一种在医学视网膜图像中插入具有患者身份信息的数字模式的方法,该方法不会改变图像的感知特性,也不会造成图像医学信息的损失。为了实现数字签名的插入,患者的身份在图像的基于奇异值的分解(SVD)域中完成。在视网膜图像中插入该数字签名后,对原始图像和标记后的图像进行详细的对比研究和分析,以检验是否保留了图像的所有医学信息和特征。将医学图像中的动脉、黄斑、视盘等重要特征从原始图像和隐图像中分割出来。实验结果表明,原始图像和隐写图像具有相似的感知特性,在数字水印过程中不会丢失医学信息。对原始图像和隐去图像的特征进行了分析,实验结果表明,特征的变化很小,不影响医学信息,并得到了专业眼科医生的验证。提取的特征相关性大于0.99,说明数字模式的插入没有造成图像中医学信息的损失。
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Imperceptible digital watermarking in medical retinal images for tele-medicine applications
This paper proposes a method of inserting a digital pattern having patient identity information in the medical retinal image without changing the perceptual property and without causing any loss of medical information of this image. To achieve this insertion of the digital signature identity of the patient is done in the singular value based decomposition (SVD) domain of the image. After the insertion of this digital signature is done in the retinal image a detailed comparative study and analysis is done between original image and marked image to test if all the medical information and features of the image is retained. The important feature of the medical image like blood arteries, macula and optic disc has been segmented from the original and stego-image. The experimental results indicate that the original and the stego image have similar perceptual properties and no medical information is lost in the process of digital watermarking. Features of the original and stego image has been analyzed and experimental results indicates that the variation in the features is minimal and do not affect the medical information which has been validated by professional ophthalmologists. The correlation of the features extracted is above 0.99 indicating the insertion of the digital pattern did not cause any loss of medical information in the image.
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