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Tamper Detection and Restoring System for Medical Images Using Wavelet-based Reversible Data Embedding

机译:基于小波可逆数据嵌入的医学图像篡改检测与恢复系统

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摘要

Over the past few years, the billows of the digital trends and the exploding growth of electronic networks, such as worldwide web, global mobility networks, etc., have drastically changed our daily lifestyle. In view of the widespread applications of digital images, medical images, which are produced by a wide variety of medical appliances, are stored in digital form gradually. These digital images are very easy to be modified imperceptively by malicious intruders for illegal purposes. The well-known adage that “seeing is believing” seems not always a changeless truth. Therefore, protecting images from being altered becomes an important issue. Based on the lossless data-embedding techniques, two detection and restoration systems are proposed to cope with forgery of medical images in this paper. One of them has the ability to recover the whole blocks of the image and the other enables to recover only a particular region where a physician will be interested in, with a better visual quality. Without the need of comparing with the original image, these systems have a great advantage of detecting and locating forged parts of the image with high possibility. And then it can also restore the counterfeited parts. Furthermore, once an image is announced authentic, the original image can be derived from the stego-image losslessly. The experimental results show that the restored version of a tampered image in the first method is extremely close to the original one. As to the second method, the region of interest selected by a physician can be recovered without any loss, when it is tampered.
机译:在过去的几年中,数字趋势的迅猛发展和电子网络(如全球网络,全球移动性网络等)的爆炸式增长极大地改变了我们的日常生活。鉴于数字图像的广泛应用,由各种医疗器械产生的医学图像逐渐以数字形式存储。这些数字图像很容易被恶意入侵者出于非法目的进行潜移默化地修改。众所周知,“眼见为实”的谚语似乎并不总是一成不变的真理。因此,保护​​图像不被改变成为重要的问题。基于无损数据嵌入技术,本文提出了两种检测和恢复系统来应对医学图像的伪造。它们之一具有恢复整个图像块的能力,而另一种则只能恢复医师感兴趣的特定区域,并具有更好的视觉质量。这些系统无需与原始图像进行比较,因此具有很大的优势,可以非常可能地检测和定位图像的伪造部分。然后它还可以恢复伪造的零件。此外,一旦图像被宣布为真实图像,原始图像就可以无损地从隐身图像中导出。实验结果表明,第一种方法的篡改图像还原版本与原始图像极为接近。至于第二种方法,当医生篡改了目标区域时,医生选择的目标区域可以无任何损失地恢复。

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