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CFDMI-SEC:一种基于 SIFT、EOM 和 CHM 的医学图像拷贝篡改检测最优模型

CFDMI-SEC: An optimal model for copy-move forgery detection of medical image using SIFT, EOM and CHM.

机构信息

Department of Computer Engineering, Sanandaj Branch, Islamic Azad University, Sanandaj, Iran.

Department of Computer Engineering, Sepidan Branch, Islamic Azad University, Sepidan, Iran.

出版信息

PLoS One. 2024 Jul 23;19(7):e0303332. doi: 10.1371/journal.pone.0303332. eCollection 2024.

Abstract

Image forgery is one of the issues that can create challenges for law enforcement. Digital devices can easily Copy-move images, forging medical photos. In the insurance industry, forensics, and sports, image forgery has become very common and has created problems. Copy-Move Forgery in Medical Images (CMFMI) has led to abuses in areas where access to advanced medical devices is unavailable. The proposed model (SEC) is a three-part model based on an evolutionary algorithm that can detect fake blocks well. In the first part, suspicious points are discovered with the help of the SIFT algorithm. In the second part, suspicious blocks are found using the equilibrium optimization algorithm. Finally, color histogram Matching (CHM) matches questionable points and blocks. The proposed method (SEC) was evaluated based on accuracy, recall, and F1 criteria, and 100, 97.00, and 98.47% were obtained for the fake medical images, respectively. Experimental results show robustness against different transformation and post-processing operations on medical images.

摘要

图像伪造是给执法带来挑战的问题之一。数字设备可以轻松复制移动图像,伪造医学照片。在保险行业、法医和体育领域,图像伪造已经非常普遍,并造成了问题。在无法获得先进医疗设备的情况下,医学图像中的复制移动伪造(CMFMI)导致了滥用。所提出的模型(SEC)是一个基于进化算法的三部分模型,可以很好地检测伪造块。在第一部分中,借助 SIFT 算法发现可疑点。在第二部分中,使用均衡优化算法找到可疑块。最后,颜色直方图匹配(CHM)匹配可疑点和块。所提出的方法(SEC)基于准确性、召回率和 F1 标准进行评估,分别获得了 100%、97.00%和 98.47%的假医疗图像。实验结果表明,该方法对医疗图像的不同变换和后处理操作具有鲁棒性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f30e/11265725/64b60c59a649/pone.0303332.g001.jpg

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