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Recycled and Remarked Counterfeit Integrated Circuit Detection by Image-Processing-Based Package Texture and Indent Analysis

机译:通过基于图像处理的包装纹理和缩进分析回收和注释假冒集成电路检测

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摘要

Wide proliferation of counterfeit integrated circuits (ICs) is a major global threat. Currently, the process of counterfeit IC detection is time-consuming and requires highly skilled subject matter experts. In this paper, we have developed an automated image-processing-based methodology for recycled and remarked counterfeit IC detection, using images acquired through an ordinary optical microscope or a digital camera. The methodology has two phases: first, identification of counterfeit IC is attempted by package texture comparison of a golden IC sample and the given sample. Then, for the ICs which have not been inferred to be counterfeit, an optional second phase where detection of position and size of indents (or cavities) on the IC package surface is performed. Compared to previously proposed techniques, the proposed technique is less computationally expensive and avoids expensive equipment such as a scanning electron microscope or X-ray tomograph. Experimental results demonstrate that the proposed methodology achieves high detection accuracy, and the results are supported by an unsupervised clustering approach.
机译:假冒集成电路(IC)广泛扩散是一个重大的全球威胁。目前,假冒IC检测的过程是耗时的,并且需要高技能主题专家。在本文中,我们开发了一种基于自动的图像处理的方法,用于使用普通光学显微镜或数码相机获取的图像来回收和注释的伪造IC检测。该方法有两个阶段:首先,通过包纹理比较和给定样品的包纹理比较来尝试识别假冒IC的识别。然后,对于未被推断的IC被伪造,执行可选的第二阶段,其中执行IC封装表面上的凹版(或腔)的位置和尺寸的检测。与先前所提出的技术相比,所提出的技术较少计算昂贵,避免昂贵的设备,例如扫描电子显微镜或X射线Tomograph。实验结果表明,该方法的方法达到了高检测精度,结果由无监督的聚类方法支持。

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