基于k -均值聚类的纹理特征在影印文档中的伪造检测

Suman V. Patgar, Sharath Kumar, A. Vasudev
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引用次数: 2

摘要

复印文件在我们的日常生活中很常见。市民可经常携带及出示影印文件,以免损坏或遗失正本文件。但是,这一规定被滥用于临时利益,通过伪造影印文件。出示影印文件时,可以要求检查其原创性。试图在这个方向上发现这种伪造的影印文件。提出了一种基于纹理特征的无监督检测系统。本文的工作主要集中在对影印文件中某些内容通过不同方式被其上的新内容所操纵的伪造行为的检测。详细的实验研究已经进行了使用收集的样本集相当大的规模和决策模型开发的分类。使用收集的不同测试样本进行测试,平均检出率为89%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Detection of Fabrication in Photocopy Document Using Texture Features Through K-Means Clustering
Photocopy documents are very common in our normal life. People are permitted to carry and produce photocopied documents frequently, to avoid damages or losing the original documents. But this provision is misused for temporary benefits by fabricating fake photocopied documents. When a photocopied document is produced, it may be required to check for its originality. An attempt is made in this direction to detect such fabricated photocopied documents. This paper proposes an unsupervised system to detect fabrication in photocopied document using texture features. The work in this paper mainly focuses on detection of fabrication in photocopied documents in which some contents are manipulated by new contents above it through different ways. A detailed experimental study has been performed using a collected sample set of considerable size and a decision model is developed for classification. Testing is performed with a different set of collected testing samples resulted in an average detection rate of 89%.
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