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Digital forensics of printed source identification for Chinese characters

机译:汉字印刷来源识别的数字取证

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摘要

Recently, digital forensics, which involves the collection and analysis of the origin digital device, has become an important issue. Digital content can play a crucial role in identifying the source device, such as serve as evidence in court. To achieve this goal, we use different texture feature extraction methods such as graylevel co-occurrence matrix (GLCM) and discrete wavelet transform (DWT), to analyze the Chinese printed source in order to find the impact of different output devices. Furthermore, we also explore the optimum feature subset by using feature selection techniques and use support vector machine (SVM) to identify the source model of the documents. The average experimental results attain a 98.64 % identification rate which is significantly superior to the existing known method of GLCM by 1.27 %. The superior testing performance demonstrates that the proposed identification method is very useful for source laser printer identification.
机译:近来,涉及原始数字设备的收集和分析的数字取证已经成为重要的问题。数字内容在识别源设备方面可以发挥至关重要的作用,例如在法庭上充当证据。为了实现这一目标,我们使用了不同的纹理特征提取方法(例如灰度共生矩阵(GLCM)和离散小波变换(DWT))来分析中文打印源,以发现不同输出设备的影响。此外,我们还使用特征选择技术探索最佳特征子集,并使用支持向量机(SVM)来识别文档的源模型。平均实验结果达到了98.64%的识别率,这比现有的GLCM方法要高出1.27%。优异的测试性能表明,所提出的识别方法对于源激光打印机识别非常有用。

著录项

  • 来源
    《Multimedia Tools and Applications》 |2014年第3期|2129-2155|共27页
  • 作者单位

    Institute of Information Management, National Chiao Tung University, 1001 Ta-Hsueh Road, Hsin-Chu 300 Taiwan, Republic of China;

    Institute of Information Management, National Chiao Tung University, 1001 Ta-Hsueh Road, Hsin-Chu 300 Taiwan, Republic of China;

    Institute of Information Management, National Chiao Tung University, 1001 Ta-Hsueh Road, Hsin-Chu 300 Taiwan, Republic of China;

    Institute of Information Management, National Chiao Tung University, 1001 Ta-Hsueh Road, Hsin-Chu 300 Taiwan, Republic of China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Digital image forensics; Graylevel co-occurrence Matrix (GLCM); Discrete Wavelet Transform (DWT); Feature Selection;

    机译:数字图像取证;灰度共现矩阵(GLCM);离散小波变换(DWT);功能选择;
  • 入库时间 2022-08-17 13:04:49

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