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首页> 外文期刊>International Journal of Information Acquisition >RESEARCH OF PRINTING QUALITY DETECTION BASED ON IMAGE RESTORATION
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RESEARCH OF PRINTING QUALITY DETECTION BASED ON IMAGE RESTORATION

机译:基于图像恢复的打印质量检测研究

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摘要

When kernel methods are applied to detect the defection, there is a need to select the training samples, because kernel methods are based on the statistical learning theory. To extract the defects, the pre-image is calculated. In this paper, a sampling algorithm based on the alignment is designed to improve the calculation efficiency, where kernel alignment can measure the similarity between different kernel functions and matrices. A local linear algorithm is proposed to calculate the pre-image. When obtain the 0-1 difference image, an algorithm is designed to determine whether there are defects. An algorithm is designed to calculate the center coordinates and the areas of defects in the 0-1 image. Using this method, the accuracy of detection can be improved, because the method can remove the effect from recovery errors. When using the algorithms on a data set of printing products, the experiment results show that the detection results are more accurately than using the difference matrix.
机译:当采用核方法检测缺陷时,由于核方法基于统计学习理论,因此需要选择训练样本。为了提取缺陷,计算原像。本文设计了一种基于比对的采样算法,以提高计算效率,其中核比对可以测量不同核函数和矩阵之间的相似度。提出了一种局部线性算法来计算原像。当获得0-1差分图像时,设计一种算法来确定是否存在缺陷。设计一种算法来计算0-1图像中的中心坐标和缺陷区域。使用此方法,可以提高检测的准确性,因为该方法可以消除恢复错误中的影响。在打印产品数据集上使用该算法时,实验结果表明,与使用差异矩阵相比,检测结果更准确。

著录项

  • 来源
    《International Journal of Information Acquisition》 |2013年第2期|1350012.1-1350012.8|共8页
  • 作者单位

    Hefei Institutes of Physical Science, Chinese Academy of Sciences Changzhou 213164, P. R. China,School of Computer Science and Engineering University of Electronic Science and Technology of China Chengdu 610054, P. R. China;

    Hefei Institutes of Physical Science, Chinese Academy of Sciences Changzhou 213164, P. R. China;

    Chongqing Institute of Green and Intelligent Technology Chinese Academy of Sciences, Chongqing 401122, P. R. China;

    Hefei Institutes of Physical Science, Chinese Academy of Sciences Changzhou 213164, P. R. China;

    Hefei Institutes of Physical Science, Chinese Academy of Sciences Changzhou 213164, P. R. China;

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

    Alignment; kernel principal component analysis; pre-image; defect inspection; sampling algorithm;

    机译:对准;内核主成分分析;原像缺陷检查;采样算法;

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