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Legendre moment invariants to blur and affine transformation and their use in image recognition

机译:勒让德矩不变性模糊和仿射变换及其在图像识别中的应用

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摘要

The processing of the images simultaneously degraded by blur and affine transformation has become a key task in many applications and many novel methods are designed specifically for it in which the moment-based methods play an important role. However, the existing moment-based methods all resort to non-orthogonal moments invariants which have problem of information redundancy and are sensitive to noise. In this paper, we construct a new set of combined invariants of orthogonal Legendre moments which hold for blur and affine transformation together. The experimental results show that the proposed invariants have better discriminative power and robustness to noise with the comparison to other invariants.
机译:通过模糊和仿射变换同时降级的图像处理已成为许多应用程序中的关键任务,为此专门设计了许多新颖的方法,其中基于矩的方法起着重要的作用。然而,现有的基于矩的方法都诉诸于非正交矩不变式,其具有信息冗余的问题并且对噪声敏感。在本文中,我们构造了一组正交的勒让德矩的组合不变式,它们适用于模糊和仿射变换。实验结果表明,与其他不变量相比,所提出的不变量具有更好的判别能力和对噪声的鲁棒性。

著录项

  • 来源
    《Pattern Analysis and Applications》 |2014年第2期|311-326|共16页
  • 作者单位

    School of Geography and Biological Information,Nanjing University of Posts and Telecommunications,210046 Nanjing, China;

    Laboratory of Image Science and Technology, School of Computer Science and Engineering, Southeast University,210096 Nanjing, China;

    College of Telecommunications and Information Engineering,Nanjing University of Posts and Telecommunications,210003 Nanjing, China;

    Laboratory of Image Science and Technology, School of Computer Science and Engineering, Southeast University,210096 Nanjing, China;

    Laboratory of Image Science and Technology, School of Computer Science and Engineering, Southeast University,210096 Nanjing, China;

  • 收录信息 美国《科学引文索引》(SCI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Legendre moments; Combined blur and affine invariants; Pattern recognition;

    机译:Legendre时刻;结合模糊和仿射不变量;模式识别;

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