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Quaternion Zernike moments and their invariants for color image analysis and object recognition

机译:四元数Zernike矩及其不变量用于彩色图像分析和目标识别

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摘要

Moments and moment invariants have become a powerful tool in pattern recognition and image analysis. Conventional methods to deal with color images are based on RGB decomposition or graying, which may lose some significant color information. In this paper, by using the algebra of quaternions, we introduce the quaternion Zernike moments (QZMs) to deal with the color images in a holistic manner. It is shown that the QZMs can be obtained from the conventional Zernike moments of each channel. We also provide the theoretical framework to construct a set of combined invariants with respect to rotation, scaling and translation (RST) transformation. Experimental results are provided to illustrate the efficiency of the proposed descriptors.
机译:时刻和不变矩已成为模式识别和图像分析的强大工具。处理彩色图像的常规方法基于RGB分解或灰度,这可能会丢失一些重要的颜色信息。在本文中,通过使用四元数代数,我们介绍了四元数Zernike矩(QZMs)以整体方式处理彩色图像。结果表明,可以从每个通道的常规Zernike矩中获得QZM。我们还提供了一个理论框架,以构建关于旋转,缩放和平移(RST)变换的一组组合不变式。提供实验结果来说明所提出描述符的效率。

著录项

  • 来源
    《Signal processing》 |2012年第2期|p.308-318|共11页
  • 作者单位

    Laboratory of Image Science and Technology, Southeast University, Nanjing 210096, China,Centre de Recherche en Information Biomedicale Sino-Francais (CRIBs), Nanjing 210096, China,School of Electronic and Information Engineering, Ningbo University of Technology, Ningbo 315016, China;

    Laboratory of Image Science and Technology, Southeast University, Nanjing 210096, China,Centre de Recherche en Information Biomedicale Sino-Francais (CRIBs), Nanjing 210096, China;

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

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

    Laboratory of Image Science and Technology, Southeast University, Nanjing 210096, China,Universite de Rennes 1, LTSI, Rennes, F-35000, France,Centre de Recherche en Information Biomedicale Sino-Francais (CRIBs), Nanjing 210096, China;

    NSERM, U642, Rennes, F-35000, France,Universite de Rennes 1, LTSI, Rennes, F-35000, France,Centre de Recherche en Information Biomedicale Sino-Francais (CRIBs), Nanjing 210096, China;

    Laboratory of Image Science and Technology, Southeast University, Nanjing 210096, China,Centre de Recherche en Information Biomedicale Sino-Francais (CRIBs), Nanjing 210096, China;

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

    color image; quaternion; zernike moment; moment invariant;

    机译:彩色图像四元数泽尼克时刻不变矩;

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