Volume 4 Issue 5
Oct.  2011
Turn off MathJax
Article Contents
ZHU Ming, SUN Ji-gang, GUO Li-qiang. Quaternion moment invariant for color image[J]. Chinese Optics, 2011, 4(5): 497-502.
Citation: ZHU Ming, SUN Ji-gang, GUO Li-qiang. Quaternion moment invariant for color image[J]. Chinese Optics, 2011, 4(5): 497-502.

Quaternion moment invariant for color image

  • Received Date: 21 Jul 2011
  • Rev Recd Date: 23 Aug 2011
  • Publish Date: 25 Oct 2011
  • In order to study moment invariants of color images, the quaternion is used to process color images and to implement the parallel processing of R, G and B components. Traditional complex moments for graylevel images are introduced to the quaternion, and the quaternion moments for describing a color image are presented. Then, the quaternion affine moment invariants are derived. Experimental results show that the stability of this method is superior to that of L.V.Gool's color affine moment invariants, and the value of /u have be improved by two orders of magnitude. The proposed quaternion moment invariants could be a useful tool in color pattern recognition and tracking.

     

  • loading
  • [1] HU M K. Visual pattern recognition by moment invariants[J]. IRE Trans. Inf. Theory, 1962,8(2):179-187. [2] REISS T H. The revised fundamental theorem of moment invariants[J]. IEEE Trans. PAMI,1991,13(8):830-834. [3] TIENG Q M,BOLES W W. Wavelet-based affine invariant representation:a tool for recognition planar objects in 3D space[J]. IEEE Trans. PAMI.,1997,19(8):846-857. [4] YANG ZH W,COHEN F S. Cross-weighted moments and affine invariants for image registration and matching[J]. IEEE Trans. PAMI.,1999,21(8):804-814. [5] HEIKKILÄ J. Multi-scale autoconvolution for affine invariant pattern recognition. Proceedings of the 16th International Conference on Pattern Recognition(ICPR'02),Quebec,Canada,11-15 Aug,2002:119-122. [6] PETRON M,KADYROV A. Affine invariant features from the trace transform[J]. IEEE Trans. PAMI.,2004,26(1):30-44. [7] FLUSSER J,SUK T. Affine moment invariants:a new tool for character recognition[J]. Pattern Recog. Lett.,1994,15(4):433-436. [8] MEI Y,ANDROUTSOS D. Robust affine invariant region-based shape descriptor: the ICA Zernike moment shape descriptor and the whitening Zernike moment shape descriptor[J]. IEEE Trans. Signal Proc.,2009,16(10):877-880. [9] HEIKKILA J. Pattern matching with affine moment descriptors[J]. Pattern Recogn. Lett.,2004,37(9):1825-1834. [10] SUK T,FLUSSER J. Combined blur and affine moment invariants and their use in pattern recognition[J]. Pattern Recogn. Lett.,2003,36(2):2895-2907. [11] FLUSSER J,SUK T. A moment-based approach to registration of images with affine geometric distortion[J]. IEEE Trans. Geoscience and Remote Sensing,1994,32(2):382-387. [12] LIU J,LI D,TAO W,et al. An automatic method for generating affine moment invariants[J]. Pattern Recogn. Lett.,2007,28(16):2295-2304. [13] SUK T,FLUSSER J. Graph method for generating affine moment invariants. Proceedings of the 17th International Conference on Pattern Recognition(ICPR'04),Cambridge,UK,23-26 Aug,2004:192-195. [14] WEN CH Y,ZHANG Y,ZHANG Y N. Recognition of symmetrical images using affine moment invariants in both frequency and spatial domains[J]. Pattern Anal Appl,2002,5(3):316-325. [15] MINDRU F,TUYTELAARS T,GOOL L V,et al. Moment invariants for recognition under changing viewpoint and illumination[J]. Computer Vis. Image Und.,2004,94(1-3):3-27. [16] KANTOR I L,SOLODOVNIKOV A S. Hypercomplex Number:An Elementary Introduction to Algebras[M]. NewYork:Springer-Verlag,1989. [17] 郭立强. 基于四元数的彩色图像处理算法研究. 北京:中国科学院研究生院 ,2011. GUO L Q. The study of color image processing algorithms based on quaternion. Beijing:Graduate University of Chinese Academy of Sciences,2011.(in Chinese) [18] ROTHE I,SUSSE H,VOSS K. The method of normalization to determine invariants[J]. IEEE Trans. PAMI,1996,18(4):366-376.
  • 加载中

Catalog

    通讯作者: 陈斌, bchen63@163.com
    • 1. 

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索
    Article views(3442) PDF downloads(1271) Cited by()
    Proportional views
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return