Color Image Analysis by Quaternion-Type Moments

被引:0
作者
Beijing Chen
Huazhong Shu
Gouenou Coatrieux
Gang Chen
Xingming Sun
Jean Louis Coatrieux
机构
[1] Nanjing University of Information Science and Technology,School of Computer and Software
[2] Nanjing University of Information Science and Technology,Jiangsu Engineering Center of Network Monitoring
[3] INSERM UMR1101 LaTIM,Institut Mines
[4] Southeast University,Telecom, Telecom Bretagne
[5] Centre de Recherche en Information Biomédicale Sino-Français (CRIBs),Laboratory of Image Science and Technology
[6] U1099,INSERM
[7] Université de Rennes I,Laboratoire Traitement du Signal et de l’Image
来源
Journal of Mathematical Imaging and Vision | 2015年 / 51卷
关键词
Color image; Quaternion; Moment; Moment invariant; Color face recognition; Color image registration;
D O I
暂无
中图分类号
学科分类号
摘要
In this paper, by using the quaternion algebra, the conventional complex-type moments (CTMs) for gray-scale images are generalized to color images as quaternion-type moments (QTMs) in a holistic manner. We first provide a general formula of QTMs from which we derive a set of quaternion-valued QTM invariants (QTMIs) to image rotation, scale and translation transformations by eliminating the influence of transformation parameters. An efficient computation algorithm is also proposed so as to reduce computational complexity. The performance of the proposed QTMs and QTMIs are evaluated considering several application frameworks ranging from color image reconstruction, face recognition to image registration. We show they achieve better performance than CTMs and CTM invariants (CTMIs). We also discuss the choice of the unit pure quaternion influence with the help of experiments. (i-j-k)/3\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$(i-j-k)/\sqrt{3}$$\end{document} appears to be an optimal choice.
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页码:124 / 144
页数:20
相关论文
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