Subpixel edge detection of color images by principal axis analysis and moment-preserving principle

被引:35
作者
Cheng, SC [1 ]
Wu, TL [1 ]
机构
[1] Natl Kaohsing First Univ Sci & Technol, Dept Comp & Commun Engn, Kaohsiung 824, Taiwan
关键词
sub-pixel accuracy edge detection; principal axis analysis; spatial color moments preserving;
D O I
10.1016/j.patcog.2004.08.016
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper discusses a new approach for detecting edges with sub-pixel accuracy in color images using the principal axis analysis and the moment-preserving principle. First, the principal axis of the color vectors in a three-dimensional space is obtained analytically for each image block. Based on the projection scores. the direction of the line edge is obtained by analyzing the three-dimensional principal axis of a color image block. Next. by preserving some spatial color moments of the pixels of each square block, analytic formulas are derived to extract the edge feature. Experiments on both synthetic and real images show that the accuracy of the proposed method is comparable to other color edge detectors. The proposed algorithm can be performed very fast for real-time applications with no need for special hardware. (C) 2004 Pattern Recognition Society. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:527 / 537
页数:11
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