Image analysis by Tchebichef moments

被引:659
作者
Mukundan, R [1 ]
Ong, SH
Lee, PA
机构
[1] Multimedia Univ, Melaka, Malaysia
[2] Univ Malaya, Kuala Lumpur, Malaysia
关键词
discrete orthogonal systems; image feature representation; orthogonal moments; Tchebichef polynomials;
D O I
10.1109/83.941859
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 introduces a new set of orthogonal moment functions based on the discrete Tchebichef polynomials. The Tchebichef moments can be effectively used as pattern features in the analysis of two-dimensional images. The implementation of moments proposed in this paper does not involve any numerical approximation, since the basis set is orthogonal in the discrete domain of the image coordinate space. This property makes Tchebichef moments superior to the conventional orthogonal moments such as Legendre moments and Zernike moments, in terms of preserving the analytical properties needed to ensure information redundancy in a moment set. The paper also details the various computational aspects of Tchebichef moments and demonstrates their feature representation capability using the method of image reconstruction.
引用
收藏
页码:1357 / 1364
页数:8
相关论文
共 20 条
[1]   PATTERN-RECOGNITION WITH MOMENT INVARIANTS - A COMPARATIVE-STUDY AND NEW RESULTS [J].
BELKASIM, SO ;
SHRIDHAR, M ;
AHMADI, M .
PATTERN RECOGNITION, 1991, 24 (12) :1117-1138
[2]  
Chihara T, 1978, INTRO ORTHOGONAL POL
[3]  
Erdelyi A., 1953, Higher Transcendental Functions, California Institute of Technology. Bateman Manuscript Project, V1
[4]   PATTERN-RECOGNITION BY AFFINE MOMENT INVARIANTS [J].
FLUSSER, J ;
SUK, T .
PATTERN RECOGNITION, 1993, 26 (01) :167-174
[5]   ORTHOGONAL MOMENT OPERATORS FOR SUBPIXEL EDGE-DETECTION [J].
GHOSAL, S ;
MEHROTRA, R .
PATTERN RECOGNITION, 1993, 26 (02) :295-306
[6]   TEMPLATE MATCHING IN ROTATED IMAGES [J].
GOSHTASBY, A .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1985, 7 (03) :338-344
[7]   FRACTIONAL CENTRAL MOMENT METHOD FOR MOVEMENT-INVARIANT OBJECT CLASSIFICATION [J].
HEYWOOD, MI ;
NOAKES, PD .
IEE PROCEEDINGS-VISION IMAGE AND SIGNAL PROCESSING, 1995, 142 (04) :213-219
[8]  
HILDERBRAND F, 1956, INTRO NUMERICAL ANAL
[9]   MOMENT-PRESERVING EDGE-DETECTION AND ITS APPLICATION TO IMAGE DATA-COMPRESSION [J].
HSU, HS ;
TSAI, WH .
OPTICAL ENGINEERING, 1993, 32 (07) :1596-1608
[10]   INVARIANT IMAGE RECOGNITION BY ZERNIKE MOMENTS [J].
KHOTANZAD, A ;
HONG, YH .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1990, 12 (05) :489-497