EFFICIENT COMPUTATION OF LEGENDRE MOMENTS FOR GRAY LEVEL IMAGES

被引:4
作者
Hosny, Khalid M. [1 ]
机构
[1] Zagazig Univ, Fac Comp & Informat, Dept Comp Sci, Zagazig, Egypt
关键词
Legendre moments; complexity analysis; fast algorithm; gray level images;
D O I
10.1142/S021946780700288X
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Direct computation of Legendre orthogonal moments requires huge arithmetic operations, which is very time consuming. Many works have described methods for reducing the computations involved in evaluating Legendre moments. Nevertheless, reduction computational complexity is still an open problem and needs more investigation. Existing algorithms mainly focused on binary images and compute Legendre moments using a set of geometric moments. We propose a fast and efficient method for computation of Legendre moments for binary and gray level images. A recurrence formula of one-dimensional Legendre moments will be established using the recursive property of Legendre polynomials; then the method will be extended to calculate the two-dimensional Legendre moments. This method is completely independent on geometric moment. The complexity analysis shows that the proposed method computes Legendre moments more efficiently than the direct method and the other conventional methods.
引用
收藏
页码:735 / 747
页数:13
相关论文
共 17 条
[1]  
Abramowitz M., 1970, HDB MATH FUNCTIONS, P775
[2]   PATTERN-RECOGNITION BY AFFINE MOMENT INVARIANTS [J].
FLUSSER, J ;
SUK, T .
PATTERN RECOGNITION, 1993, 26 (01) :167-174
[3]   ORTHOGONAL MOMENT OPERATORS FOR SUBPIXEL EDGE-DETECTION [J].
GHOSAL, S ;
MEHROTRA, R .
PATTERN RECOGNITION, 1993, 26 (02) :295-306
[4]   VISUAL-PATTERN RECOGNITION BY MOMENT INVARIANTS [J].
HU, M .
IRE TRANSACTIONS ON INFORMATION THEORY, 1962, 8 (02) :179-&
[5]   On image analysis by moments [J].
Liao, SX ;
Pawlak, M .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1996, 18 (03) :254-266
[6]   Efficient computation of local geometric moments [J].
Martínez, J ;
Thomas, F .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2002, 11 (09) :1102-1111
[7]   COMPUTATION OF LEGENDRE AND ZERNIKE MOMENTS [J].
MUKUNDAN, R ;
RAMAKRISHNAN, KR .
PATTERN RECOGNITION, 1995, 28 (09) :1433-1442
[8]  
PAPADEMETRIOU RC, 1992, 11TH IAPR INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, PROCEEDINGS, VOL III, P476, DOI 10.1109/ICPR.1992.202028
[9]  
REEVES AP, 1983, IEEE C COMP VIS PATT, P312
[10]  
Shen J., 1996, ICPR 96, P241