GENERATION OF MOMENT INVARIANTS AND THEIR USES OF CHARACTER-RECOGNITION

被引:48
作者
WONG, WH [1 ]
SIU, WC [1 ]
LAM, KM [1 ]
机构
[1] HONG KONG POLYTECH,DEPT ELECTR ENGN,KOWLOON,HONG KONG
关键词
MOMENT INVARIANTS; EUCLIDEAN CLASSIFICATION; WEIGHTING FACTOR;
D O I
10.1016/0167-8655(94)00089-L
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
An automatic approach for the generation of moment invariants is presented. By making use of this approach a complete set of moment invariants is generated, many of which have never been reported in the literature. This approach will guarantee not to miss any possible expression that may be useful for pattern recognition. Consequently, the generated sets of moment invariants, including higher-order moments, have been used for the recognition of English alphabets. We also include the results of our study on selecting the best set of weighting factors for invariant moments, such that we have improved the recognition rates to over 98.8%.
引用
收藏
页码:115 / 123
页数:9
相关论文
共 8 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]   OPTICAL CHARACTER-RECOGNITION BY THE METHOD OF MOMENTS [J].
CASH, GL ;
HATAMIAN, M .
COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1987, 39 (03) :291-310
[3]   AIRCRAFT IDENTIFICATION BY MOMENT INVARIANTS [J].
DUDANI, SA ;
BREEDING, KJ ;
MCGHEE, RB .
IEEE TRANSACTIONS ON COMPUTERS, 1977, 26 (01) :39-45
[4]  
HAIS TC, 1981, IEEE T SYST MAN CYB, V11, P831
[5]   VISUAL-PATTERN RECOGNITION BY MOMENT INVARIANTS [J].
HU, M .
IRE TRANSACTIONS ON INFORMATION THEORY, 1962, 8 (02) :179-&
[6]  
HU MK, 1961, P IRE, V49, P1428
[7]  
SIU WC, 1992, 1992 P IEEE INT S CI, P726
[8]   SCENE MATCHING WITH INVARIANT MOMENTS [J].
WONG, RY ;
HALL, EL .
COMPUTER GRAPHICS AND IMAGE PROCESSING, 1978, 8 (01) :16-24