Title :
Automatic generation of moment invariants and the use of higher order moments for character recognition
Author :
Wong, Wai-Hong ; Siu, Wan-Chi ; Lam, Kin-Man
Author_Institution :
Dept. of Electron. Eng., Hong Kong Polytech., Kowloon, Hong Kong
Abstract :
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. The generated set of moment invariants, which include higher order moments, is used for the recognition of English alphabets. The results of the authors´ study on selecting the best set of weighting factors for invariant moments are included. The recognition rates have improved to over 98.8%
Keywords :
character recognition; character sets; method of moments; English alphabets; character recognition; higher order moments; invariant moments; moment invariants; pattern recognition; recognition rates; weighting factors; Character generation; Character recognition; Distribution functions; Equations; Image processing; Manuals; Pattern recognition; Polynomials;
Conference_Titel :
Circuits and Systems, 1993., ISCAS '93, 1993 IEEE International Symposium on
Conference_Location :
Chicago, IL
Print_ISBN :
0-7803-1281-3
DOI :
10.1109/ISCAS.1993.393782