DocumentCode :
2399393
Title :
A handwritten character recognition system using hierarchical displacement extraction algorithm
Author :
Mizukami, Yoshiki ; Koga, Kazutoshi
Author_Institution :
Fac. of Eng., Yamaguchi Univ., Japan
Volume :
3
fYear :
1996
fDate :
25-29 Aug 1996
Firstpage :
160
Abstract :
A handwritten character recognition system using the hierarchical algorithm to extract displacement between a template pattern and an input pattern is proposed. In the proposed system, the displacement can be computed by Gauss-Seidel iteration derived from Euler-Lagrange equations of the energy functional, which consists of a correspondence error between patterns and a smoothness constraint of the extracted displacement. To extract both global and local deformations included in input patterns, the hierarchical structure is introduced. In computer experiments, the recognition performance is clarified. In addition, the relation between the ability of displacement extraction and the recognition performance when the correspondence error is used as the distance is discussed. Finally, we show that it is possible to improve the recognition performance by using both the correspondence error and the smoothness of the extracted displacement as the distance
Keywords :
character recognition; feature extraction; hierarchical systems; iterative methods; optimisation; Euler-Lagrange equations; Gauss-Seidel iteration; energy functional minimisation; global deformations; handwritten character recognition system; hierarchical displacement extraction; input pattern; local deformations; smoothness constraint; template pattern; Character recognition; Computer errors; Computer science; Equations; Gaussian processes; Handwriting recognition; Lagrangian functions; Object recognition; Power engineering and energy; Systems engineering and theory;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Pattern Recognition, 1996., Proceedings of the 13th International Conference on
Conference_Location :
Vienna
ISSN :
1051-4651
Print_ISBN :
0-8186-7282-X
Type :
conf
DOI :
10.1109/ICPR.1996.546814
Filename :
546814
Link To Document :
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