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