Title :
Effect of the perturbed correlation method for optical character recognition
Author :
Yasuda, Michio ; Yamamoto, Kazuhiko ; Yamada, Hiromitsu
Author_Institution :
Meisei Univ., Tokyo, Japan
Abstract :
In order to verify effectiveness of the perturbation method in the optical character recognition procedure, the improvement of performance was experimentally confirmed by applying perturbation to all six parameters of two-dimensional affine transformation. The technique of character recognition consisted of reciprocal directional features, directional features, and correlation, and was applied to the character database, the handwritten Kanji database ETL8b2. As a result of the experiment, the recognition accuracy was improved by 5%, and the maximum correct recognition rate was 97.4%. The problem to be solved is the enormous amount of computation of the procedure requires. There are a large number of parameters to which the perturbation is applicable other than affine transformation, and extension of this approach makes the problem diverge
Keywords :
correlation methods; database management systems; handwriting recognition; optical character recognition; word processing; character database; handwritten Kanji database ETL8b2; maximum correct recognition rate; optical character recognition; perturbed correlation method; reciprocal directional features; recognition accuracy; two-dimensional affine transformation; Character recognition; Correlation; Hardware; Image recognition; Laboratories; Optical character recognition software; Optical sensors; Pattern recognition; Perturbation methods; Spatial databases;
Conference_Titel :
Document Analysis and Recognition, 1993., Proceedings of the Second International Conference on
Conference_Location :
Tsukuba Science City
Print_ISBN :
0-8186-4960-7
DOI :
10.1109/ICDAR.1993.395609