DocumentCode :
3336425
Title :
A shape analysis model with applications to a character recognition system
Author :
Rocha, Jairo ; Pavlidis, Theo
Author_Institution :
Dept. of Comput. Sci., State Univ. of New York, Stony Brook, NY, USA
fYear :
1992
fDate :
30 Nov-2 Dec 1992
Firstpage :
182
Lastpage :
189
Abstract :
A method for the recognition of multifont printed characters is proposed, giving emphasis to the identification of structural descriptions of character shapes using prototypes. Noise and shape variations are modeled as series of transformations from groups of features in the data to features in each prototype. Thus, the method manages systematically the relative distortion between a candidate shape and its prototype, accomplishing robustness to noise with less than two prototypes per class, on the average. Our method uses a flexible matching between components and a flexible grouping of the individual components to be matched. A number of shape transformations are defined. Also, a measure of the amount of distortion that these transformations cause is given. The problem of classification of character shapes is defined as a problem of optimization among the possible transformations that map an input shape into prototypical shapes. Some tests with hand printed numerals confirmed the method´s high robustness level
Keywords :
optical character recognition; candidate shape; character recognition system; character shapes; classification; flexible grouping; hand printed numerals; identification; multifont printed characters; optimization; relative distortion; robustness; shape analysis model; shape transformations; shape variations; structural descriptions; Application software; Character recognition; Computer science; Multi-stage noise shaping; Noise robustness; Noise shaping; Optical character recognition software; Prototypes; Shape; Working environment noise;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Applications of Computer Vision, Proceedings, 1992., IEEE Workshop on
Conference_Location :
Palm Springs, CA
Print_ISBN :
0-8186-2840-5
Type :
conf
DOI :
10.1109/ACV.1992.240313
Filename :
240313
Link To Document :
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