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Affine-invariant character recognition by progressive removing.

Authors :
Iwamura, Masakazu
Horimatsu, Akira
Niwa, Ryo
Kise, Koichi
Uchida, Seiichi
Omachi, Shinichiro
Source :
Electrical Engineering in Japan; Jul2012, Vol. 180 Issue 2, p55-63, 9p, 1 Black and White Photograph, 8 Diagrams, 1 Chart, 4 Graphs
Publication Year :
2012

Abstract

Recognizing characters in scene images suffering from perspective distortion is a challenge. Although there are some methods to overcome this difficulty, they are time-consuming. In this paper, we propose a set of affine-invariant features and a new recognition scheme called 'progressive removing' that can help reduce the processing time. Progressive removing gradually removes less feasible categories and skew angles by using multiple classifiers. We observed that progressive removing and the use of the affine invariant features reduced the processing time by about 60% in comparison to a trivial algorithm without decreasing the recognition rate. © 2012 Wiley Periodicals, Inc. Electr Eng Jpn, 180(2): 55-63, 2012; Published online in Wiley Online Library (). DOI 10.1002/eej.22276 [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
04247760
Volume :
180
Issue :
2
Database :
Complementary Index
Journal :
Electrical Engineering in Japan
Publication Type :
Academic Journal
Accession number :
74547680
Full Text :
https://doi.org/10.1002/eej.22276