DocumentCode :
2896600
Title :
Learning Pattern Generation for Handwritten Chinese Character using Pattern Transform Method with Cosine Function
Author :
Chen, Guang ; Zhang, Hong-Gang ; Guo, Jun
Author_Institution :
Sch. of Inf. Eng., Beijing Univ. of Posts & Telecommun.
fYear :
2006
fDate :
13-16 Aug. 2006
Firstpage :
3329
Lastpage :
3333
Abstract :
In pattern recognition, the number and quality of learning patterns is of crucial importance. When the number and quality of learning patterns are limited, error occurs in the presumed distribution of patterns and the precision of whole recognition system decreases. In this paper, a new pattern generation method is proposed which contributes to improvement of the performance of a handwritten Chinese character recognition system. By using this pattern generation technique, we increase the number and quality of learning patterns by using transform method with cosine function. Patterns generated this way are then selected using pattern selection method and the patterns unsuitable for learning are discarded. The recognition experiment on HCL2000, a handwritten Chinese character database, shows that our method improves the recognition precision of whole system
Keywords :
handwritten character recognition; image recognition; image sampling; learning (artificial intelligence); transforms; HCL2000; cosine function; handwritten Chinese character database; handwritten Chinese character recognition system; learning pattern generation; pattern recognition; pattern transform method; Character generation; Character recognition; Cybernetics; Data mining; Databases; Electronic mail; Error analysis; Handwriting recognition; Machine learning; Pattern recognition; Probability density function; Statistical analysis; Statistical distributions; Chinese character recognition; HCL2000; Pattern recognition; pattern generation; pattern transform with cosine function;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Machine Learning and Cybernetics, 2006 International Conference on
Conference_Location :
Dalian, China
Print_ISBN :
1-4244-0061-9
Type :
conf
DOI :
10.1109/ICMLC.2006.258469
Filename :
4028642
Link To Document :
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