DocumentCode :
120857
Title :
Recognition of assamese handwritten numerals using mathematical morphology
Author :
Medhi, Kalyanbrat ; Kalita, Sanjib Kr
Author_Institution :
Dept. of Comput. Sci., Gauhati Univ., Guwahati, India
fYear :
2014
fDate :
21-22 Feb. 2014
Firstpage :
1076
Lastpage :
1080
Abstract :
The aim of this paper is to describe an algorithm to recognize Assamese handwritten numerals using mathematical morphology. The digits are classified into two groups. One group contains digits which contains one or more blobs or/and stems in its structure. The other group does not contain any blobs. The number of blobs is determined with the help of morphological boundary finding method considering the property as hole. We also use the concept called `connected component´ of morphology to recognize digits without blobs. Digits without blobs are extended to blobs by using connected component approach of morphology. Digits with blobs and stems need to recognize the number of stems. The present study shows that stems need not to be exactly vertical or horizontal to detect it. The proposed algorithm has been applied and tested for various handwritten digits from ISI Kolkata database. We also compare this algorithm for various printed Assamese digits. Experiment result shows that the average recognition rate that can be achieved by this algorithm is 80% for handwritten numerals and almost 100% for printed numerals. The result is obtained by using 50 handwritten samples for each digit and different printed Assamese digits.
Keywords :
handwritten character recognition; natural languages; optical character recognition; Assamese handwritten numeral recognition; ISI Kolkata database; blobs; mathematical morphology; morphological boundary finding method; Character recognition; Decision trees; Feature extraction; Handwriting recognition; Image recognition; Morphology; Assamese Numeral recognition; blobs; handwritten numerals; mathematical morphology; stems;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Advance Computing Conference (IACC), 2014 IEEE International
Conference_Location :
Gurgaon
Print_ISBN :
978-1-4799-2571-1
Type :
conf
DOI :
10.1109/IAdCC.2014.6779475
Filename :
6779475
Link To Document :
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