DocumentCode :
1629767
Title :
Script identification in a handwritten document image using texture features
Author :
Hiremath, P.S. ; Shivashankar, S. ; Pujari, Jagdeesh D. ; Mouneswara, V.
Author_Institution :
Dept. of Comput. Sci., Gulbarga Univ., Gulbarga, India
fYear :
2010
Firstpage :
110
Lastpage :
114
Abstract :
Script identification for handwritten document image is an open document analysis problem. In this paper, we propose an approach to script identification for documents containing handwritten text using the texture features. The texture features are extracted based on the co-occurrence histograms of wavelet decomposed images, which capture the information about relationships between each high frequency subband and that in low frequency subband of the transformed image at the corresponding level. The correlation between the subbands at the same resolution exhibits a strong relationship, indicating that this information is significant for characterizing a texture. This scheme is tested on seven Indian language scripts along with English. Our method is robust to the skew generated in the process of scanning a document and also to the varying coverage of text. The experimental results demonstrate the effectiveness of the texture features in identification of handwritten scripts. The experiments are also performed by considering the multiple writers.
Keywords :
document image processing; handwritten character recognition; image classification; image texture; co-occurrence histograms; document scanning; handwritten document image; high frequency subband; low frequency subband; open document analysis problem; script identification; seven Indian language scripts; skew; texture features; wavelet decomposed images; Computer science; Data mining; Educational institutions; Feature extraction; Frequency; Handwriting recognition; Histograms; Image texture analysis; Testing; Text analysis; co-occurrence histogram; correlation; handwritten script identification; texture; wavelet;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Advance Computing Conference (IACC), 2010 IEEE 2nd International
Conference_Location :
Patiala
Print_ISBN :
978-1-4244-4790-9
Electronic_ISBN :
978-1-4244-4791-6
Type :
conf
DOI :
10.1109/IADCC.2010.5423028
Filename :
5423028
Link To Document :
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