• 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