• DocumentCode
    2501788
  • Title

    An Efficient Method for Offline Text Independent Writer Identification

  • Author

    Ghiasi, Golnaz ; Safabakhsh, Reza

  • Author_Institution
    Comput. Eng. & Inf. Technol. Dept., Amirkabir Univ. of Technol., Tehran, Iran
  • fYear
    2010
  • fDate
    23-26 Aug. 2010
  • Firstpage
    1245
  • Lastpage
    1248
  • Abstract
    This paper proposes, an efficient method for text independent writer identification using a codebook. The occurrence histogram of the shapes in the codebook is used to create a feature vector for the handwriting. There is a wide variety of different shapes in the connected components obtained from handwriting. Small fragments of connected components should be used to avoid complex patterns. A new and more efficient method is introduced for this purpose. To evaluate the methods, writer identification is conducted on three varieties of a Farsi database. These varieties include texts of short, medium and large lengths. Experimental results show the efficiency of the method especially for short texts.
  • Keywords
    handwriting recognition; text analysis; visual databases; Farsi database; codebook; offline text independent writer identification; Databases; Feature extraction; Hidden Markov models; Histograms; Shape; Text analysis; Training; Farsi; codebook; handwriting; writer identification;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Pattern Recognition (ICPR), 2010 20th International Conference on
  • Conference_Location
    Istanbul
  • ISSN
    1051-4651
  • Print_ISBN
    978-1-4244-7542-1
  • Type

    conf

  • DOI
    10.1109/ICPR.2010.310
  • Filename
    5597137