• DocumentCode
    3278091
  • Title

    Using local maxima profile and Piece-Wise technique for line segmentation on Thai handwritten historical documents

  • Author

    Sangsawad, Seksan ; Chamchong, Rapeeporn ; Fung, Chun Che

  • Author_Institution
    Sch. of Inf. Technol., Murdoch Univ., Perth, WA, Australia
  • Volume
    4
  • fYear
    2011
  • fDate
    10-13 July 2011
  • Firstpage
    1862
  • Lastpage
    1866
  • Abstract
    This paper presents a new approach for segmenting text lines on Thai handwritten documents. The proposed technique is based on an Adaptive Local Connectivity Map concept using Piece-Wise Separating Lines. The algorithm is designed to solve problems in handwritten documents such as fluctuating text lines. Moreover, local maxima projection profile is used for enhancing the speed of extraction. The proposed algorithm consists of four steps. Firstly, Otsu algorithm is used to binarize the source image. Second, Piece-Wise Separating Lines is applied to derive the Adaptive Local Connectivity Map to show mask text lines. In the third step, local maxima projection profile is used as a guideline for extracting text lines. Finally, contour algorithm is used to identify the interested mask text line. The interested mask text is used to map with text image in order to extract the text lines. Analysis of experimental results on the King Rama 5 archive data indicated that the method has achieved a correct rate of 85.7%.
  • Keywords
    document image processing; feature extraction; handwritten character recognition; image segmentation; natural language processing; text analysis; King Rama 5 archive data; Otsu algorithm; Thai handwritten historical document; adaptive local connectivity map concept; contour algorithm; extraction speed; fluctuating text lines; line segmentation; local maxima projection profile; mask text lines; piecewise separating line; source image; text image; Algorithm design and analysis; Cybernetics; Guidelines; Image segmentation; Machine learning; Pattern recognition; Strips; Adaptive Local Connectivity Map (ALCM); Local maxima; Piece-Wise Separating Lines (PSL); Text line extraction; Thai handwritten document;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning and Cybernetics (ICMLC), 2011 International Conference on
  • Conference_Location
    Guilin
  • ISSN
    2160-133X
  • Print_ISBN
    978-1-4577-0305-8
  • Type

    conf

  • DOI
    10.1109/ICMLC.2011.6016974
  • Filename
    6016974