• DocumentCode
    427032
  • Title

    Automatic text detection using multi-layer color quantization in complex color images

  • Author

    Pei, Soo-Chang ; Chuang, Yu-Ting

  • Author_Institution
    Dept. of Electr. Eng., Nat. Taiwan Univ., Taipei
  • Volume
    1
  • fYear
    2004
  • fDate
    30-30 June 2004
  • Firstpage
    619
  • Abstract
    News, magazines, Web pages, etc. in modern life always contain much text information. In this paper, we propose a novel approach to detect text in images with very low false alarm rate. First of all, neural network color quantization is used to compact text color. Second, 3D histogram analysis chooses several color candidates, and then extracts each of these color candidates to obtain several bi-level images. Moreover, for each bi-level image, connectivity analysis and some morphological operators are fed to produce character candidates. Furthermore, we calculate some spatial features and relationships of each text candidate. Finally, we can localize text regions by authentication from LOG (Laplacian of Gaussian) edge detector. Meanwhile, in complex color images, multi-quantization layers can be integrated to reject non-text parts and reduce false alarm rate
  • Keywords
    data compression; document image processing; edge detection; feature extraction; image coding; image colour analysis; mathematical morphology; optical character recognition; 3D histogram analysis; LOG edge detector; Laplacian of Gaussian edge detector; Web pages; authentication; automatic text detection; bi-level images; character candidates; color candidates; complex color images; connectivity analysis; false alarm rate; magazines; morphological operators; multi-layer color quantization; multi-quantization layers; neural network color quantization; news pages; nontext parts; spatial features; text color compaction; text detection; text information; text region localization; Authentication; Data mining; Histograms; Image analysis; Image color analysis; Image edge detection; Laplace equations; Neural networks; Quantization; Web pages;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Multimedia and Expo, 2004. ICME '04. 2004 IEEE International Conference on
  • Conference_Location
    Taipei
  • Print_ISBN
    0-7803-8603-5
  • Type

    conf

  • DOI
    10.1109/ICME.2004.1394268
  • Filename
    1394268