• DocumentCode
    2315089
  • Title

    Real time image enhancement and segmentation for sign/text detection

  • Author

    Haritaoglu, Esin Darici ; Haritaoglu, Ismail

  • Author_Institution
    Polar Rain Inc., Sunnyvale, CA, USA
  • Volume
    3
  • fYear
    2003
  • fDate
    14-17 Sept. 2003
  • Abstract
    A personal computer(pc)-based low-cost visual system that can detect and extract text regions in visual signs in the scene and recognize them for location awareness is described. It employs fast image enhancement and segmentation methods based on symmetric neighborhood filter and hierarchical-connected component analysis to extract written information on signboards, which appears in the scene. Our approach allows us to remove the undesired segments by analyzing their features, removing the perspective distortion and correcting the orientation for better detection using signboard boundary lines and corners, extract the words and characters. As the signboard may not contain only text but also may contain nontext illustrations, the systems classifies each text region inside the signboard as "text-only" and "sign-only" using support vector machine (SVM) based classifiers. Experimental results show the robustness of our region-based detection algorithm over pixel-based algorithms.
  • Keywords
    filters; image classification; image enhancement; image segmentation; real-time systems; support vector machines; text analysis; word processing; character extraction; component analysis; distortion removal; feature extraction; location awareness; orientation correction; personal computer; pixel-based algorithms; real time image enhancement; real time image segmentation; region-based detection algorithm; sign detection; sign-only; signboard boundary lines; support vector machine; symmetric neighborhood filter; text detection; text-only; word extraction; written information; Data mining; Image enhancement; Image segmentation; Information filtering; Layout; Mobile radio mobility management; Support vector machine classification; Support vector machines; Text recognition; Visual system;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 2003. ICIP 2003. Proceedings. 2003 International Conference on
  • ISSN
    1522-4880
  • Print_ISBN
    0-7803-7750-8
  • Type

    conf

  • DOI
    10.1109/ICIP.2003.1247414
  • Filename
    1247414