• DocumentCode
    3542704
  • Title

    Enhancing road signs detection rate using Multi-Scale Retinex

  • Author

    Ayaou, Tarik ; Boussaid, M. ; Afdel, Karim ; Amghar, Abdellah

  • Author_Institution
    Lab. of Metrol. & Inf. Process. -LMTI, Ibn Zohr Univ., Agadir, Morocco
  • fYear
    2012
  • fDate
    10-12 May 2012
  • Firstpage
    338
  • Lastpage
    341
  • Abstract
    In this paper, a detailed conception of an embedded system of road sign recognition algorithms based on color segmentation, shape analysis and template matching has been made. These techniques are poorly adapted to the Arab context, since some signs are written with Arabic letters. The illumination changes are the greatest obstacle in our work. Therefore, in the first module of the system there is a pre-processing of the image which uses Multi-Scale Retinex and a color model based on normalized RGB color space due to its superior performance in illumination changes such as cloud, fog and dark. The regions of interest are detected using color segmentation. This preprocessing is followed by a Hough transform in order to detect the existing forms. In the second module, the output of the last processing is compared, using the normalized cross correlation function, with our reference database. Experimental results show that the proposed algorithm increases the detection rate of traffic signs.
  • Keywords
    Hough transforms; image colour analysis; image matching; object detection; object recognition; Arabic letters; Hough transform; color segmentation; embedded system; multi-scale retinex; normalized RGB color space; normalized cross correlation function; road sign recognition algorithms; road signs detection; shape analysis; template matching; Educational institutions; Global Positioning System; Image color analysis; Image segmentation; Irrigation; Support vector machines; Transforms; Multi-Scale Retinex; Normalized Cross-Correlation; Road sign; detection; recognition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Multimedia Computing and Systems (ICMCS), 2012 International Conference on
  • Conference_Location
    Tangier
  • Print_ISBN
    978-1-4673-1518-0
  • Type

    conf

  • DOI
    10.1109/ICMCS.2012.6320208
  • Filename
    6320208