• DocumentCode
    539244
  • Title

    Combined spatial and transform domain analysis for rectangle detection

  • Author

    Bhaskar, Harish ; Werghi, Naoufel ; Al Mansoori, Saeed

  • Author_Institution
    Khalifa Univ. of Sci., Technol. & Res., Sharjah, United Arab Emirates
  • fYear
    2010
  • fDate
    26-29 July 2010
  • Firstpage
    1
  • Lastpage
    7
  • Abstract
    We describe and compare methods for detecting rectangles in images using Hough and Radon transforms. Locating rectangles in a new image involves an alternating scheme of transform peak extraction and peak filtering. During the step of peak extraction, we apply the hough/radon transform on the target image and extract peaks (corresponding to line segments) from the transformed image. We filter these peaks based on certain geometric constraints in the transform and spatial constraints on the coordinate (or image) domain such that every set of 4 filtered peaks correspond to a rectangle in the image. We explore the effect of model parameters on system performance and show that the proposed methods achieves good accuracy for rectangle detection on several synthetic and real datasets.
  • Keywords
    Hough transforms; Radon transforms; computational geometry; edge detection; filtering theory; image processing; Hough transforms; Radon transforms; coordinate domain; geometric constraints; image detection; model parameters; peak filtering; real datasets; rectangle detection; spatial constraints; spatial domain analysis; synthetic datasets; system performance; transform constraints; transform domain analysis; transform peak extraction; transformed image; Accuracy; Clutter; Image edge detection; Measurement; Noise; Robustness; Transforms; aerial images; hough; licence plate; radon; rectangle detection; spatial constraints; transform domain;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Fusion (FUSION), 2010 13th Conference on
  • Conference_Location
    Edinburgh
  • Print_ISBN
    978-0-9824438-1-1
  • Type

    conf

  • DOI
    10.1109/ICIF.2010.5712096
  • Filename
    5712096