• DocumentCode
    1338779
  • Title

    An Improved Hough Transform Neighborhood Map for Straight Line Segments

  • Author

    Du, Shengzhi ; Van Wyk, Barend Jacobus ; Tu, Chunling ; Zhang, Xinghui

  • Author_Institution
    Dept. of Electr. & Min. Eng., Univ. of South Africa, Pretoria, South Africa
  • Volume
    19
  • Issue
    3
  • fYear
    2010
  • fDate
    3/1/2010 12:00:00 AM
  • Firstpage
    573
  • Lastpage
    585
  • Abstract
    The distance between a straight line and a straight line segment in the image space is proposed in this paper. Based on this distance, the neighborhood of a straight line segment is defined and mapped into the parameter space to obtain the parameter space neighborhood of the straight line segment. The neighborhood mapping between the image space and parameter space is a one to one reversible map. The mapped region in the parameter space is analytically derived and it is proved that it can be efficiently approximated by a quadrangle. The proposed straight line segment neighborhood technique for the HT outperforms conventional straight line neighborhood methods currently used with existing HT variations. In contrast to the straight line neighborhoods used in existing HT variations, the proposed straight line segment neighborhood has several advantages including: 1) the detection error of the proposed neighborhood is not affected by the length of the straight line segments; 2) a precision requirement in the image space described using the proposed distance can be explicitly resolved using the proposed formulation; 3) the proposed neighborhood has the ability to distinguish between segments belonging to the same straight line. A variety of experiments are executed to demonstrate that the proposed neighborhood has a variety of interesting properties of high practical value.
  • Keywords
    Hough transforms; edge detection; image segmentation; detection error; image space; improved Hough transform neighborhood map; straight line detection; straight line segment neighborhood technique; Hough transform (HT); image space; neighborhood mapping; parameter space; straight line detection;
  • fLanguage
    English
  • Journal_Title
    Image Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1057-7149
  • Type

    jour

  • DOI
    10.1109/TIP.2009.2036714
  • Filename
    5339197