• DocumentCode
    2486141
  • Title

    An effective resolution definition or how to choose an edge detector, its scale parameter and the threshold?

  • Author

    Demigny, D. ; Karabernou, M.

  • Author_Institution
    Equipe Traitement des Images et du Signal, ENSEA-UCP, Cergy Pontoise, France
  • Volume
    1
  • fYear
    1996
  • fDate
    16-19 Sep 1996
  • Firstpage
    829
  • Abstract
    In this paper, we propose a new quantitative method to choose parameters values of edge detectors based on linear first derivative filters. First, the resolution is explicitly defined as the smallest distance d between edges that the user wants to detect. A new criterion Cd of signal to noise ratio improvement is defined as a function of d. Maximizing this criterion for a given filter defines its best scale parameter value. Then, we analyze quantitatively the effect of the third Canny criterion C3 (mean distance between noise maxima), and the effect of Cd on the number of false detections. Finally, we discuss quantitatively the choice of the scale parameter and threshold as a function of the desired resolution, output quality, and of the input signal to noise ratio
  • Keywords
    edge detection; filtering theory; image resolution; edge detector; effective resolution definition; false detections; linear first derivative filters; mean distance between noise maxima; output quality; quantitative method; scale parameter; signal to noise ratio improvement; third Canny criterion; threshold; Detectors; Energy resolution; Image edge detection; Noise reduction; Nonlinear filters; Performance analysis; Roads; Signal resolution; Signal to noise ratio; Technological innovation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 1996. Proceedings., International Conference on
  • Conference_Location
    Lausanne
  • Print_ISBN
    0-7803-3259-8
  • Type

    conf

  • DOI
    10.1109/ICIP.1996.559627
  • Filename
    559627