• DocumentCode
    2876899
  • Title

    Two practical issues in Canny´s edge detector implementation

  • Author

    Liu, Gang ; Haralick, Robert M.

  • Author_Institution
    Dept. of Electr. Eng., Washington Univ., Seattle, WA, USA
  • Volume
    3
  • fYear
    2000
  • fDate
    2000
  • Firstpage
    676
  • Abstract
    We address two practical issues, namely smoothing factor selection and efficient implementation of thresholding with hysteresis, in implementing Canny´s edge detector. The smoothing factor of the Gaussian kernel should be chosen to maximize the discrete version of Canny´s original criteria. Thresholding with hysteresis should be implemented using an efficient connected component analysis algorithm. Following these suggestions in implementing Canny´s edge detector will in general result in optimal edge detection quality and very significant reduction in running time for large images
  • Keywords
    edge detection; hysteresis; principal component analysis; smoothing methods; Canny criterion; connected component analysis; edge detection; hysteresis; smoothing factor selection; thresholding; Algorithm design and analysis; Detectors; Filters; Hysteresis; Image edge detection; Kernel; Linear regression; Programming; Smoothing methods; Standards development;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Pattern Recognition, 2000. Proceedings. 15th International Conference on
  • Conference_Location
    Barcelona
  • ISSN
    1051-4651
  • Print_ISBN
    0-7695-0750-6
  • Type

    conf

  • DOI
    10.1109/ICPR.2000.903635
  • Filename
    903635