• DocumentCode
    498968
  • Title

    Image edge detection based on fuzzy weighted morphological filter

  • Author

    Jiang, Lihui

  • Author_Institution
    Tianjin Key Lab. for Adv. Signal Process., Civil Aviation Univ. of China, Tianjin, China
  • Volume
    2
  • fYear
    2009
  • fDate
    12-15 July 2009
  • Firstpage
    690
  • Lastpage
    693
  • Abstract
    A novel fuzzy weighted morphological filter is proposed for image edge detection, which based on weighted morphological operators and fuzzy morphological structuring elements (SE). It divided the filter window into four sub-windows, and selects the least variance sub-window and its mean of pixels is given. If the difference value between the pixel value and the mean is small, a big weight factors in SE is put; if the difference value is big, a small weight factors in SE is put. Experimental results prove that the new operators´ performance dominates those of classical operators for images in edge detection, and obtains superbly detail edges.
  • Keywords
    edge detection; filtering theory; fuzzy logic; fuzzy logic; fuzzy morphological structuring elements; fuzzy weighted morphological filter; image edge detection; Convolution; Cybernetics; Filters; Image edge detection; Image processing; Machine learning; Morphological operations; Morphology; Signal processing; Signal processing algorithms; Edge detection; Fuzzy logic; Image; Weighted morphological filter;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning and Cybernetics, 2009 International Conference on
  • Conference_Location
    Baoding
  • Print_ISBN
    978-1-4244-3702-3
  • Electronic_ISBN
    978-1-4244-3703-0
  • Type

    conf

  • DOI
    10.1109/ICMLC.2009.5212384
  • Filename
    5212384