• DocumentCode
    3036725
  • Title

    A New Investigation on Edge detection Filters Operation for Feature Extraction under Histogram Equalization Effect

  • Author

    Rezai-rad, Gholamali ; Larijani, Houtan Haddad

  • Author_Institution
    Iran Univ. of Sci. & Technol., Tehran
  • fYear
    2007
  • fDate
    4-6 July 2007
  • Firstpage
    149
  • Lastpage
    153
  • Abstract
    A new investigation about one of the most important preprocessing steps so-called histogram equalization is proposed in this paper. We are about to probe effect of histogram equalization on operation of some useful edge detection filters. First for this reason, we applied specific edge detection filter on sample image, solely. For the next time before applying edge detector, we used histogram equalization to expand the gray level range of sample image and then applied edge detector. We have compared the consequences by means of standard deviation to mean ratio. It is demonstrated that minimum values for this ratio exhibit better gray level expansion and smoother edges. Finally, we have made a practical guide for researchers by our experimental results to choose proper edge detection filter for their special feature extraction work in presence of histogram equalization.
  • Keywords
    edge detection; feature extraction; filtering theory; matrix algebra; edge detection filters; feature extraction; histogram equalization effect; Data analysis; Detectors; Feature extraction; Filters; Histograms; Image edge detection; Image processing; Performance analysis; Pixel; Probes;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Geometric Modeling and Imaging, 2007. GMAI '07
  • Conference_Location
    Zurich
  • Print_ISBN
    0-7695-2901-1
  • Type

    conf

  • DOI
    10.1109/GMAI.2007.5
  • Filename
    4271736