• DocumentCode
    3267076
  • Title

    Based on soft-threshold wavelet de-noising combining with Prewitt operator edge detection algorithm

  • Author

    Gao, Wenshuo ; Yang, Lei ; Zhang, Xiaoguang ; Zhou, Bin ; Ma, Chunxi

  • Author_Institution
    Inf. Eng. Sch. of Commun., Univ. of China, China
  • Volume
    5
  • fYear
    2010
  • fDate
    22-24 June 2010
  • Abstract
    This article describes the commonly used edge detection operator ( Including the Roberts operator, Sobel operator, Prewitt operator, Laplacian operator, as well as the Canny operator)of the basic principles, and its performance is analyzed and evaluated. Since traditional edge detection operator in the image containing Gaussian white noise when there is obvious shortcomings, this paper presents a based on soft-threshold wavelet de-noising combining with the Prewitt operator edge detection algorithm. This algorithm has the characteristics of wavelet multi-resolution, overcoming the traditional neighborhood selection algorithm for noise suppression and edge positioning accuracy of the contradictions, but also with a wavelet transform the role of band-pass filter, through the soft-threshold de-noising methods in the various to remove low-amplitude noise and the undesired signals, combined with Prewitt operator airspace convolution properties that can accurately detect the image edge and effective noise suppression effect of signal detection.
  • Keywords
    edge detection; image denoising; wavelet transforms; Canny operator; Gaussian white noise; Laplacian operator; Prewitt operator airspace convolution property; Prewitt operator edge detection algorithm; Roberts operator; Sobel operator; band-pass filter; edge detection operator; edge positioning accuracy; image edge detection; neighborhood selection algorithm; noise suppression; signal detection; soft-threshold wavelet denoising; wavelet multiresolution; wavelet transform; Band pass filters; Computer science education; Educational technology; Image edge detection; Laplace equations; Noise reduction; Pixel; Wavelet analysis; Wavelet transforms; White noise; Hard-threshold de-noising; Prewitt operator; edge detection; median filter; softthreshold de-noising; wavelet transform;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Education Technology and Computer (ICETC), 2010 2nd International Conference on
  • Conference_Location
    Shanghai
  • Print_ISBN
    978-1-4244-6367-1
  • Type

    conf

  • DOI
    10.1109/ICETC.2010.5529792
  • Filename
    5529792