• DocumentCode
    2156695
  • Title

    An adaptive wavelet-based method for mammographic image enhancement

  • Author

    Sakellaropoulos, Philipos ; Costaridou, Lena ; Panayiotakis, George

  • Author_Institution
    Dept. of Med. Phys., Patras Univ., Greece
  • Volume
    1
  • fYear
    2002
  • fDate
    2002
  • Firstpage
    453
  • Abstract
    This paper presents a method for mammographic image denoising and contrast enhancement based on an overcomplete dyadic wavelet transform. The method is aimed at improving the performance of a previous method as well as minimizing user input. The method is based on local non-linear modification of multiscale gradient magnitudes provided by the wavelet transform. Denoising is accomplished by adaptive soft-thresholding and contrast enhancement by a local non-linear gain operator (clipped local range transformation). The processed mammogram is derived by reconstruction from the modified wavelet coefficients. To demonstrate the operation of the algorithm a simulated mammographic phantom with added noise is used. Results of processing a real mammogram are also presented, indicating the potential value of the presented method.
  • Keywords
    X-ray imaging; adaptive signal processing; image denoising; image enhancement; image reconstruction; mammography; medical image processing; wavelet transforms; adaptive soft-thresholding; adaptive wavelet-based method; clipped local range transformation; contrast enhancement; local nonlinear gain operator; local nonlinear modification; mammographic image denoising; multiscale gradient magnitudes; overcomplete dyadic wavelet transform; user input; Continuous wavelet transforms; Discrete wavelet transforms; Image enhancement; Image reconstruction; Imaging phantoms; Mammary glands; Physics; Wavelet coefficients; Wavelet domain; X-ray imaging;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Digital Signal Processing, 2002. DSP 2002. 2002 14th International Conference on
  • Print_ISBN
    0-7803-7503-3
  • Type

    conf

  • DOI
    10.1109/ICDSP.2002.1027916
  • Filename
    1027916