• DocumentCode
    3504713
  • Title

    Bias field correction using grey-weighted distance transform applied on MR volumes

  • Author

    Niazi, M. Khalid Khan ; Nyström, Ingela ; Ibrahim, Muhammad Talal ; Guan, Ling

  • Author_Institution
    Centre for Image Anal., Uppsala Univ., Uppsala, Sweden
  • fYear
    2011
  • fDate
    March 30 2011-April 2 2011
  • Firstpage
    357
  • Lastpage
    360
  • Abstract
    We present a method that produces data-dependent high-pass filters that can be used in, e.g., image restoration. MR volumes often suffer from bias field artifacts produced due to unsteady magnetic field and spatial variations in reception of the RF magnetic eld emitted by the subject. To cope with these artifacts, we propose a method based on the grey-weighted distance transform (GWDT). It first computes the spectrum of the MR volume using Fast Fourier Transform, and then computes the GWDT of the magnitude spectrum. The power spectrum computed using GWDT helps in designing a high-pass filter which is later used to correct the bias artifacts. Experimental results on close to 100 datasets demonstrate the effectiveness of our method.
  • Keywords
    biomedical MRI; fast Fourier transforms; high-pass filters; image restoration; medical image processing; MR volumes; bias artifacts; bias field correction; data-dependent high-pass filters; fast Fourier transform; grey-weighted distance transform; high-pass filter; image restoration; magnitude spectrum; power spectrum; spatial variations; Fourier transforms; Frequency modulation; Lighting; Magnetic resonance imaging; Three dimensional displays; Fourier transform; Grey-weighted distance; MR volumes;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Biomedical Imaging: From Nano to Macro, 2011 IEEE International Symposium on
  • Conference_Location
    Chicago, IL
  • ISSN
    1945-7928
  • Print_ISBN
    978-1-4244-4127-3
  • Electronic_ISBN
    1945-7928
  • Type

    conf

  • DOI
    10.1109/ISBI.2011.5872423
  • Filename
    5872423