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
Link To Document :
بازگشت