DocumentCode :
1838773
Title :
A Study on the Comparison of Median Filter Regularization Methods in Diffusion Tensor MRI
Author :
Sunghee Kim ; Kiwoon Kwon ; Insung Park ; Bongsu Han ; Dongyoun Kim
Author_Institution :
Yonsei Univ., Korea
fYear :
2007
fDate :
22-26 Aug. 2007
Firstpage :
3454
Lastpage :
3457
Abstract :
Diffusion tensor magnetic resonance imaging (DT-MRI) is a method which makes it possible to study non-invasively the architecture of axonal fibers in the central nervous system. Since eigenvectors obtained from DT-MRI usually contain noise, the calculated vector directions may be deviated from the real fiber orientation. Therefore, noise errors can be accumulated as fiber tract becomes longer in tractography of DT-MRI. We used three algorithms for computing matrix medians which are the simple median method, the gradient descent method, and the successive Fermat method, because matrix-valued median filters show excellent capabilities for structure-preserving denoising. The results of the successive Fermat method give better than those of the simple median method and is faster and the performance is similar to those of the gradient descent method.
Keywords :
biomedical MRI; eigenvalues and eigenfunctions; image denoising; matrix algebra; median filters; medical image processing; neurophysiology; axonal fibers; central nervous system; diffusion tensor MRI; eigenvectors; fiber tract; gradient descent method; matrix medians; median filter regularization; noise errors; simple median method; structure-preserving denoising; successive Fermat method; tractography; Biomedical engineering; Diffusion tensor imaging; Filtering; Filters; Iterative algorithms; Magnetic noise; Magnetic resonance imaging; Magnetic separation; Noise reduction; Tensile stress; Algorithms; Artificial Intelligence; Brain; Diffusion Magnetic Resonance Imaging; Humans; Image Enhancement; Image Interpretation, Computer-Assisted; Nerve Fibers, Myelinated; Reproducibility of Results; Sensitivity and Specificity; Signal Processing, Computer-Assisted;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society, 2007. EMBS 2007. 29th Annual International Conference of the IEEE
Conference_Location :
Lyon
ISSN :
1557-170X
Print_ISBN :
978-1-4244-0787-3
Type :
conf
DOI :
10.1109/IEMBS.2007.4353074
Filename :
4353074
Link To Document :
بازگشت