[Insight-users] The Insight Journal-New Submission
Julien Jomier
julien.jomier at kitware.com
Fri May 1 12:04:35 EDT 2009
Hello,
A new submission has been added to the Insight Journal.
Title: N4ITK: Nick's N3 ITK Implementation For MRI Bias Field Correction
Author(s):Tustison N., Gee J.
Abstract:
Several algorithms exist for correcting the nonuniform intensity in
magnetic resonance images caused by field
inhomogeneities. These algorithms constitute important preprocessing
steps for subsequent image analysis tasks. One such algorithm, known as
parametric bias field correction (PABIC), has already been implemented
in ITK. Another popular algorithm is the non-uniform intensity
normalization (N3) approach. A particularly advantageous aspect of this
algorithm is that it does not require a prior tissue model for its
application. In addition, the source code for N3 is publicly available
at the McConnell Brain Imaging Centre (Montreal Nuerological Institute,
McGill University) which includes source code and the coordinating set
of perl scripts. This submission describes an implementation of the N3
algorithm for the Insight Toolkit which is implemented as a single
class, viz. N3MRIBiasFieldCorrectionImageFilter. We tried to maintain
minimal difference between the publicly available MNI N3 implementation
and our ITK implementation. The only intentional variation is the substitut
ion of an earlier contribution, i.e. the class
BSplineScatteredDataPointSetToImageFilter, for the originally proposed
least-squares approach for B-spline fitting used to model the bias
field. This avoids the potential for ill-conditioned fitting matrices
for higher B-spline mesh resolutions.
Download and Review the paper at:
http://www.insight-journal.org/browse/publication/640
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