[Insight-users] 3D image registration
Karthik Krishnan
Karthik.Krishnan at kitware.com
Fri Sep 2 11:18:19 EDT 2005
Regsitration in ITK consists of 4 components:
-metric
-transform
-optimizer
-Interpolator
Given that the transform is specified in physical co-ordinates (
accounts for pixel spacing ), you could try 3D registration on thick
slice data as well. Be sure to use a decent interpolator. ( certainly
not Nearest neighbor ).
The choice of the the transform is entirely up to your study depending
on whether you anticipate purely rigid misalignments, pure translations,
rotations + translations, deformations. There are a variety of
transforms for each of them.
If you are registering MR-MR images, you could use a MeanSquares metric
coupled with a Gradient Descent optimzer. If you are registering MR-CT
you could try one of the Mutual Information metrics. The GradientDescent
optimizers are susceptible to noisy images. You might consider
smoothing the MR images prior to registration.
-karthik
Grace Chen wrote:
> <> Hi all, I post my question a few days ago and didn't get any
> feedback. So, I post my question again in the next pargraph hoping
> someone today will be able to help me with this problelm. I am a new
> ITK user, so my question should be trivial for those who use ITK's
> registration tools. Please help!! :> Thanx!! ----- Original
> Message ----- *From:* Grace Chen <mailto:Grace.Chen at swri.ca> *To:*
> insight-users at itk.org <mailto:insight-users at itk.org> *Sent:* Thursday,
> September 01, 2005 12:00 PM *Subject:* [Insight-users] 3D image
> registration
> Hi there, Good day! We are using ITK for registering 2D images for
> our current project. It's working very nicely for correcting most of
> the misalignment in our data. However, we noticed
> out-of-plant movement in our image data, so we want to extend our
> project to perform 3D rigid registration. The data I have is the MR
> scan for the brain. The dimension of the image is (256, 256, 8), and
> the spacing is (0.93mm, 0.93mm, 7mm).
> So, our problem is: since the space between neighbor slices is so
> distant, can the ITK
> registration program perform 3D registration properly on this type of
> data? ...or do we have to
> use some additional VTK/ITK tools to cope with that? If we can use
> ITK to register our data, can you recommand the registration component
> good for our data? Any help is greatly appreciated!! :> Have a
> great day! Grace
>
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