[Insight-users] Maximization of MI in ITK
Luis Ibanez
luis.ibanez at kitware.com
Fri Dec 23 07:34:16 EST 2005
Hi Suresh,
Please read the "Image Registration" Chapter in the
ITK Software Guide
http://www.itk.org/ItkSoftwareGuide.pdf
1) For Mattes MI you should concentrate on the parameters
- Number of Histogram bins
- Number of Spatial Samples
You must profile the behavior of the Metric for known
displacements. In this way, you will be able to appreciate
the effect of the parameters on the final value of the
Metric.
2) There are five different techniques for deformable
registration in ITK
- Demons
- BSplines
- FEM
- Level Sets
- Kernel Splines
If the edges are being smeared, that means that you
are not setting enough regularization. In the case
of Demons, regularization is controled by the smoothing
of the deformation field. Simply increase the smoothing,
and that will make the deformation field more uniform.
3) Yes, FEM is implemented in ITK
In FEM the regularization is controled with the
Elasticity and Density parameters.
Regards,
Luis
-----------------
Suresh G N wrote:
> Dear All,
>
> I am using Mattes MI metric with Translational transform to register my
> dataset. Can some one tell me
>
> 1) what are the parameters I have to consider carefully to optimize the
> metric.
> 2) Is there any other deformable technique available in ITK, so that the
> images edges can be retained correctly(Demon's gives smeared effect on
> the image).
> 3) What about FEM based deformable registration?
>
> thanks and regards
> Suresh
>
>
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