[Insight-users] registration: time-consuming metric
Luis Ibanez
luis.ibanez at kitware.com
Tue Mar 7 08:53:50 EST 2006
Hi Jonathan,
Yes, the ITK registration framework makes possible to replace
the ImageMetric component. Note that the other metrics will
not necessarily be faster. Mattes MI use a reduced number of
points, but also has to perform additional computations with
them.
In any case, it is a good idea to experiment with different
metrics, as well as with modifying the parameters of such
metrics, until you find a combination that gives you a good
balance between the computation time and the accuracy of the
final registration.
Such a comparison of Metrics would be an interesting paper
for the Insight Journal. Note that such an experiment should
be reported as a "case study", and should avoid to fall into
generalizations that are not backed up by mathematical proofs.
Please let us know if you have further questions,
Thanks
Luis
-----------------------------------
Jonathan Orban de Xivry wrote:
> Hello,
>
> I'm currently working on deformable registration of RC-CT images in the
> lungs. I'm using a mean square metric with a B-Spline interpolation (on a
> 6 by 6 by 6 grid ) in a 100*100*35 3D image. My computer is a pentium 4
> working with Ubuntu 5.04 and ITK 2.2 version. The optimizer is a LBFGSB
> and I've set the maximum number of iterations to 25.
>
> The registration works well but takes more than an hour to perform the 20
> to 25 iterations. I guess the metric is time consuming since it is
> performed on the whole image. I've seen that the Mattes Mutual Information
> metric allows to take samples in the image instead of taking all voxels.
>
> Is there a possibility to do the same thing in other metrics as Mean
> square or cross-correlation metric? Or do I have to implement it by
> myself?
>
> Thank you for your answer,
>
> Jonathan
>
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