[Insight-developers] feature matching recomendations?
Stephen R. Aylward
Stephen.Aylward at Kitware.com
Wed Jun 7 10:48:48 EDT 2006
One idea is that itk already implements this as spatialObject-to-image
registration.
"features" can be considered "models." We setup methods for sparsely
sampling models when evaluating a metric. Works quite well. No need
for another registration framework. Could even define, for example, an
"NJectFeatureSpatialObject" and specify the order of the feature (e.g.,
0 for intensity match, 1 for derivative match, etc) as well as the location.
Stephen
There are examples of this in the software guide.
Stephen
Miller, James V (GE, Research) wrote:
> If the plan is use the feature matching for registration, then I suggest
> adding a new metric to ITK.
>
> Parallel to this, we could consider allowing the image metrics to have to
> have a set of "samples" on which they are evaluated. These samples
> could be randomly generated or prescribed by a feature detector on the
> fixed image.
>
> I would like to have ITK's registration framework expanded to include
> more feature based registration techniques. All that should be needed
> is a new set of metrics.
>
> Jim
>
> -----Original Message-----
> From: insight-developers-bounces+millerjv=crd.ge.com at itk.org
> [mailto:insight-developers-bounces+millerjv=crd.ge.com at itk.org]On Behalf
> Of Richard Beare
> Sent: Tuesday, June 06, 2006 9:15 PM
> To: insight-developers at itk.org
> Subject: [Insight-developers] feature matching recomendations?
>
>
> Hi,
>
> Just wondering whether anyone had recommendations for implementation
> of correlation type feature matching. I'm interested in the standard
> type of thing - normalised cross correlation between a neighbourhoods
> centred on each feature. There will be lots of pairs of features for
> which the correlation must be calculated. There seem to be a couple of
> options - adapting the registration metrics, using
> NormalizeCorrelationImageFilter which doesn't seem to be quite right
> for the purpose, or writing something new. Are there any other
> alternatives?
>
> Thanks
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--
=============================================================
Stephen R. Aylward, Ph.D.
Chief Medical Scientist
Kitware, Inc.
http://www.kitware.com
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