[Insight-users] Fastest color-based segmentation ITK class
Luis Ibanez
luis.ibanez at kitware.com
Tue May 19 20:35:04 EDT 2009
Hi Arturo,
If you don't mind asking the user to provide seed points,
you may want to consider the use of:
http://www.itk.org/Insight/Doxygen/html/classitk_1_1VectorConfidenceConnectedImageFilter.html
It computes the mean and covariance matrix of a multi-component
image around the seed points that you provide, and then uses
a Mahalanobis distance in the parametric space of the image
in order to select pixels with similar values.
A second good option is to use SVD (singular value decomposition)
in the color space.
A third option is to run K-means.
See examples in Insight/Examples/Statistics
Regards,
Luis
-----------------------
Arturo Caissut wrote:
> Hi all,
>
> I'm looking for an ITK filter to extract all the voxels with a certain
> color from an Analyze file. Colored areas will be "condensed" in one or
> two islands, so I think it should be a pretty easy segmentation to do.
> Could you suggest an ITK class to perform a fast (even if not so
> precise) segmentation?
>
> Thank you very much,
> Arturo Caissut
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