[Insight-users] quick question: discrete or recursive
gaussianfilter
Gunnar Farnebäck
gunnar at imt.liu.se
Mon Aug 29 07:43:09 EDT 2005
Jim wrote:
> Someone once did an analysis of the two techniques. Not sure where
> that is. I google search may find it in the mail archives.
Well, it would help if the Insight-developers archive wasn't closed.
> I think they compared accuracy vs tims. We should try to track that
> down and put it on the ITK Wiki or maybe a short paper in the
> Insight Journal.
http://www.itk.org/mailman/private/insight-developers/2003-May/004684.html
and followups.
> I think in general, the DiscreteGaussian is more accurate than the
> RecursiveGaussian. I think this is particularly true for small sigma.
Yes, this is the general behavior.
> For large sigma, the RecursiveGaussian is much much much faster. I
> think the RecursiveGaussian is constant time wrt sigma.
Correct. In terms of the number of computations involved the recursive
Gaussian filter is equivalent to a discrete Gaussian filter with a
spatial support of 16 pixels, regardless of sigma. Due to
implementation differences the break-even filter size with respect to
actual speed may be different, however.
/Gunnar
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