Multispectral random walker segmentation
Josh Warner
silvertrumpet999 at gmail.com
Mon Sep 17 18:09:54 EDT 2012
I noticed a documentation inconsistency in `labels` for random_walker; it
hadn't been updated with the rest of the file and still said `labels`
should be the same shape as `data`. This is true for the single-channel
case, but for multichannel input `labels` should look like a single channel
(missing the final dimension in `data`). Proposed docfix is submitted in a
PR.
Josh
On Monday, August 27, 2012 4:27:33 PM UTC-5, Emmanuelle Gouillart wrote:
>
> Wow, that was quick :-), thanks!
>
> I'll have a look tomorrow, I'm just back from Brussels and Euroscipy!
>
> Emmanuelle
>
> On Mon, Aug 27, 2012 at 02:18:22PM -0700, Josh Warner wrote:
> > Pull request is up! �I also fixed a bug in the fallback call of
> > _solve_cg() if pyamg is not installed. �Comments appreciated.
> > Josh
> > On Monday, August 27, 2012 7:55:11 AM UTC-5, Emmanuelle Gouillart
> wrote:
>
> > Hi Josh,
>
> > my changes have been merged, so if you pull from github they are in
> > the master branch now, you can add your changes and make a pull
> request!
>
> > Cheers,
> > Emmanuelle
>
> > On Thu, Aug 23, 2012 at 02:50:05PM -0700, Josh Warner wrote:
> > > � �I'd be happy to include your suggested changes, if it's
> simpler to
> > go that
> > > � �route than have two separate pull requests. �I don't
> want to step
> > on any
> > > � �toes regarding attribution, though. �
> > > � �Having the 'soft' probabilities available is definitely a
> useful
> > > � �improvement (cleanup, fuzzy post-processing), and I'm glad
> you
> > implemented
> > > � �that! �
> > > � �Josh
>
> > > � �On Monday, August 20, 2012 4:11:45 PM UTC-5, Emmanuelle
> Gouillart
> > wrote:
>
> > > � � �Hi Josh,
>
> > > � � �extending the random walker algorithm to multichannel
> images
> > sounds like
> > > � � �a very nice idea, and I'm sure that it would be useful
> for other
> > people
> > > � � �(including myself!).
>
> > > � � �In fact, I had started working on some improvements of
> the random
> > walker
> > > � � �code but didn't go as far as proposing the pull
> request. I have a
> > branch
> > > � � �for that on
> > > � �
> > �[1][1]
> https://github.com/emmanuelle/scikits.image/tree/fix_random_walker,
> > > � � �maybe
> > > � � �you can include these changes when you contribute your
> changes?
>
> > > � � �Cheers,
> > > � � �Emmanuelle
>
> > > � � �On Mon, Aug 20, 2012 at 10:03:53AM -0700, Josh Warner
> wrote:
> > > � � �> � �I have modified the existing random walker
> algorithm
> > into a fully
> > > � � �> � �backwards-compatible version which allows
> inclusion of
> > > � � �multispectral data,
> > > � � �> � �e.g. RGBA channels or different (registered)
> image
> > modalities. �I
> > > � � �really
> > > � � �> � �liked the existing algorithm, so I just
> extended it
> > rather than
> > > � � �write one
> > > � � �> � �from scratch for my own purposes. �The
> overhead is
> > minimal;
> > > � � �multispectral
> > > � � �> � �processing is triggered if data is passed as
> an iterable
> > of arrays
> > > � � �rather
> > > � � �> � �than just an array. �
> > > � � �> � �This amounts to combining image gradients as
> > sqrt(sum-of-squares)
> > > � � �and
> > > � � �> � �dividing by sqrt(#channels). �For obvious
> reasons, the
> > several
> > > � � �channels
> > > � � �> � �must be pre-processed to have data on similar
> ranges by
> > whitening
> > > � � �or a
> > > � � �> � �similar method. �Not usually a problem for
> RGB, but in
> > medical
> > > � � �imaging
> > > � � �> � �this rears its head.
> > > � � �> � �Would this be of interest to the community?
> �I'd be
> > happy to
> > > � � �contribute
> > > � � �> � �the changes if there is interest.
>
> > > References
>
> > > � �Visible links
> > > � �1.
> > [2]
> https://github.com/emmanuelle/scikits.image/tree/fix_random_walker
>
> > References
>
> > Visible links
> > 1. https://github.com/emmanuelle/scikits.image/tree/fix_random_walker
> > 2. https://github.com/emmanuelle/scikits.image/tree/fix_random_walker
>
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