Dividing a large image into smaller overlapping blocks for parallel processing
Colin Lea
colincsl at gmail.com
Tue Sep 3 21:23:15 EDT 2013
Thanks Riaan, I've already made a PR for this. See
here: https://github.com/scikit-image/scikit-image/pull/723/
On Tuesday, September 3, 2013 3:27:51 PM UTC-4, Riaan van den Dool wrote:
>
> I have created a gist with my thoughts of what such a function could look
> like.
>
> https://gist.github.com/riaanvddool/6428299
>
> The examples shown are a bit contrived, with border_size=(0,0) and
> non-overlapping 'rolling' windows, but the idea should be clear I think.
>
> The proc_func function can either process and return a value
> synchronously, or create a separate job/process for each window, depending
> on implementation. By keeping this logic separate from the windowing
> function any multiprocessing-type solution can be used according to
> preference. In the case of asynchronous processing the results tuple will
> either be filled with None, or any other value returned by proc_func, ie it
> will not be the asynchronous result itself and the proc_func will have to
> implement a way for the asynchronous results to be returned when available
> (callback function as an example).
>
> Your thoughts?
>
> Riaan
>
>
>
>
>
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>
>
> On Sunday, September 1, 2013 7:25:46 PM UTC+2, Johannes Schönberger wrote:
>>
>> Great!
>>
>> Am 01.09.2013 um 17:53 schrieb Colin Lea <coli... at gmail.com>:
>>
>> > I just made a function blocproc to do this. I'll add a pull request
>> later today. It works in a similar way as the matlab feature.
>> >
>> >
>> >
>> > On Sunday, September 1, 2013 5:37:22 AM UTC-4, Johannes Schönberger
>> wrote:
>> > Yes that should be very useful. Nevertheless, I think a function like
>> Matlab's blockproc would be a really good addition.
>> >
>> > Am 01.09.2013 um 11:34 schrieb Stéfan van der Walt <ste... at sun.ac.za>:
>> >
>> > > On Sat, Aug 31, 2013 at 8:17 PM, Johannes Schönberger <js... at demuc.de>
>> wrote:
>> > >> - pad image with skimage.util.pad, which allows a large number of
>> padding methods
>> > >> - spawn a pool of processes using Python's multiprocessing package
>> in the standard library
>> > >> - use shared memory to provide read access to complete image
>> > >> - define slices of image blocks and add them to a processing queue
>> > >
>> > > How about we add an `overlap` parameter to
>> > > `skimage.utill.view_as_windows`? That should solve this problem.
>> > >
>> > > Stéfan
>> > >
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