Re: AI algorithms in GIMP

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Hi again,

Something that I forgot to mention in the last email, here is a link for
fun: https://ai.googleblog.com/2017/04/teaching-machines-to-draw.html

M.

On Thu, Jan 17, 2019 at 6:43 PM Maitraya Bhattacharyya <
maitraya.linux@xxxxxxxxx> wrote:

> Hi Alexandre,
>
> I have yet to compile an exhaustive list of algorithms but I am going to
> mention two at the moment. We can compile a list later too:
>
> 1. Assisted background removal: The paper on this from Facebook is
> https://arxiv.org/pdf/1703.06870.pdf . The ability to identify different
> objects in an image including foreground objects can assist users in
> removing the background object. I am specifically interesting in the
> removal of hair (which poses to be a really big problem). I believe there
> are already a few trained models on this already available in python
> libraries (TensorFlow).
>
> 2. Deep Style transfer: The relevant paper is at
> https://arxiv.org/pdf/1508.06576.pdf . This can be used to create 'Prisma
> like' transfer of style from one painting to another. I believe we may also
> have pretrained models already available here but we could try training the
> network specific to our needs.
>
> I think the idea is to do something along the lines of what Adobe is doing
> with Photoshop or in the wider context for their entire product line.
> Although we lack the funding or infrastructure to be a serious competitor,
> there are several researchers in the image processing/Machine Learning
> community who've written amazing papers over the years and open sourced
> their datasets. We should still be able to get something respectable using
> their research as reference.
>
> If there is nobody on the Machine Learning side in GIMP, I suggest you let
> me read a few papers and make some implementations but specific to what the
> GIMP users want. I am not an ML guy but there are people in my community
> who are using ML for science and there is a possibility I will be able to
> talk to some of them (who do image processing, but with sunspots instead of
> pictures of puppies).
>
> ML is a strange and wonderful thing, and people have tried doing
> everything with it. Sometimes it works, sometimes it doesn't. But we have
> to know what the GIMP community wants, then I will try to be organize our
> collective thoughts in a more technical document.
>
> Thanks,
> Maitraya.
>
> On Thu, Jan 17, 2019 at 5:01 PM Alexandre Prokoudine via
> gimp-developer-list <gimp-developer-list@xxxxxxxxx> wrote:
>
>> On Thu, Jan 17, 2019 at 2:14 PM Maitraya Bhattacharyya wrote:
>> >
>> > Dear devs,
>> >
>> > I have recently joined the mailing list because I wanted to contribute
>> my
>> > two pennies to GIMP development (since I use it for my work). I had a
>> look
>> > at the proposed plan for GIMP and wondered if people would be
>> interested in
>> > including some popular AI algorithms for several image processing tasks.
>> >
>> > I would be interested in writing implementations of some of these
>> > algorithms into gimp if someone can commit to writing a frontend/GUI
>> for it.
>> >
>> > It would be great if we can make a list of these algorithms to implement
>> > and rank them according to priority.
>> >
>> > As for my background, I am a theoretical physicist making simulations
>> for
>> > HPCs (in C/C++) and interpreting their data (in Python). I have a
>> > reasonable workstation to train neural nets, if necessary. Be warned
>> that I
>> > have never written a GUI software in my life and I don't know the GIMP
>> > codebase at all. I envision these to be standalone scripts which can be
>> > called in from the GIMP interface.
>> >
>> > Please let me know what you think.
>>
>> Hello and welcome :)
>>
>> What algorithms in particular are you thinking of?
>>
>> Alex
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>
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