Upscale low res card images to high res using Deep Learning
Discuss Card Scans and Other Artwork Here
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Re: Upscale low res card images to high res using Deep Learn
by mtgcard » 16 Sep 2020, 13:19
I can't send a link to the website yet.
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Re: Upscale low res card images to high res using Deep Learn
by austinio7116 » 28 Jan 2021, 22:00
Had a quick go at KHM https://drive.google.com/folderview?id= ... PwA7mH2HR8
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Re: Upscale low res card images to high res using Deep Learn
by Arcanist » 31 Jan 2021, 22:58
Card names which contain the word "and" like "Battle of Frost and Fire" are systematically misnamed. Instead the card is named "Battle of Frostnd Fire" and missing two characters. That is something I noticed in previous archives as well but forgot to report. I assume that you are using a script to process the data and that those two characters get deleted for some reason?austinio7116 wrote:Had a quick go at KHM https://drive.google.com/folderview?id= ... PwA7mH2HR8
Re: Upscale low res card images to high res using Deep Learn
by austinio7116 » 04 Apr 2021, 17:56
Here is a first pass at STX - as some of you have noticed there is a systematic naming error with certain cases - not sure if it is me or the Wizard's website naming - but easy enough to correct:
https://drive.google.com/drive/folders/ ... sp=sharing
https://drive.google.com/drive/folders/ ... sp=sharing
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Re: Upscale low res card images to high res using Deep Learn
by scramsby » 09 Apr 2021, 03:50
These are amazing. I love the clear look of the upscales compared to the high res print scans. So much better for proxying/browsing.
I would love to get the full art lands from Unstable redone with your latest ESRGAN model, as the previous one I found is much worse than the latest releases you've put out. If it's less of a burden to cover older sets I'd be up for giving your model and code a spin to run it myself if you're up for sharing on GitHub or something.
Please let us know and thanks so much!
I would love to get the full art lands from Unstable redone with your latest ESRGAN model, as the previous one I found is much worse than the latest releases you've put out. If it's less of a burden to cover older sets I'd be up for giving your model and code a spin to run it myself if you're up for sharing on GitHub or something.
Please let us know and thanks so much!
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Re: Upscale low res card images to high res using Deep Learn
by austinio7116 » 09 Apr 2021, 11:00
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Re: Upscale low res card images to high res using Deep Learn
by scramsby » 18 Apr 2021, 06:26
Amazing, thank you!
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Re: Upscale low res card images to high res using Deep Learn
by meep.o.matic » 21 Apr 2021, 17:11
Hey austino. Did you ever take a shot at old borddered (pre-8th) cards?
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Re: Upscale low res card images to high res using Deep Learn
by meep.o.matic » 23 Jun 2021, 11:24
So... I've been training a model to upscale Gatherer pics as well and just wanted to stir back some interest in this project as well.
@austino7116 I'm mainly fumbling through this project, as I'm not a programer, but maybe we can openly discuss some technical stuff about AI upscaling. Right now I'm training another model that should look better than these, 115000 iterations in.
I was hoping to give foreign languages some love as well.
I encourage you to check the full resolution images as the previews I'm showing are just 1080p printscreens of the scaled image.
Damn - https://cdn.discordapp.com/attachments/547949806761410560/856604739671949312/Imassge.ashx-comparison.png
Delay - https://ibb.co/0Bxrh6x
@austino7116 I'm mainly fumbling through this project, as I'm not a programer, but maybe we can openly discuss some technical stuff about AI upscaling. Right now I'm training another model that should look better than these, 115000 iterations in.
I was hoping to give foreign languages some love as well.
I encourage you to check the full resolution images as the previews I'm showing are just 1080p printscreens of the scaled image.
Damn - https://cdn.discordapp.com/attachments/547949806761410560/856604739671949312/Imassge.ashx-comparison.png
Delay - https://ibb.co/0Bxrh6x
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Re: Upscale low res card images to high res using Deep Learn
by mtgcard » 25 Jun 2021, 08:54
Can you make a tutorial?
I want to learn!
@meep.o.matic
I want to learn!
@meep.o.matic
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Re: Upscale low res card images to high res using Deep Learn
by AStrangerIsHere » 29 Jun 2021, 09:14
So what do you use to uspcale pictures? How do you do it? Do you need some particular knowledge?meep.o.matic wrote:So... I've been training a model to upscale Gatherer pics as well and just wanted to stir back some interest in this project as well.
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Re: Upscale low res card images to high res using Deep Learn
by meep.o.matic » 03 Jul 2021, 20:52
I actually got started searching keywords and concepts from this thread. For the sake of paying it forward, I'll facilitate the info.
This is where you get started. Try to install the latest versions available for the torch, torchvision and torchaudio modules and not necessarily those that are in the tutorials:
https://upscale.wiki/wiki/ESRGAN_Installation_Guide_for_Windows
https://www.youtube.com/watch?v=w4Hb7tyDsWE&list=PLZpgUFpOvR7EG6RqFRxjhPUtILoiwuxgw
This is where you get started with training:
https://upscale.wiki/wiki/Beginner_Training_Guide
https://www.youtube.com/watch?v=KaMYsxWkmww
These are the repos I recomend using. They are being actively maintained. I've had success so far with these, although I haven't really tried others:
"Upscaler" - https://github.com/victorca25/iNNfer
BasicSR - https://github.com/victorca25/BasicSR
This is the current repository for public pre-trained models:
https://upscale.wiki/w/index.php?title=Model_Database&oldid=1194
This is the program I use to upscale more often because of the GUI. Never used Image Enhancer Enhancer Utility:
https://github.com/n00mkrad/cupscale
This is a useful program to help you prepare your datasets:
https://github.com/n00mkrad/magick-utils
Everything else you learn along the way.
It's not hard to follow along the tutorials and figure this stuff out.
This is where you get started. Try to install the latest versions available for the torch, torchvision and torchaudio modules and not necessarily those that are in the tutorials:
https://upscale.wiki/wiki/ESRGAN_Installation_Guide_for_Windows
https://www.youtube.com/watch?v=w4Hb7tyDsWE&list=PLZpgUFpOvR7EG6RqFRxjhPUtILoiwuxgw
This is where you get started with training:
https://upscale.wiki/wiki/Beginner_Training_Guide
https://www.youtube.com/watch?v=KaMYsxWkmww
These are the repos I recomend using. They are being actively maintained. I've had success so far with these, although I haven't really tried others:
"Upscaler" - https://github.com/victorca25/iNNfer
BasicSR - https://github.com/victorca25/BasicSR
This is the current repository for public pre-trained models:
https://upscale.wiki/w/index.php?title=Model_Database&oldid=1194
This is the program I use to upscale more often because of the GUI. Never used Image Enhancer Enhancer Utility:
https://github.com/n00mkrad/cupscale
This is a useful program to help you prepare your datasets:
https://github.com/n00mkrad/magick-utils
Everything else you learn along the way.
It's not hard to follow along the tutorials and figure this stuff out.
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Re: Upscale low res card images to high res using Deep Learn
by AStrangerIsHere » 05 Jul 2021, 07:16
Thank you for all the information, that's very useful! Also, is the training process long?meep.o.matic wrote:I actually got started searching keywords and concepts from this thread. For the sake of paying it forward, I'll facilitate the info.
This is where you get started. Try to install the latest versions available for the torch, torchvision and torchaudio modules and not necessarily those that are in the tutorials:
https://upscale.wiki/wiki/ESRGAN_Installation_Guide_for_Windows
https://www.youtube.com/watch?v=w4Hb7tyDsWE&list=PLZpgUFpOvR7EG6RqFRxjhPUtILoiwuxgw
This is where you get started with training:
https://upscale.wiki/wiki/Beginner_Training_Guide
https://www.youtube.com/watch?v=KaMYsxWkmww
These are the repos I recomend using. They are being actively maintained. I've had success so far with these, although I haven't really tried others:
"Upscaler" - https://github.com/victorca25/iNNfer
BasicSR - https://github.com/victorca25/BasicSR
This is the current repository for public pre-trained models:
https://upscale.wiki/w/index.php?title=Model_Database&oldid=1194
This is the program I use to upscale more often because of the GUI. Never used Image Enhancer Enhancer Utility:
https://github.com/n00mkrad/cupscale
This is a useful program to help you prepare your datasets:
https://github.com/n00mkrad/magick-utils
Everything else you learn along the way.
It's not hard to follow along the tutorials and figure this stuff out.
Edit: what model do you use?
Last edited by AStrangerIsHere on 07 Jul 2021, 00:06, edited 1 time in total.
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Re: Upscale low res card images to high res using Deep Learn
by meep.o.matic » 05 Jul 2021, 13:29
Yes. The image I've posted is from the 150000 iteration checkpoint, which should be arround 1/4 of the expected training epochs to "completion". Took me 2 and 1/2 days with an RTX 3080 to get here.
The process speed is highly dependant on the settings and hardware. More available VRAM will let you push your settigns and allow for faster training.
Good dataset curation will also speed up good results, particularly for models with low variation between images.
The process speed is highly dependant on the settings and hardware. More available VRAM will let you push your settigns and allow for faster training.
Good dataset curation will also speed up good results, particularly for models with low variation between images.
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Re: Upscale low res card images to high res using Deep Learn
by Barabba » 09 Jul 2021, 17:11
Hi guys, Modern Horizon 2 hq/Upscaler please? i wait responspe. Ty very much!
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