View Full Version : image upscaling with generative adversarial network
feisty2
24th May 2017, 15:20
I recently found an extremely high quality (high quality enough to fool my eyes and make me think the results are native hi-res pics) image upscaling algorithm based on generative adversarial network,,,
paper: https://arxiv.org/pdf/1609.04802.pdf
any one of you wanna implement this thing?
luquinhas0021
31st May 2017, 14:35
(high quality enough to fool my eyes and make me think the results are native hi-res pics)
It's not so astounding like you say: a lot of SRGAN-VGG54 results lose a little some contrast and sharpness when put it side by side with high-res images.
Anyway, it's a pretty good image upscaler.
This paper isn't new, I guess, because I've seen it before. The it developer team must be reviewed it.
feisty2
31st May 2017, 14:44
and yet it beats the shit out of any other "state of the art" methods, it's 4x upscaling and you don't expect it to be a precise restoration, and by "high quality enough to fool my eyes", I was saying the reconstructed images alone without referring to the ground truth, look like native hi-res pics to me
luquinhas0021
31st May 2017, 14:55
and yet it beats the shit out of any other "state of the art" methods, it's 4x upscaling and you don't expect it to be a precise restoration
Yes, I have forgotten the fact of to be a 4x upscaling. Sorry. If was a 2x upscaling, sure it would be a precise restoration.
One doubt I have is if this 4x upscaling was done once or if it was done in two 2x upscalings.
feisty2
31st May 2017, 15:03
If was a 2x upscaling, sure it would be a precise restoration
It will never be a "precise" precise restoration, 2x or 4x, as you can only "guess" the lost information, but you cannot literally "restore" it, a 2x guess will definitely be more precise than a 4x guess tho.
One doubt I have is if this 4x upscaling was done once or if it was done in two 2x upscalings.
it was a direct map of 4x scaling
luquinhas0021
31st May 2017, 15:48
I know there's no upscaling that recovers the original image. The "precise" was metaphorical.
If the 4x upscaling was done in two 2x upscalings, would the result be more precise?
StainlessS
31st May 2017, 19:33
Feisty,
You dont wanna give a crack at this yourself Feisty2, best person on-site for above is in my humble opinion, YOU.
You do seem to have some idea what you are doing (taking the piss a bit there), and not unfamiliar with a compiler either,
best possible person in present circumstance is again, you. If anybody can, you can, (Really).
[EDIT: Of course we wanna an Avisynth version, feel free to also cater for Vaporsynth et al too].
any one of you wanna implement this thing?
There is only one current on-site person who could, guess who ???
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