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Image sharpening with "compressed sensing"

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Image sharpening with "compressed sensing" Jeff B 09 Mar 18:51
  Image sharpening with "compressed sensing" Bill Skaggs 09 Mar 20:42
Jeff B
2010-03-09 18:51:26 UTC (about 15 years ago)

Image sharpening with "compressed sensing"

Hi,

I'll start by saying I am neither a GIMP developer nor do I have any experience
with algorithmic image manipulation. However, as a GIMP user I *REALLY* wanted
to make sure the GIMP development community is aware of the following since many
of you *DO* have the talent needed to handle this.

It seems there is a new mathematical technique available which can be used to
sharpen blurry or noisy images. From what I have just read it produces near magical results. To quote from the article regarding the improvement in the images: "It was as if you gave me the first three digits of a 10-digit bank account number — and then I was able to guess the next seven."

I am also not a mathematician, but I can sort of understand how the algorithm
works: It modifies the images repeatedly and on finer and finer scales converging
always towards lower image complexity thus eliminating much blurriness and noise.
In point of fact almost all real-life subjects have edges and other structures.
The real world is mostly not blurred. This "compressed sensing" algorithm somehow
implicitly "understands" (note the quotes) that blur and noise is not what the
real world is about and it is able to supply missing data to correct images from
the real world.

Here is a pointer to a recent article on the subject published in Wired Magazine.
Please read it.

http://www.wired.com/magazine/2010/02/ff_algorithm/all/1

As GIMP user who looses a lot of images due to them being underexposed or out of
focus, I'd *REALLY* love to see a "compressed sensing" image sharpener plugin for
GIMP. I think many other GIMP users would like it a lot too.

Thanks for reading, Jeff Barry
Acton, MA, USA.

Bill Skaggs
2010-03-09 20:42:37 UTC (about 15 years ago)

Image sharpening with "compressed sensing"

You might wish to read the clarification at

http://nuit-blanche.blogspot.com/2010/03/why-compressed-sensing-is-not-csi.html

It explains how that Wired article is misleading, and why the technique is probably not very useful for the sorts of situations that Gimp users commonly encounter.

Regards,

-- Bill Skaggs