Note that this works for out of focus photos, not for enlarging tiny details of in focus photos. They may look similarly blurry, but are mathematically very different.
How's that? Can't you think of a pixel as the average value of it's subpixels (=blur)?
Restoration of defocused and blurred images (2012)
41–48 of 48 posts
Re: Restoration of defocused and blurred images (2012)
#42Earlier quoted context omitted.
It wasn't too clear but I wonder if the author was referring to deconvolution under a Total Variation prior -- this is a little different to deconvolving and then applying TV denoising or just applying TV denoising. Either way, the results of overdoing it with TV are the same: cartoony images with large regions of constant colour. The difference is that incorporating TV within iterative deconvolution reduces some com…
I agree that the staircasing effect is definitely the biggest drawback of Total Variation. In the "Smoothed" picture the noise is removed but the results are blocky. The first way to deal with it is to take into account higher powers of the differences, e.g. using a linear combination p-norms or a Huber function. The second way is to take into account second order differences. This promotes piecewise affine instead o…
They're so fast to run though, that just doing warm-starts and a huge solution path (or grid in the case of additional penalties) with a BIC selection criteria is a pretty decent way to auto-tune the parameters.
Re: Restoration of defocused and blurred images (2012)
#43Re: Restoration of defocused and blurred images (2012)
#44Also, you can look at the second part that describes practical issues and their solutions: http://yuzhikov.com/articles/BlurredImagesRestoration2.htm And if you have any qustions, feel free to ask me.
Re: Restoration of defocused and blurred images (2012)
#45Re: Restoration of defocused and blurred images (2012)
#46This is a very old link. Same feature has since landed in Photoshop
I've been looking for this article ever since I saw the link the first time it was posted, so I am glad to see it! Plus, it's interesting, and you get source code (unlike Photoshop)
Re: Restoration of defocused and blurred images (2012)
#47Re: Restoration of defocused and blurred images (2012)
#48I've used Marziliano's[1] blur metric to reject images with motion blur recently. It is very fast and quite accurate in distinguishing blurred and non-blurred images. [1] http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.7.9...