At the wonderful MIA 2012 (hey Gabriel, did i tell you how that was great?), two talks have been devoted to shearlets (Gitta Kutyniok, Gabriele Steidl), yet another geometric multiscale representation for images. And a brand new Matlab toolbox from Gabriele Steidl group named FFST (fast finite shearlet transform) and developed by Sören Haüser has been announced.
A good opportunity to update a little corner of WITS: Where is the Starlet, which was beginning to grow a few webs. Mmh, look like some familiar frequency domain partitioning... And now for something completely different: number 1, the shearlet... the shearlet! (Monty Python inside)
Shearlets
Shearlet-Zerlegung eines Auges.© Gitta Kutyniok |
A good opportunity to update a little corner of WITS: Where is the Starlet, which was beginning to grow a few webs. Mmh, look like some familiar frequency domain partitioning... And now for something completely different: number 1, the shearlet... the shearlet! (Monty Python inside)
Shearlets
In short: | Non-separable wavelets built out of parabolic scaling, shear, and translation operations |
Etymology: | From shear, a sheer distorsion |
Origin: | Labate, Demetrio and Lim, W-Q. and Kutyniok, Gitta and Weiss Guido, Sparse multidimensional representation using shearlets (local copy) A handful lot of papers is available here: shearlet papers. A first overview is given in Shearlets. The First Five Year (Oberwolfach Report, 2010, local copy). |
Some properties: | Unlike curvelets, shearlets form an affine system with a single generating mother shearlet function parameterized by a scaling, a shear, and a translation parameter. Provides the same approximation properties as curvelets, albeit with a different directional sensitivity. Exist in band-limited or compact support flavors. Possess natural, canonical smoothness spaces, called shearlet coorbit spaces, similar to Besov spaces for wavelets. Apparently extend to arbitrary any dimensions. |
Usage: | Image denoising, restoration, morphological component analysis |
See also: | The shearlet website, recently updated with ShearLab (... a rationally designed digital shearlet transform)
For discrete implementation, there exists for instance a Digital Shearlet Transforms or Development of a Digital Shearlet Transform Based on Pseudo-Polar FFT.
Shearlet Matlab toolboxes are available at ShearLab matlab toolboxes,
local shearlet toolbox by G. Easley and FSST:
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Comments: | Potential a hard competitor, for years to come, to the quite oversold curvelets (IMHOlet: In My (little) Humble Opinion) |
More on the topic:
2D wavelets: A panorama on multiscale geometric representations, intertwining spatial, directional and frequency selectivity
Hello,
ReplyDeleteAbout Gitta Kutyniok, did you see her book: "Shearlets: Multiscale Analysis for Multivariate Data" cf http://www.amazon.com/Shearlets-Multiscale-Analysis-Multivariate-Numerical/dp/0817683151/ref=sr_1_1?ie=UTF8&qid=1331676907&sr=8-1
For a limited time, you can grab it here http://fiberupload.com/s9aoutheual6/0817683151Shearlets.pdf
Cheers
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ReplyDeleteHello Paul
ReplyDeleteThank you for your comment. I did not have the opportunity yet and the link you provided finally worked. I hope it's legal content, thanks a lot anyway. For the unlucky, the book will be available soon at Shearlets: Multiscale Analysis for Multivariate Data