This paper describes two digital implementations of a new mathematical transform, namely,the second generation curvelet transform [12, 10] in two and three dimensions.
FastDiscreteCurveletTransforms
EmmanuelCand`es ,LaurentDemanet ,DavidDonoho andLexingYing
AppliedandComputationalMathematics,Caltech,Pasadena,CA91125
DepartmentofStatistics,StanfordUniversity,Stanford,CA94305
July2005,revisedMarch2006
Abstract
Thispaperdescribestwodigitalimplementationsofanewmathematicaltransform,namely,thesecondgenerationcurvelettransform[12,10]intwoandthreedimensions.The rstdigitaltransformationisbasedonunequally-spacedfastFouriertransforms(USFFT)whilethesecondisbasedonthewrappingofspeciallyselectedFouriersamples.Thetwoimplementationsessentiallydi erbythechoiceofspatialgridusedtotranslatecurveletsateachscaleandangle.Bothdigitaltransformationsreturnatableofdigitalcurveletcoe cientsindexedbyascaleparameter,anorientationparameter,andaspatiallocationparameter.AndbothimplementationsarefastinthesensethattheyruninO(n2logn) opsfornbynCartesianarrays;inaddition,theyarealsoinvertible,withrapidinversionalgorithmsofaboutthesamecomplexity.
Ourdigitaltransformationsimproveuponearlierimplementations—baseduponthe rstgenerationofcurvelets—inthesensethattheyareconceptuallysimpler,fasterandfarlessredundant.ThesoftwareCurveLab,whichimplementsbothtransformspresentedinthispaper,isavailableatdoc.docsou.com.
Keywords.2Dand3DCurveletTransforms,FastFourierTransforms,UnequispacedFastFourierTransforms,SmoothPartitioning,Interpolation,DigitalShear,Filtering,Wrapping.
Acknowledgments.E.C.ispartiallysupportedbyaNationalScienceFoundationgrantDMS01-40698(FRG)andbyaDepartmentofEnergygrantDE-FG03-02ER25529.L.Y.issupportedbyaDepartmentofEnergygrantDE-FG03-02ER25529.WewouldliketothankEricVerschuurandFelixHerrmannforprovidingseismicimagedata.
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Fast Discrete Curvelet Transforms Emmanuel Cand`s , Laurent Demanet , ...of a new mathematical transform, namely, the second generation curvelet ...
In this approach, the discrete 2D-Curvelet transform is adopted to extract ... a new mathematical architecture – Fast Discrete Curvelet Transforms (FDCvTs...
Both variants are based on the Curvelet transform as described in ‘New ...“Fast Discrete Curvelet Transforms” available at http://www.curvelet.org....
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Ying, “Fast Discrete Curvelet Transforms,” SIAM...L. Donoho, “New tight frames of curvelets and...mathematical transform with strong directional ...
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