Fast Discrete Curvelet Transforms
Top Cited Papers
- 1 January 2006
- journal article
- Published by Society for Industrial & Applied Mathematics (SIAM) in Multiscale Modeling & Simulation
- Vol. 5 (3) , 861-899
- https://doi.org/10.1137/05064182x
Abstract
This paper describes two digital implementations of a new mathematical transform, namely, the second generation curvelet transform (12, 10) in two and three dimensions. The first digital transformation is based on unequally-spaced fast Fourier transforms (USFFT) while the second is based on the wrapping of specially selected Fourier samples. The two implementations essentially dier by the choice of spatial grid used to translate curvelets at each scale and angle. Both digital transformations return a table of digital curvelet coecients indexed by a scale parameter, an orientation parameter, and a spatial location parameter. And both implementations are fast in the sense that they run in O(n2 logn) flops for n by n Cartesian arrays; in addition, they are also invertible, with rapid inversion algorithms of about the same complexity. Our digital transformations improve upon earlier implementations—based upon the first generation of curvelets—in the sense that they are conceptually simpler, faster and far less redundant. The software CurveLab, which implements both transforms presented in this paper, is available at http://www.curvelet.org.Keywords
This publication has 25 references indexed in Scilit:
- The curvelet representation of wave propagators is optimally sparseCommunications on Pure and Applied Mathematics, 2005
- New tight frames of curvelets and optimal representations of objects with piecewise C2 singularitiesCommunications on Pure and Applied Mathematics, 2003
- New multiscale transforms, minimum total variation synthesis: applications to edge-preserving image reconstructionSignal Processing, 2002
- Recovering edges in ill-posed inverse problems: optimality of curvelet framesThe Annals of Statistics, 2002
- Ridgelets: a key to higher-dimensional intermittency?Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, 1999
- Harmonic Analysis of Neural NetworksApplied and Computational Harmonic Analysis, 1999
- Conjugate Gradient Methods for Toeplitz SystemsSIAM Review, 1996
- Rapid Computation of the Discrete Fourier TransformSIAM Journal on Scientific Computing, 1996
- On the Fast Fourier Transform of Functions with SingularitiesApplied and Computational Harmonic Analysis, 1995
- Fast wavelet transforms and numerical algorithms ICommunications on Pure and Applied Mathematics, 1991