Title :
A min-max approach to the multidimensional nonuniform FFT: application to tomographic image reconstruction
Author :
Fessler, Jefrey A. ; Sutton, Bradley P.
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Michigan Univ., Ann Arbor, MI, USA
fDate :
6/23/1905 12:00:00 AM
Abstract :
The FFT is used widely in signal processing for efficient computation of the Fourier transform (FT) over a set of uniformly spaced frequency locations. However, in many applications, one requires nonuniform sampling in the frequency domain, i.e., a nonuniform FT. Several papers have described fast approximations for the nonuniform FT based on interpolating an oversampled FFT. This paper presents a method for the nonuniform FT that is optimal in a min-max sense. The proposed method minimizes the worst-case approximation error over all signals of unit norm. Unlike many previous methods for the nonuniform FT, the proposed method easily generalizes to multidimensional signals. We are investigating this method as a fast algorithm for computing the Radon transform in 2D iterative tomographic image reconstruction
Keywords :
Radon transforms; computerised tomography; fast Fourier transforms; image reconstruction; image sampling; interpolation; iterative methods; medical image processing; minimax techniques; 2D iterative tomographic image reconstruction; Radon transform; fast Fourier transform; fast algorithm; fast approximations; frequency domain; min-max approach; multidimensional nonuniform FFT; multidimensional signals; nonuniform FT; nonuniform sampling; oversampled FFT interpolation; signal processing; uniformly spaced frequency locations; worst-case approximation error minimization; Approximation error; Fourier transforms; Frequency domain analysis; Iterative algorithms; Iterative methods; Multidimensional signal processing; Multidimensional systems; Nonuniform sampling; Signal processing algorithms; Tomography;
Conference_Titel :
Image Processing, 2001. Proceedings. 2001 International Conference on
Conference_Location :
Thessaloniki
Print_ISBN :
0-7803-6725-1
DOI :
10.1109/ICIP.2001.959143