A FORMULATION IN CONCORDANCE WITH THE SAMPLING THEOREM FOR BAND-LIMITED IMAGES RECONSTRUCTION FROM PROJECTIONS

Citation
J. Leroux et al., A FORMULATION IN CONCORDANCE WITH THE SAMPLING THEOREM FOR BAND-LIMITED IMAGES RECONSTRUCTION FROM PROJECTIONS, Multidimensional systems and signal processing, 7(1), 1996, pp. 27-52
Citations number
26
Categorie Soggetti
System Science","Engineering, Eletrical & Electronic","Computer Science Theory & Methods
ISSN journal
09236082
Volume
7
Issue
1
Year of publication
1996
Pages
27 - 52
Database
ISI
SICI code
0923-6082(1996)7:1<27:AFICWT>2.0.ZU;2-T
Abstract
A rigorous method for band-limited images reconstruction from sampled projections is presented. The problem is formulated as the minimizatio n of a quadratic criterion expressed in the frequency domain; conseque nces of spectral support limitation and sampling are taken into accoun t. Then, the optimal reconstruction is obtained in two steps: a classi cal 1D-convolution/backprojecrion followed by the computation of the s olution of a 2D convolution equation. The proposed solution for this s econd step is based on a conjugate gradient method. In both steps, the computations are performed in the frequency domain. This reduces the number of computations and allows the execution in a reasonable amount of time. A particular choice of the weights establishes a link betwee n this approach and Radon's classical backprojection method: the class ical method is optimal when the number of projections is infinite. In practice, the method proposed here improves the results obtained when computing an estimate of the solution by backprojections from a finite number of samples and projections when the projections are noisefree.