Title :
Closed-form reconstruction of images from irregular 2-D discrete Fourier samples using the Good-Thomas FFT
Author :
Yagle, Andrew E.
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Michigan Univ., Ann Arbor, MI, USA
Abstract :
The problem of reconstructing an image from irregular (not on a cartesian grid) samples of its 2-D DTFT arises in synthetic aperture radar (SAR) and magnetic resonance imaging (MRI), in which the 2-D DTFT is known only on part of a polar raster. It also arises in limited angle tomography, in which the 2-D DTFT is known in a bowtie region. Reconstruction requires either nearest-neighbor interpolation or solution of a large linear system of equations, both of which are computationally intensive and can lead to errors due to poor conditioning of the problem. An explicit formula does not seem to exist, since there is no 2-D Lagrange interpolation formula. This paper uses the Good-Thomas FFT to unwrap the 2-D problem into a 1-D problem, to which the 1-D Lagrange interpolation formula can be applied, either directly or recursively (the latter is much faster). This approach results in a sufficient condition to ensure a unique reconstruction
Keywords :
biomedical MRI; discrete Fourier transforms; fast Fourier transforms; image reconstruction; image sampling; interpolation; medical image processing; synthetic aperture radar; 1D Lagrange interpolation formula; 2D DTFT; Good-Thomas FFT; MRI; SAR; bowtie region; closed-form image reconstruction; image reconstruction; irregular 2D discrete Fourier samples; limited angle tomography; linear equations; magnetic resonance imaging; medical imaging; nearest-neighbor interpolation; polar raster; sufficient condition; synthetic aperture radar; Discrete Fourier transforms; Image reconstruction; Interpolation; Lagrangian functions; Linear systems; Magnetic resonance imaging; Roundoff errors; Sufficient conditions; Synthetic aperture radar; Tomography;
Conference_Titel :
Image Processing, 2000. Proceedings. 2000 International Conference on
Conference_Location :
Vancouver, BC
Print_ISBN :
0-7803-6297-7
DOI :
10.1109/ICIP.2000.900908