DocumentCode
2203238
Title
Iterative inversion of the Radon transform using image-adaptive wavelet constraints
Author
Sahiner, Berkman ; Yagle, Andrew E.
Author_Institution
Dept. of Electr. Eng. & Comput. Sci., Michigan Univ., Ann Arbor, MI, USA
Volume
2
fYear
1996
fDate
31 Oct-3 Nov 1996
Firstpage
722
Abstract
The authors recently developed a procedure for image reconstruction from projections under wavelet-domain image constraints (WC). They constrain the wavelet transform (WT) of the noisy image to zero in WT regions determined by thresholding the WT of the noisy image. The least-squares image satisfying these constraints shows improved reconstruction not just in the constrained region, but over the entire image. This amounts to image-constrained localized lowpass filtering. The authors now present for the first time new results on ITERATIVE implementation of this technique. At each iteration they use the image from the previous iteration as the source of WC for the next iteration. This can be viewed as iterative spatially-varying image-constrained Wiener filtering. At the third iteration the RMS error is reduced by more than twice as much as in the authors´ previous results, while preserving high-resolution image features
Keywords
adaptive signal processing; image reconstruction; iterative methods; medical image processing; wavelet transforms; RMS error; image reconstruction from projections; image-adaptive wavelet constraints; image-constrained localized lowpass filtering; iterative inversion; iterative spatially-varying image-constrained Wiener filtering; least-squares image; medical diagnostic imaging; noisy image; radon transform; wavelet-domain image constraints; Engineering in Medicine and Biology Society; Filtering; Image converters; Image reconstruction; Optical wavelength conversion; Tomography; Wavelet coefficients; Wavelet domain; Wavelet transforms; Wiener filter;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society, 1996. Bridging Disciplines for Biomedicine. Proceedings of the 18th Annual International Conference of the IEEE
Conference_Location
Amsterdam
Print_ISBN
0-7803-3811-1
Type
conf
DOI
10.1109/IEMBS.1996.651945
Filename
651945
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