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
Link To Document :
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