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Wavelet-based reconstruction for limited-angle X-ray tomography.
IEEE Trans Med Imaging. 2006 Feb; 25(2):210-7.IT

Abstract

The aim of X-ray tomography is to reconstruct an unknown physical body from a collection of projection images. When the projection images are only available from a limited angle of view, the reconstruction problem is a severely ill-posed inverse problem. Statistical inversion allows stable solution of the limited-angle tomography problem by complementing the measurement data by a priori information. In this work, the unknown attenuation distribution inside the body is represented as a wavelet expansion, and a Besov space prior distribution together with positivity constraint is used. The wavelet expansion is thresholded before reconstruction to reduce the dimension of the computational problem. Feasibility of the method is demonstrated by numerical examples using in vitro data from mammography and dental radiology.

Authors+Show Affiliations

GE Healthcare, Tuusula, Finland. maaria.rantala@iki.fiNo affiliation info availableNo affiliation info availableNo affiliation info availableNo affiliation info availableNo affiliation info availableNo affiliation info available

Pub Type(s)

Journal Article
Research Support, Non-U.S. Gov't

Language

eng

PubMed ID

16468455

Citation

Rantala, Maaria, et al. "Wavelet-based Reconstruction for Limited-angle X-ray Tomography." IEEE Transactions On Medical Imaging, vol. 25, no. 2, 2006, pp. 210-7.
Rantala M, Vänskä S, Järvenpää S, et al. Wavelet-based reconstruction for limited-angle X-ray tomography. IEEE Trans Med Imaging. 2006;25(2):210-7.
Rantala, M., Vänskä, S., Järvenpää, S., Kalke, M., Lassas, M., Moberg, J., & Siltanen, S. (2006). Wavelet-based reconstruction for limited-angle X-ray tomography. IEEE Transactions On Medical Imaging, 25(2), 210-7.
Rantala M, et al. Wavelet-based Reconstruction for Limited-angle X-ray Tomography. IEEE Trans Med Imaging. 2006;25(2):210-7. PubMed PMID: 16468455.
* Article titles in AMA citation format should be in sentence-case
TY - JOUR T1 - Wavelet-based reconstruction for limited-angle X-ray tomography. AU - Rantala,Maaria, AU - Vänskä,Simopekka, AU - Järvenpää,Seppo, AU - Kalke,Martti, AU - Lassas,Matti, AU - Moberg,Jan, AU - Siltanen,Samuli, PY - 2006/2/14/pubmed PY - 2006/3/8/medline PY - 2006/2/14/entrez SP - 210 EP - 7 JF - IEEE transactions on medical imaging JO - IEEE Trans Med Imaging VL - 25 IS - 2 N2 - The aim of X-ray tomography is to reconstruct an unknown physical body from a collection of projection images. When the projection images are only available from a limited angle of view, the reconstruction problem is a severely ill-posed inverse problem. Statistical inversion allows stable solution of the limited-angle tomography problem by complementing the measurement data by a priori information. In this work, the unknown attenuation distribution inside the body is represented as a wavelet expansion, and a Besov space prior distribution together with positivity constraint is used. The wavelet expansion is thresholded before reconstruction to reduce the dimension of the computational problem. Feasibility of the method is demonstrated by numerical examples using in vitro data from mammography and dental radiology. SN - 0278-0062 UR - https://www.unboundmedicine.com/medline/citation/16468455/Wavelet_based_reconstruction_for_limited_angle_X_ray_tomography_ DB - PRIME DP - Unbound Medicine ER -