DocumentCode :
3595275
Title :
Optimized image reconstruction for emission tomography using ordered subsets, median root prior and a Web-based interface
Author :
Kontaxakis, G. ; Strauss, L.G. ; van Kaick, G.
Author_Institution :
Cancer Res. Center, Heidelberg, Germany
Volume :
2
fYear :
1998
fDate :
6/20/1905 12:00:00 AM
Firstpage :
1347
Abstract :
The main objective of this work is the development and evaluation of iterative image reconstruction (IIR) methods for multitracer dynamic positron emission tomography (mdPET) studies. The ordered subsets (OS) technique applied for the acceleration of the maximum likelihood expectation maximization (ML-EM) IIR algorithm, is here extended to include the weighted-least squares (WLS), image space reconstruction algorithm (ISRA) and the space alternating generalized EM (SAGE). The median root prior (MRP) has been successfully applied as a Bayesian regularization to control the noise level in the reconstructed images. During the initial implementation, streak artifacts in the emission images were visible, especially on long attenuation paths. Iterative reconstruction of the transmission images with OS-acceleration and MRP regularization and subsequent calculation of the attenuation correction factors (ACFs) is shown to effectively remove these artifacts from the emission images. All methods are implemented on distributed Pentium systems and a Java-script is used for the initiation of the reconstruction. An efficient implementation for mdPET studies allows the reconstruction of one frame (63 slices) in a few minutes
Keywords :
Bayes methods; image reconstruction; information resources; iterative methods; least squares approximations; maximum likelihood estimation; medical image processing; positron emission tomography; Bayesian regularization; Java-script; Web-based interface; attenuation correction factors; distributed Pentium systems; image space reconstruction algorithm; iterative image reconstruction; liver metastasis; long attenuation paths; maximum likelihood expectation maximization algorithm; median root prior; multitracer dynamic positron emission tomography; optimized image reconstruction; ordered subsets; space alternating generalized EM; streak artifacts; transmission images; weighted-least squares; Acceleration; Attenuation; Bayesian methods; Image reconstruction; Iterative algorithms; Iterative methods; Materials requirements planning; Noise level; Positron emission tomography; Reconstruction algorithms;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Nuclear Science Symposium, 1998. Conference Record. 1998 IEEE
ISSN :
1082-3654
Print_ISBN :
0-7803-5021-9
Type :
conf
DOI :
10.1109/NSSMIC.1998.774403
Filename :
774403
Link To Document :
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