The influence of a relaxation parameter on SPECT iterative reconstruction algorithms
- 1 May 1996
- journal article
- Published by IOP Publishing in Physics in Medicine & Biology
- Vol. 41 (5) , 925-937
- https://doi.org/10.1088/0031-9155/41/5/008
Abstract
Algebraic reconstruction techniques (ARTs) have been intensively studied in image reconstruction. However, reconstructed images often exhibit a characteristic noise when applied to emission tomography. In this work, we study the influence of the ART relaxation parameter and identify values of that parameter which yield smooth images and good convergence. The study includes both simulated and real single photon emission computed tomographic (SPECT) data. In the simulated studies, scattering, attenuation, noise and detector response were included. Relaxation factors ranging between 0.01 and 0.35 were considered. Total counts in projections were between and in one slice. The goodness of the reconstructions was assessed by using the correlation coefficient between the pattern and the actual reconstruction (CC), the background coefficient of variation (CV), the contrast (CON) and the signal-to-noise ratio (SNR). The results show that values for the relaxation factor and number of iterations close to 0.1 and 8, respectively, yield reconstructed images in which CC, CV, CON and SNR have well balanced values and CC, CV and SNR are very close to the extremal. An increase in either the number of iterations or in the relaxation factor results in a rise of CON but the other three FOMs deteriorate. The results from the real phantom, which are in agreement with those of the simulated studies, validate the simulation method and demonstrate the influence of the relaxation parameter.Keywords
This publication has 14 references indexed in Scilit:
- Algebraic Reconstruction Techniques (ART) for three-dimensional electron microscopy and X-ray photographyPublished by Elsevier ,2004
- A fast projector-backprojector pair modeling the asymmetric, spatially varying scatter response function for scatter compensation in SPECT imagingIEEE Transactions on Nuclear Science, 1993
- Algebraic reconstruction techniques can be made computationally efficient (positron emission tomography application)IEEE Transactions on Medical Imaging, 1993
- Simultaneous compensation for attenuation, scatter and detector response for SPECT reconstruction in three dimensionsPhysics in Medicine & Biology, 1992
- An overview of convex projections theory and its application to image recovery problemsUltramicroscopy, 1992
- Conjugate-gradient subroutines for the IBM 3090 Vector FacilityIBM Journal of Research and Development, 1989
- Tomographic image reconstruction using the theory of convex projectionsIEEE Transactions on Medical Imaging, 1988
- An attenuated projector-backprojector for iterative SPECT reconstructionPhysics in Medicine & Biology, 1985
- Maximum Likelihood Reconstruction for Emission TomographyIEEE Transactions on Medical Imaging, 1982
- A tutorial on art (algebraic reconstruction techniques)IEEE Transactions on Nuclear Science, 1974