Internet2-based 3D PET image reconstruction using a PC cluster
- 18 July 2002
- journal article
- research article
- Published by IOP Publishing in Physics in Medicine & Biology
- Vol. 47 (15) , 2785-2795
- https://doi.org/10.1088/0031-9155/47/15/317
Abstract
We describe an approach to fast iterative reconstruction from fully three-dimensional (3D) PET data using a network of PentiumIII PCs configured as a Beowulf cluster. To facilitate the use of this system, we have developed a browser-based interface using Java. The system compresses PET data on the user's machine, sends these data over a network, and instructs the PC cluster to reconstruct the image. The cluster implements a parallelized version of our preconditioned conjugate gradient method for fully 3D MAP image reconstruction. We report on the speed-up factors using the Beowulf approach and the impacts of communication latencies in the local cluster network and the network connection between the user's machine and our PC cluster.Keywords
This publication has 12 references indexed in Scilit:
- Performance analysis of an improved 3-D PET Monte Carlo simulation and scatter correctionIEEE Transactions on Nuclear Science, 2002
- Comparison of 3-D reconstruction with 3D-OSEM and with FORE+OSEM for PETIEEE Transactions on Medical Imaging, 2001
- Resolution and noise properties of MAP reconstruction for fully 3-D PETIEEE Transactions on Medical Imaging, 2000
- Comparison of 3-D maximum a posteriori and filtered backprojection algorithms for high-resolution animal imaging with microPETIEEE Transactions on Medical Imaging, 2000
- Fully 3D Bayesian image reconstruction for the ECAT EXACT HR+IEEE Transactions on Nuclear Science, 1998
- Fast reconstruction of 3D PET data with accurate statistical modelingIEEE Transactions on Nuclear Science, 1998
- High-resolution 3D Bayesian image reconstruction using the microPET small-animal scannerPhysics in Medicine & Biology, 1998
- Exact and approximate rebinning algorithms for 3-D PET dataIEEE Transactions on Medical Imaging, 1997
- Accelerated image reconstruction using ordered subsets of projection dataIEEE Transactions on Medical Imaging, 1994
- Fast gradient-based methods for Bayesian reconstruction of transmission and emission PET imagesIEEE Transactions on Medical Imaging, 1994