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A Fast CT Reconstruction Scheme for a General Multi-Core PC
Expensive computational cost is a severe limitation in CT reconstruction for clinical applications that need real-time feedback. A primary example is bolus-chasing computed tomography (CT) angiography (BCA) that we have been developing for the past several years. To accelerate the reconstruction pro...
Autores principales: | , , |
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Formato: | Texto |
Lenguaje: | English |
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Hindawi Publishing Corporation
2007
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1986783/ https://www.ncbi.nlm.nih.gov/pubmed/18256731 http://dx.doi.org/10.1155/2007/29160 |
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author | Zeng, Kai Bai, Erwei Wang, Ge |
author_facet | Zeng, Kai Bai, Erwei Wang, Ge |
author_sort | Zeng, Kai |
collection | PubMed |
description | Expensive computational cost is a severe limitation in CT reconstruction for clinical applications that need real-time feedback. A primary example is bolus-chasing computed tomography (CT) angiography (BCA) that we have been developing for the past several years. To accelerate the reconstruction process using the filtered backprojection (FBP) method, specialized hardware or graphics cards can be used. However, specialized hardware is expensive and not flexible. The graphics processing unit (GPU) in a current graphic card can only reconstruct images in a reduced precision and is not easy to program. In this paper, an acceleration scheme is proposed based on a multi-core PC. In the proposed scheme, several techniques are integrated, including utilization of geometric symmetry, optimization of data structures, single-instruction multiple-data (SIMD) processing, multithreaded computation, and an Intel C++ compilier. Our scheme maintains the original precision and involves no data exchange between the GPU and CPU. The merits of our scheme are demonstrated in numerical experiments against the traditional implementation. Our scheme achieves a speedup of about 40, which can be further improved by several folds using the latest quad-core processors. |
format | Text |
id | pubmed-1986783 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2007 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-19867832008-02-06 A Fast CT Reconstruction Scheme for a General Multi-Core PC Zeng, Kai Bai, Erwei Wang, Ge Int J Biomed Imaging Research Article Expensive computational cost is a severe limitation in CT reconstruction for clinical applications that need real-time feedback. A primary example is bolus-chasing computed tomography (CT) angiography (BCA) that we have been developing for the past several years. To accelerate the reconstruction process using the filtered backprojection (FBP) method, specialized hardware or graphics cards can be used. However, specialized hardware is expensive and not flexible. The graphics processing unit (GPU) in a current graphic card can only reconstruct images in a reduced precision and is not easy to program. In this paper, an acceleration scheme is proposed based on a multi-core PC. In the proposed scheme, several techniques are integrated, including utilization of geometric symmetry, optimization of data structures, single-instruction multiple-data (SIMD) processing, multithreaded computation, and an Intel C++ compilier. Our scheme maintains the original precision and involves no data exchange between the GPU and CPU. The merits of our scheme are demonstrated in numerical experiments against the traditional implementation. Our scheme achieves a speedup of about 40, which can be further improved by several folds using the latest quad-core processors. Hindawi Publishing Corporation 2007 2007-07-09 /pmc/articles/PMC1986783/ /pubmed/18256731 http://dx.doi.org/10.1155/2007/29160 Text en Copyright © 2007 Kai Zeng et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Zeng, Kai Bai, Erwei Wang, Ge A Fast CT Reconstruction Scheme for a General Multi-Core PC |
title | A Fast CT Reconstruction Scheme for a General Multi-Core PC |
title_full | A Fast CT Reconstruction Scheme for a General Multi-Core PC |
title_fullStr | A Fast CT Reconstruction Scheme for a General Multi-Core PC |
title_full_unstemmed | A Fast CT Reconstruction Scheme for a General Multi-Core PC |
title_short | A Fast CT Reconstruction Scheme for a General Multi-Core PC |
title_sort | fast ct reconstruction scheme for a general multi-core pc |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1986783/ https://www.ncbi.nlm.nih.gov/pubmed/18256731 http://dx.doi.org/10.1155/2007/29160 |
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