DocumentCode
2514945
Title
Fast forward projection and backward projection algorithm using SIMD
Author
Hong, I.K. ; Chung, S.T. ; Kim, H.K. ; Kim, Y.B. ; Son, Y.D. ; Cho, Z.H.
Author_Institution
Dept. of Comput. Eng., Korea Polytech. Univ.
Volume
6
fYear
2006
fDate
Oct. 29 2006-Nov. 1 2006
Firstpage
3361
Lastpage
3368
Abstract
Recent developments in PET scanners such as the HRRT (High Resolution Research Tomograph) developed by Siemens greatly enhanced their resolution as well as sensitivity, but they increased coincidence lines of response more than 4.5 times 10 generated by as many nuclear detectors as 120,000. This formidable amount of data poses a real problem in the image reconstruction and its applications. It also has been the major bottleneck in further developments of the higher resolution PET scanners. To remedy this problem in the image reconstruction, we developed a new algorithm based on the SIMD (Single Instruction Multiple Data) technique incorporated with the symmetry properties of the projection and backprojection processes, especially in the 3D OSEM algorithm. We refer to this technique as the SSP (Symmetry and SIMD based Projection-backprojection) algorithm. As a demonstration, the algorithm was applied to the OSEM (Ordered Subset Expectation Maximization) 3D algorithm with HRRT data and it effectively reduced the total image reconstruction time to 80 folds.
Keywords
expectation-maximisation algorithm; image reconstruction; medical computing; medical image processing; positron emission tomography; 3D OSEM algorithm; HRRT; PET scanners; Siemens; fast forward projection and backward projection algorithm; high resolution research tomograph; image reconstruction; nuclear detector; ordered subset expectation maximization 3D algorithm; single instruction multiple data technique; symmetry and SIMD based projection-backprojection algorithm; Biomedical engineering; Biomedical imaging; Detectors; Image reconstruction; Iterative methods; Neuroscience; Nuclear and plasma sciences; Nuclear power generation; Positron emission tomography; Projection algorithms;
fLanguage
English
Publisher
ieee
Conference_Titel
Nuclear Science Symposium Conference Record, 2006. IEEE
Conference_Location
San Diego, CA
ISSN
1095-7863
Print_ISBN
1-4244-0560-2
Electronic_ISBN
1095-7863
Type
conf
DOI
10.1109/NSSMIC.2006.353723
Filename
4179765
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