DocumentCode
3340349
Title
High resolution iterative CT reconstruction using graphics hardware
Author
Keck, Benjamin ; Hofmann, Hannes G. ; Scherl, Holger ; Kowarschik, Markus ; Hornegger, Joachim
fYear
2009
fDate
Oct. 24 2009-Nov. 1 2009
Firstpage
4035
Lastpage
4040
Abstract
Particular applications of computed tomography require high slice resolutions. The fastest iterative implementations on graphics cards use 3-D textures to exploit hardware-accelerated trilinear interpolation. However, the size of 3-D textures is subject to technical limitations, which makes them inapplicable here. Alternatively a 2-D texture array can be used instead of the 3-D texture as in early graphics implementations. The additional memory synchronizations cause a significant loss of performance. We utilize new features of the recently released CUDA 2.2 framework to improve the performance of the Simultaneous Algebraic Reconstruction Technique (SART). In this paper we present an enhanced version of our efficient implementation of the most time-consuming parts of the iterative reconstruction algorithm: forward- and back-projection. We explain the required strategy to adapt the algorithm for the CUDA 2.2 features, in particular the usage of 2-D texture lookups from pitchlinear memory. Finally, we compare the result to our previous ones with respect to both reconstruction speed and technical limitations. The proposed strategy is a new balance between performance and limitations in resolution.
Keywords
computerised tomography; coprocessors; image reconstruction; image texture; iterative methods; medical image processing; 2D texture array; CUDA 2.2 framework; SART; back projection; computed tomography; forward projection; graphics hardware; high resolution CT reconstruction; high slice resolution; iterative CT reconstruction; iterative reconstruction algorithm; simultaneous algebraic reconstruction technique; Acceleration; Biomedical imaging; Computed tomography; Graphics; Hardware; Image reconstruction; Interpolation; Iterative algorithms; Iterative methods; Reconstruction algorithms;
fLanguage
English
Publisher
ieee
Conference_Titel
Nuclear Science Symposium Conference Record (NSS/MIC), 2009 IEEE
Conference_Location
Orlando, FL
ISSN
1095-7863
Print_ISBN
978-1-4244-3961-4
Electronic_ISBN
1095-7863
Type
conf
DOI
10.1109/NSSMIC.2009.5402433
Filename
5402433
Link To Document