DocumentCode
3340163
Title
CT image reconstruction on Intel Larrabee using half precision floating-point values
Author
Maass, Clemens ; Baer, Matthias ; Kachelriess, Marc
Author_Institution
Inst. of Med. Phys. (IMP), Univ. of Erlangen-Nurnberg, Erlangen, Germany
fYear
2009
fDate
Oct. 24 2009-Nov. 1 2009
Firstpage
4048
Lastpage
4053
Abstract
Computed tomography is a highly quantitative modality where the data values processed are of a high dynamic range and therefore computing CT images requires high accuracy and high precision during all processing steps. Nevertheless, memory bandwidth is one of the major bottlenecks in today´s reconstruction algorithms and it would speed up the reconstruction process to represent a datum with only 16 bit instead of 32 bit. Intel´s new Larrabee x86 architecture offers a promising processing of the half precision floating-point value that has the potential to be useful for CT image reconstruction. This study evaluates the image quality of CT image reconstruction based on such half values and compares the results to the standard case of using float values. Our findings are that it is possible to apply half precision data for rawdata and reconstructed volume if some conditions hold.
Keywords
computerised tomography; image reconstruction; medical image processing; CT; Intel Larrabee; computed tomography; half precision floating-point values; image reconstruction; Bandwidth; Computed tomography; Computer architecture; Convolution; Dynamic range; Hardware; Image quality; Image reconstruction; Nuclear and plasma sciences; Reconstruction algorithms; CT Reconstruction; Fast Reconstruction; Image Quality; Larrabee;
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.2009.5402423
Filename
5402423
Link To Document