DocumentCode
472048
Title
Acceleration of Fiber Tracking in DTI Tractography by Reconfigurable Computer Hardware
Author
Singh, Manbir ; Kwatra, Aditya ; Wong, Chi-Wah ; Prasanna, Viktor
Author_Institution
Dept. of Radiol. & Biomed. Eng., Univ. of Southern California, Los Angeles, CA
fYear
2006
fDate
Aug. 30 2006-Sept. 3 2006
Firstpage
4819
Lastpage
4822
Abstract
Diffusion tensor imaging (DTI) tractography is a computationally intensive procedure. The most time consuming operation is the tracking of fibers from every voxel in the scanned volume. Fiber tracking can be accelerated significantly by use of reconfigurable hardware, such as field programmable gate arrays (FPGAs), which can track fibers at very high speed by exploiting the flexibility, parallelism and high on-chip bandwidth. Such acceleration has the potential to lead to realtime tractography. In this paper we isolate key kernels within the tracking step and through a simulation study, analyze a specific FPGA architecture comprising deeply pipelined kernel chains running in parallel. Our results suggest that the FPGA based computer architecture could achieve a two orders of magnitude speed-up in the fiber-tracking algorithm over an optimized C-code
Keywords
biomedical MRI; brain; field programmable gate arrays; interpolation; medical computing; tracking; FPGA based computer architecture; anisotropy calculation; brain imaging; diffusion tensor imaging tractography; fiber tracking algorithm; field programmable gate arrays; optimized C-code; pipelined kernel chains; reconfigurable computer hardware; tensor diagonalization; tensor interpolation; trajectory propagation; Acceleration; Analytical models; Bandwidth; Computational modeling; Computer architecture; Diffusion tensor imaging; Field programmable gate arrays; Hardware; Kernel; Parallel processing;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society, 2006. EMBS '06. 28th Annual International Conference of the IEEE
Conference_Location
New York, NY
ISSN
1557-170X
Print_ISBN
1-4244-0032-5
Electronic_ISBN
1557-170X
Type
conf
DOI
10.1109/IEMBS.2006.260831
Filename
4462880
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