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
Link To Document :
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