DocumentCode
2160642
Title
Hardware acceleration of iterative image reconstruction for X-ray computed tomography
Author
Kim, Jung Kuk ; Zhang, Zhengya ; Fessler, Jeffrey A.
Author_Institution
EECS Dept., Univ. of Michigan, Ann Arbor, MI, USA
fYear
2011
fDate
22-27 May 2011
Firstpage
1697
Lastpage
1700
Abstract
X-ray computed tomography (CT) images could be improved using iterative image reconstruction if the 3D cone-beam forward- and back-projection computations can be accelerated significantly. We investigated the feasibility of a field-programmable gate array (FPGA) implementation of the separable footprint (SF) forward projector. A 16-bit fixed-point quantization introduces negligible numerical errors without affecting the perceptual image quality. The SF-based 3D cone-beam projector can be efficiently parallelized and its memory bandwidth reduced by exploiting projection geometry and data locality. We demonstrate a fully pipelined, 75-way parallel hardware architecture of the SF forward projector on a Xilinx Virtex-5 FPGA that can complete one forward projection of a 320×320×61 object over 3,625 views in 6.3 seconds.
Keywords
computerised tomography; field programmable gate arrays; image reconstruction; iterative methods; medical image processing; quantisation (signal); 3D cone-beam projector; CT images; X-ray computed tomography; Xilinx Virtex-5 FPGA; back-projection computations; field-programmable gate array; fixed-point quantization; iterative image reconstruction; memory bandwidth; perceptual image quality; separable footprint forward projector; word length 16 bit; Computed tomography; Computer architecture; Detectors; Field programmable gate arrays; Image reconstruction; Quantization; X-ray imaging;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location
Prague
ISSN
1520-6149
Print_ISBN
978-1-4577-0538-0
Electronic_ISBN
1520-6149
Type
conf
DOI
10.1109/ICASSP.2011.5946827
Filename
5946827
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