Title :
Ultra fast TOF 3D reconstruction using SIMD and symmetry superior to GPU implementation
Author :
Inki Hong ; Burbar, Ziad
Author_Institution :
Siemens Healthcare, Knoxville, TN, USA
fDate :
Oct. 27 2013-Nov. 2 2013
Abstract :
TOF PET 3D reconstruction adds another layer of complexity. Thus it becomes a challenge to find the most efficient method to optimize the reconstruction without compromising image quality. In this study, mCT PET scanner data is used for image reconstruction and comparison. This study shows how an ultrafast forward and back projector pair TOF 3D reconstruction is implemented based on Symmetry SIMD Projector (SSP) algorithm. The Symmetry in the algorithm translates to four symmetric relationships; +90° symmetry of the projection angle, mirror-symmetry on the Radial bin axis, symmetry of the integral direction along LOR, symmetry of the oblique segment angle. The use of SIMD allows the access of four data points by one operand which reduces computation time by a factor of four. Therefore, SSP algorithm can ideally reduce the computation time of forward projection and back projection by a factor of 64. The computer hardware used is off the shelf workstation with Intel Xeon E5540 2×CPU, 12GB, 1×GPU Tesla. The reconstructed image size is 400×400×109 pixels. For the same data set, the SSP algorithm using a CPU based reconstruction was able to achieve twice the timing improvement over the standard GPU counterpart.
Keywords :
graphics processing units; image reconstruction; medical image processing; positron emission tomography; CPU based reconstruction; GPU implementation; Intel Xeon E5540; LOR; Radial bin axis; TOF PET 3D reconstruction; back projection; back projector pair TOF 3D reconstruction; computation time; computer hardware; data points; dataset; forward projection; image comparison; image quality; image reconstruction; integral direction symmetry; mCT PET scanner data; magnetic flux density 1 T; mirror-symmetry; oblique segment angle symmetry; operand; picture size 400 pixel to 109 pixel; projection angle; shelf workstation; symmetric relationships; symmetry SIMD Projector algorithm; symmetry superior; timing improvement; ultrafast TOF 3D reconstruction; ultrafast forward; Graphics processing units; High definition video; Image reconstruction; Interpolation; Positron emission tomography; Three-dimensional displays; Timing;
Conference_Titel :
Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC), 2013 IEEE
Conference_Location :
Seoul
Print_ISBN :
978-1-4799-0533-1
DOI :
10.1109/NSSMIC.2013.6829345