Title :
A multi-GPU acceleration for 3D imaging of the prostate
Author :
Attardo, E.A. ; Borsic, A. ; Halter, R.J.
Author_Institution :
Thayer Sch. of Eng., Dartmouth Coll., Hanover, NH, USA
Abstract :
Transrectal Electric Impedance Tomography (TREIT) has been proposed jointly with ultrasound (US) imaging of the prostate to enhance the standard clinical imaging. Reconstructing TREIT images involves a solution of an inverse problem. The reconstruction is based on two steps: solving and updating an estimate of the dielectric property distribution through solution of an inverse problem. In this paper we consider a multi-GPU acceleration, which will allow us to significantly speed up the solution of the inverse problem. By conducting numerical experiments we compare results in assembling the Jacobian matrix by a CPU-based multiple computational cores server, a single GPU acceleration, and eventually a multi-GPU.
Keywords :
Jacobian matrices; biological organs; biomedical ultrasonics; computer graphic equipment; coprocessors; electric impedance imaging; image reconstruction; inverse problems; medical image processing; CPU-based multiple computational cores server; Jacobian matrix; TREIT image reconstruction; clinical imaging; dielectric property distribution; inverse problem; multiGPU acceleration; numerical experiment; prostate 3D imaging; transrectal electric impedance tomography; ultrasound imaging; Graphics processing unit; Image reconstruction; Impedance; Jacobian matrices; MATLAB; Servers; Tomography;
Conference_Titel :
Electromagnetics in Advanced Applications (ICEAA), 2011 International Conference on
Conference_Location :
Torino
Print_ISBN :
978-1-61284-976-8
DOI :
10.1109/ICEAA.2011.6046501