TY - GEN
T1 - Accelerated fully 3D iterative reconstruction in spect
AU - Backfrieder, Werner
AU - Zwettler, Gerald Adam
N1 - Copyright:
Copyright 2013 Elsevier B.V., All rights reserved.
PY - 2011
Y1 - 2011
N2 - Image quality in single photon emission computed tomography (SPECT) is substantially influenced by scatter and a finite volume of response associated with single detector elements. These effects are not restricted to the image plane, implying a shift in the tomographic imaging paradigm from 2D to 3D. The application of a 3D reconstruction model suffers from huge numerical efforts, affording for high performance computing hardware. A novel accelerated 3D ML-EM type reconstruction algorithm is developed by the implementation of a dual projector back-projector pair. An accurate 3D model of data acquisition is developed considering scatter and exact scanner geometry in opposite to a simple pencil-beam back-projection operator. This dual concept of projection and back-projection substantially accelerates the reconstruction process. Speed-up factors achieved by the novel algorithm are measured for several matrix sizes and collimator types. Accuracy of the accelerated reconstruction algorithm is shown by reconstruction of data from a physical Jaszczak phantom and a clinical endocrine study. In both cases the accelerated 3D reconstruction method achieves better results. The novel algorithm has a great potential to scale fully 3D reconstruction down to desktop applications, especially with the new possibilities employing massive parallel graphics hardware. The presented work is a step towards establishing sophisticated 3D reconstruction in a clinical workflow.
AB - Image quality in single photon emission computed tomography (SPECT) is substantially influenced by scatter and a finite volume of response associated with single detector elements. These effects are not restricted to the image plane, implying a shift in the tomographic imaging paradigm from 2D to 3D. The application of a 3D reconstruction model suffers from huge numerical efforts, affording for high performance computing hardware. A novel accelerated 3D ML-EM type reconstruction algorithm is developed by the implementation of a dual projector back-projector pair. An accurate 3D model of data acquisition is developed considering scatter and exact scanner geometry in opposite to a simple pencil-beam back-projection operator. This dual concept of projection and back-projection substantially accelerates the reconstruction process. Speed-up factors achieved by the novel algorithm are measured for several matrix sizes and collimator types. Accuracy of the accelerated reconstruction algorithm is shown by reconstruction of data from a physical Jaszczak phantom and a clinical endocrine study. In both cases the accelerated 3D reconstruction method achieves better results. The novel algorithm has a great potential to scale fully 3D reconstruction down to desktop applications, especially with the new possibilities employing massive parallel graphics hardware. The presented work is a step towards establishing sophisticated 3D reconstruction in a clinical workflow.
KW - Emission tomography
KW - Fully 3D reconstruction
KW - High-performance computing
KW - Nuclear medicine
UR - http://www.scopus.com/inward/record.url?scp=84871317555&partnerID=8YFLogxK
M3 - Conference contribution
SN - 9788890372445
T3 - 23rd European Modeling and Simulation Symposium, EMSS 2011
SP - 100
EP - 104
BT - 23rd European Modeling and Simulation Symposium, EMSS 2011
T2 - 23rd European Modeling and Simulation Symposium, EMSS 2011
Y2 - 12 September 2011 through 14 September 2011
ER -