DocumentCode :
2553474
Title :
Use of the Fisher Information Matrix to optimize the acquisition protocol for a D-SPECT system
Author :
Fuin, Niccolo ; Pedemonte, Stefano ; Arridge, Simon ; Ourselin, Sebastien ; Hutton, Brian F.
Author_Institution :
Inst. of Nucl. Med., Univ. Coll. London Hosp., London, UK
fYear :
2012
fDate :
Oct. 27 2012-Nov. 3 2012
Firstpage :
2137
Lastpage :
2142
Abstract :
The design of the D-SPECT system is based on compact CZT solid state detectors units that permit movements that would not be achievable with conventional gamma cameras. This new design permits to overcome some inherent SPECT limitations allowing for a region-centric acquisition. By choosing to spend more time directing the detector heads towards a region of interest (ROI), one can allocate more time to collect data from this region at the expense of collecting fewer data from less important regions. However, changing the detector angular movements allowing for a non uniform scanning pattern, the interdependence in the information changes and the D-SPECT system response may be highly shift-variant. In order to be able to compare a set of candidate scanning patterns (for a given activity distribution) a method is needed, that quantifies the information gain. The Fisher Information Matrix (FIM) formalism can be employed to characterise the uncertainty of the reconstruction. Unfortunately, computing, storing and inverting the FIM is not feasible with a 3D imaging system. To tackle this problem we introduce a new approximated expression that relies on a subsampled version of the FIM. This formulation reduces the the computational complexity in inverting the FIM but nevertheless accounts for the global interdependence between the variables. In this paper we adopt this novel algorithm, to investigate the effect of the presence of activity outside the ROI, in determining the optimal D-SPECT acquisition protocol. We perform a set of experiments to determine the optimal scanning pattern for different levels of background. If the activity in the ROI is significantly high with respect to the activity in the background, an acquisition protocol that spends more time acquiring data from the ROI is preferable. Whereas for high levels of activity in the background, an acquisition that scans uniformly the whole field of view may give better results in terms of reconstructed image qu- lity in the ROI.
Keywords :
image reconstruction; protocols; single photon emission computed tomography; solid-state nuclear track detectors; 3D imaging system; D-SPECT acquisition protocol; D-SPECT system; Fisher information matrix; ROI; angular movements; compact CZT solid state detectors; computational complexity; conventional gamma cameras; field-of-view; inherent SPECT limitation; nonuniform scanning pattern; region-centric acquisition; region-of-interest; D-SPECT; Emission Tomography; Fisher Information; Reconstruction Image Quality; System Design;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC), 2012 IEEE
Conference_Location :
Anaheim, CA
ISSN :
1082-3654
Print_ISBN :
978-1-4673-2028-3
Type :
conf
DOI :
10.1109/NSSMIC.2012.6551489
Filename :
6551489
Link To Document :
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