DocumentCode :
36618
Title :
Effects of Regularisation Priors and Anatomical Partial Volume Correction on Dynamic PET Data
Author :
Caldeira, Liliana L. ; da Silva, Nuno ; Scheins, Jurgen J. ; Gaens, Michaela E. ; Shah, N. Jon
Author_Institution :
Inst. of Neurosci. & Med., Forschungszentrum Julich, Julich, Germany
Volume :
62
Issue :
4
fYear :
2015
fDate :
Aug. 2015
Firstpage :
1725
Lastpage :
1731
Abstract :
Dynamic PET provides temporal information about the tracer uptake. However, each PET frame has usually low statistics, resulting in noisy images. Furthermore, PET images suffer from partial volume effects. The goal of this study is to understand the effects of prior regularisation on dynamic PET data and subsequent anatomical partial volume correction. The Median Root Prior (MRP) regularisation method was used in this work during reconstruction. The quantification and noise in image-domain and time-domain (time-activity curves) as well as the impact on parametric images is assessed and compared with Ordinary Poisson Ordered Subset Expectation Maximisation (OP-OSEM) reconstruction with and without Gaussian filter. This study shows the improvement in PET images and time-activity curves (TAC) in terms of noise as well as in the parametric images when using prior regularisation in dynamic PET data. Anatomical partial volume correction improves the TAC and consequently, parametric images. Therefore, the use of MRP with anatomical partial volume correction is of interest for dynamic PET studies.
Keywords :
image reconstruction; medical image processing; positron emission tomography; PET images; anatomical partial volume correction; dynamic PET data; image reconstruction; image-domain; median root prior regularisation method; parametric images; positron emission tomography; time-activity curves; time-domain; Brain modeling; Image reconstruction; Kinetic theory; Materials requirements planning; Noise; Noise measurement; Positron emission tomography; Arterial input function; dynamic PET; image reconstruction; time-activity curves;
fLanguage :
English
Journal_Title :
Nuclear Science, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9499
Type :
jour
DOI :
10.1109/TNS.2015.2450252
Filename :
7182375
Link To Document :
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