Title :
Factor analysis on the Genisys preclinical PET system
Author :
Daver, Freddie R. ; Schiepers, Christiaan ; Dahlbom, Magnus
Author_Institution :
Ahmanson Translational Imaging Div., Univ. of California - Los Angeles, Los Angeles, CA, USA
Abstract :
The Genisys preclinical PET imaging system suffers from relatively poor spatial resolution and reconstruction artifacts in the sagittal and transaxial planes due to limited angular sampling. This prevents reliable quantification and delineation of organs and tumors in close proximity. The use of factor analysis (FA) is proposed as a method to mitigate this effect by separation of structures into “factor” images. Two studies were performed. The first study attempted to quantify how much information is retained by FA using a simple dual-isotope scan. The second study applied FA to a dynamic image of tumor-bearing mouse. The resulting factor images were assessed in order to determine how well the tumor was separated from other structures. The results from the first study displayed a very strong agreement between the synthetic curves and the factor curves. The second study displayed a prominent tumor presence within the two most significant factors. The results show promise for FA, but further research into optimal conditions must be performed.
Keywords :
biological organs; image reconstruction; image resolution; medical image processing; positron emission tomography; tumours; Genisys preclinical PET system; angular sampling; dual isotope scan; factor analysis; factor curve; organ delineation; reconstruction artifact; spatial resolution; synthetic curve; tumors; Extraterrestrial measurements; Image reconstruction; Imaging; Noise; Photonics; Weight measurement;
Conference_Titel :
Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC), 2011 IEEE
Conference_Location :
Valencia
Print_ISBN :
978-1-4673-0118-3
DOI :
10.1109/NSSMIC.2011.6153696