Title :
A comparison between FORE+NECOSEM and NECOSEM 3D for whole-body PET imaging
Author :
Janeiro, L. ; Comtat, C. ; Lartizien, C. ; Kinahan, P.E. ; Defrise, M. ; Michel, C. ; Tr?©bossen, R. ; Almeida, P.
Author_Institution :
Biophys. & Biomed. Eng. Inst., Lisbon Univ., Portugal
Abstract :
In this work we use the NEC transformation method in the OSEM reconstruction technique as a procedure to partially restore the Poisson characteristics of 3D whole-body PET precorrected data. We compare the use of FORE+NEC-OSEM with a fully 3D implementation of NEC-OSEM, in terms of lesion detectability, using a 3D version of the nonprewhitening matched filter numerical observer. In FORE+NEC-OSEM, only a multiplicative weight was applied (NEC-scaling) that accounts for the effects of both the quantitative corrections and FORE itself. For the fully 3D reconstruction, the generalized NEC-transformation was used (NECG-OSEM3D), with both multiplicative (NEC-scaling) and additive (NEC-shifting) factors to account for the effects of the corrections. In addition to NEC-OSEM, FORE+AW-OSEM (attenuation weighted) and ANW-OSEM3D (attenuation and normalization weighted) were also tested. We used simulated data of 3D whole-body PET exams with 1 cm diameter inserted lesions to perform the study. From the results we conclude: for the existence of an optimum postsmoothing filter with FWHM of 5.5 mm; for an overall better performance of both ANW-OSEM3D and FORE+NEC-OSEM over FORE+AW-OSEM. The comparison between NECG-OSEM3D and the other algorithms depends very much on the number of iterations. The NPWMF numerical observer seems not to be the best figure-of-merit to determine the optimum number of iterations the NPWMF.
Keywords :
Fourier transforms; Poisson distribution; image reconstruction; medical image processing; noise; positron emission tomography; 3D implementation; 3D reconstruction; 3D whole-body PET precorrected data; ANW-OSEM3D; FORE+AW-OSEM; FORE+NEC-OSEM; FWHM; NEC transformation method; NEC-scaling; NEC-shifting; NEC-transformation; NPWMF numerical observer; OSEM reconstruction technique; Poisson characteristics; additive factors; attenuation weighting; attenuation-normalization weighting; iterations number; multiplicative weight; nonprewhitening matched filter numerical observer; optimum postsmoothing filter; quantitative corrections; Attenuation; Image reconstruction; Image restoration; Iterative algorithms; Lesions; Matched filters; National electric code; Positron emission tomography; Testing; Whole-body PET;
Conference_Titel :
Nuclear Science Symposium Conference Record, 2003 IEEE
Print_ISBN :
0-7803-8257-9
DOI :
10.1109/NSSMIC.2003.1352474