Title :
Interframe filtering for list-mode EM reconstruction in high-resolution 4D PET
Author :
Walledge, Richard J. ; Manavaki, Roido ; Honer, Michael ; Reader, Andrew J.
Author_Institution :
Dept. of Instrum. & Anal. Sci., UMIST, Manchester, UK
Abstract :
Dynamic (4D) PET imaging is a routinely used technique applied in clinical studies, and is now also finding application for high resolution animal PET systems. The usual method of implementing the image reconstruction involves separating the acquired data out into lower-count discrete time frames, resulting in increased image noise. This paper presents two further developments for one-pass 4D list-mode expectation-maximization (EM) reconstruction, which has already demonstrated enhanced reconstruction quality for image sequences compared to conventional strategies, as well as significantly reducing reconstruction time. The technique, which is an extension of one-pass 3D list-mode EM, filters a previously reconstructed frame, which is then used as a starting image for the following frame, thus including prior object information. A new approach to postreconstruction smoothing is also proposed, which in some cases is able to reduce noise without loss of resolution. Using measured quadHIDAC data from a moving point source and a specially designed liquid flow experiment, and a rat scan, the two approaches are compared to the uniform image initialization method in terms of spatial and temporal resolution, noise, and accuracy of time-activity curves. Preliminary results, using resolution recovery, indicate the potential of achieving ultrahigh spatial resolution with good temporal resolution, arising from improving the use of otherwise wasted prior information.
Keywords :
image reconstruction; medical image processing; noise; positron emission tomography; clinical studies; dynamic PET imaging; high resolution animal PET systems; image initialization method; image noise; image reconstruction; image sequences; interframe filtering; lower-count discrete time frames; moving point source; object information; one-pass 4D list-mode expectation-maximization reconstruction; postreconstruction smoothing; quadHIDAC data; rat scan; reconstruction time; resolution recovery; specially designed liquid flow experiment; temporal resolution; time-activity curves; ultrahigh spatial resolution; Animals; High-resolution imaging; Image reconstruction; Image resolution; Image sequences; Information filtering; Information filters; Positron emission tomography; Smoothing methods; Spatial resolution;
Conference_Titel :
Nuclear Science Symposium Conference Record, 2003 IEEE
Print_ISBN :
0-7803-8257-9
DOI :
10.1109/NSSMIC.2003.1352352