Title :
Full 3D-OSEM reconstruction with compressed response of the system
Author :
Herraiz, J. López ; Espana, S. ; Vaquero, J.J. ; Desco, M. ; Udias, J.M.
Author_Institution :
Dpto. Fisica Atomica, Complutense Univ., Madrid
Abstract :
Small animal PET scanners require high spatial resolution (<1 mm) and good sensitivity. To obtain high resolution images, iterative reconstruction methods, like OSEM, applied to image reconstruction in three-dimensional (3D) positron emission tomography (PET), have superior performance over analytical reconstruction algorithms like FBP. However, the high computational cost of iterative methods remains a serious drawback to their development and clinical routine use. The increase in performance of current computers should make iterative image reconstruction fast enough to attain clinical viability. However, dealing with the large number of probability coefficients for the response of the system in high-resolution PET scanners becomes a difficult task that prevents the algorithms from reaching peak performance. Taking into account all possible axial, in-plane and other symmetries, we have reduced the storage needs what allows us to store the whole response of the system in dynamic memory of ordinary industry standard computers, so that the reconstruction algorithm can achieve near peak performance
Keywords :
image reconstruction; image resolution; iterative methods; medical image processing; positron emission tomography; probability; 3D-OSEM reconstruction; analytical reconstruction algorithms; clinical routine use; high computational cost; high resolution images; high spatial resolution; image reconstruction; iterative reconstruction method; probability coefficients; reconstruction algorithm; small animal PET scanners; three-dimensional positron emission tomography; Animals; Image analysis; Image coding; Image reconstruction; Image resolution; Iterative methods; Performance analysis; Positron emission tomography; Reconstruction algorithms; Spatial resolution;
Conference_Titel :
Nuclear Science Symposium Conference Record, 2004 IEEE
Conference_Location :
Rome
Print_ISBN :
0-7803-8700-7
Electronic_ISBN :
1082-3654
DOI :
10.1109/NSSMIC.2004.1466305