Enhanced 3D PET OSEM reconstruction using inter-update Metz filtering

被引:51
作者
Jacobson, M [1 ]
Levkovitz, R
Ben-Tal, A
Thielemans, K
Spinks, T
Belluzzo, D
Pagani, E
Bettinardi, V
Gilardi, MC
Zverovich, A
Mitra, G
机构
[1] Technion Israel Inst Technol, MINERVA Optimizat Ctr, IL-32000 Haifa, Israel
[2] Hammersmith Hosp, MRC, Cyclotron Unit, London W12 0HS, England
[3] HSR, Milan, Italy
[4] Brunel Univ, Dept Math Sci, Uxbridge UB8 3PH, Middx, England
关键词
D O I
10.1088/0031-9155/45/8/325
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
We present an enhancement of the OSEM (ordered set expectation maximization) algorithm for 3D PET reconstruction, which we call the inter-update Metz filtered OSEM (IMF-OSEM). The IMF-OSEM algorithm incorporates filtering action into the image updating process in order to improve the quality of the reconstruction. With this technique, the multiplicative correction image-ordinarily used to update image estimates in plain OSEM-is applied to a Metz-filtered version of the image estimate at certain intervals. In addition, we present a software implementation that employs several high-speed features to accelerate reconstruction. These features include, firstly, forward and back projection functions which make full use of symmetry as well as a fast incremental computation technique. Secondly, the software has the capability of running in parallel mode on several processors. The parallelization approach employed yields a significant speed-up, which is nearly independent of the amount of data. Together, these features lead to reasonable reconstruction times even when using large image arrays and non-axially compressed projection data. The performance of IMF-OSEM was tested on phantom data acquired on the GE Advance scanner. Our results demonstrate that an appropriate choice of Metz filter parameters can improve the contrast-noise balance of certain regions of interest relative to both plain and post-filtered OSEM, and to the GE commercial reprojection algorithm software.
引用
收藏
页码:2417 / 2439
页数:23
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