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Simulated annealing image reconstruction method for a pinhole aperture single photon emission computed tomograph (SPECT)

机译:针孔孔径单光子发射计算机断层扫描仪(SPECT)的模拟退火图像重建方法

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摘要

A series of computer experiments was performed to determine the relative performance of simulated annealing, quenched annealing, and a least-squares iterative technique for image reconstruction for single photon emission computed tomography (SPECT). The simulated SPECT geometry was of the pinhole aperture type, with 32 pinholes and 128 or 512 detectors. To test the robustness of the reconstruction techniques upon arbitrary geometries, a 360-detector geometry with a random pixel-detector-factor matrix was tested. Eight computer-simulated, 10-cm-diameter planar phantoms were used with 1961 2-mm/sup 2/ reconstruction bins and a range of 3000 to 50,000,000 detected photon counts. Reconstruction quality was measured by a normalized, squared error picture distance measure. Over a wide range of noise, the simulated annealing method had slightly better reconstruction quality than the iterative method, although requiring greater reconstruction time. Quenched annealing was faster than simulated annealing, with comparable reconstruction quality. Methods of efficiently controlling the simulated annealing algorithm are presented.
机译:进行了一系列计算机实验,以确定模拟退火,淬火退火和最小二乘迭代技术用于单光子发射计算机断层扫描(SPECT)图像重建的相对性能。模拟的SPECT几何形状为针孔孔径类型,具有32个针孔和128或512个检测器。为了测试重构技术在任意几何形状上的鲁棒性,测试了具有随机像素检测因子矩阵的360探测器几何形状。八个计算机模拟的直径为10 cm的平面幻像与1961 2-mm / sup 2 /重建箱一起使用,检测到的光子计数范围为3000到50,000,000。重建质量是通过归一化的平方误差图像距离测量来测量的。在较大的噪声范围内,尽管需要更长的重建时间,但是模拟退火方法的重建质量比迭代方法稍好。淬火退火比模拟退火快,重构质量相当。提出了有效控制模拟退火算法的方法。

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