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Acceleration of a model based scatter correction scheme for SPECT by use of an unmatched projector-backprojector

机译:通过使用不匹配的投影仪-背投仪来加速SPECT的基于模型的散射校正方案

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In this paper three scatter compensation schemes are considered. The three schemes are all based on a previously developed scatter model. Reconstruction is achieved using the iterative Expectation-Maximization Maximum-Likelihood algorithm. The schemes consist of: (a) including the model in both the forward and backprojector, (b) just including the model in the forward projector, and (c) implementing the model in a subtraction scheme. Monte-Carlo simulated projection data are used to test the accuracy, convergence properties, and noise properties of the three scatter compensation schemes. The results show that all three correction schemes yield images which are similar in terms of accuracy to that obtained from constructing scatter free data. The subtraction scheme is shown to converge faster than the other compensation schemes, both in terms of iterations and actual time required for reconstruction. The scheme in which the model is only used in the forward projector does not, in general, perform significantly better than the subtraction scheme, but requires longer For reconstruction. The correction scheme in which the scatter model is included in both the forward and backprojectors is shown to produce accurate images with signal to noise ratios higher than even a perfect scatter rejection scheme. While the scatter correction scheme with the model in both forward and backprojectors has superior noise properties to the other algorithms, the results suggest that the subtraction scheme, with its faster convergence properties, will probably prove most useful for routine clinical scatter compensation.
机译:本文考虑了三种散射补偿方案。这三种方案均基于先前开发的分散模型。使用迭代的“期望-最大化-最大似然”算法来实现重建。这些方案包括:(a)在正向和反向投影仪中都包括模型,(b)在正向投影仪中仅包括模型,以及(c)在减法方案中实现模型。蒙特卡洛模拟投影数据用于测试三种散射补偿方案的准确性,会聚特性和噪声特性。结果表明,所有三种校正方案产生的图像在准确性方面均与构建无散点数据所获得的图像相似。减法方案在迭代和重建所需的实际时间方面均显示出比其他补偿方案更快的收敛速度。通常,仅在前向投影仪中使用模型的方案的性能通常不会比减法方案好得多,但是重建所需的时间更长。显示了正向投影仪和背向投影仪均包含散射模型的校正方案,可以产生准确的图像,其信噪比甚至比理想的散射抑制方案还高。尽管该模型在正向和反向投影中的散射校正方案均具有优于其他算法的噪声属性,但结果表明,具有较快收敛性的减法方案可能会被证明对常规临床散射补偿最为有用。

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