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Assessment of the effect of 3D resolution recovery during SPECT image reconstruction on quantification of small liver tumors: A simulation study

机译:评估SPECT图像重建期间3D分辨率恢复对小肝肿瘤定量的影响:模拟研究

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Non ideal collimation and detector blurring are the main causes of resolution loss in single photon computed tomography (SPECT) that affect both qualitative and quantitative interpretation of SPECT images. In this research we evaluate the importance of resolution recovery in determining the absolute amount of activity in small liver tumors by comparing three different approaches: ordered subsets expectation maximization (OSEM), OSEM with 2D resolution recovery and OSEM with 3D resolution recovery. Two different sets of projections were created. Model based projections were created by layer by layer blurring of activity phantom using known distance dependent Gaussian functions. Simple ray sum of this blurred phantom was driven to create projections. This simulates noise free projections with completely known system response. The other set of projections was created using SIMIND Monte Carlo simulator. Eight small tumors (1×1×1 cm) were considered on different parts of NCAT liver phantom in such a way that all appear in same plane in a sagittal slice. Vertical distance between each couple of tumors was varied between 1 and 4 pixels (equal to 3.3 and 13.3 mm). To evaluate the value of resolution recovery during reconstruction, OSEM with the ability of modeling both 2D and 3D system response model during reconstruction was developed and used. Both 2D and 3D resolution recovery results in better quantitative results compared to simple OSEM. 3D resolution recovery, however reconstruct images with much higher quantitative accuracy. Only in 3D resolution recovery it is possible to separate all couple of tumors in axial direction. The amount of activity recovery depends on the number of iteration. Using 8 iterations and 8 subsets in each iteration, 3D resolution recovery results in 8% better activity recovery compared to 2D and 13% compared to simple OSEM. This amount is 27% and 46% for 25 iterations.
机译:非理想准直和检测器模糊是单光子计算机断层摄影(SPECT)中分辨率损失的主要原因,其影响SPECT图像的定性和定量解释。在本研究中,我们通过比较三种不同的方法来评估决议恢复在小肝肿瘤中的绝对活性:有序的子集预期最大化(OSEM),具有2D分辨率恢复和具有3D分辨率恢复的OSEM的OSEM。创建了两组不同的预测。基于模型的投影通过层模糊的活动模糊,使用已知的距离依赖性高斯函数。驱动该模糊幻像的简单射线总和以创建投影。这模拟了完全已知的系统响应的无噪声预测。使用Simind Monte Carlo Simulator创建另一组投影。在NCAT肝脏模型的不同部分中考虑了八个小肿瘤(1×1×1cm),以这样的方式,这种方式显示在矢状切片中的同一平面上。每种肿瘤之间的垂直距离在1到4个像素之间变化(等于3.3和13.3mm)。为了评估重建期间分辨率恢复的值,开发并使用了在重建期间建模2D和3D系统响应模型的能力的OSEM。与简单的OSEM相比,2D和3D分辨率恢复都会导致更好的定量结果。 3D分辨率恢复,但重建具有更高定量精度的图像。仅在3D分辨率恢复中,可以在轴向方向上分离所有耦合的肿瘤。活动恢复量取决于迭代的数量。在每次迭代中使用8个迭代和8个子集,与简单的OSEM相比,3D分辨率恢复导致8%的活动恢复更好,相比,2D和13%。对于25次迭代,这一数额为27%和46%。

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