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Comparison of multi modal SPECT reconstruction methods using a clinically relevant assessment of the image resolution at various noise levels

机译:使用临床相关评估的各种噪声水平下的图像分辨率比较多模式SPECT重建方法

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The resolution of an iterative SPECT reconstruction cannot be characterized meaningfully by the standard approach of measuring the FWHM of an image of a point (line) in air or in a medium, because an iterative SPECT reconstruction is typically not linear. Our objective is to develop a general method to analyze the noise and resolution characteristics. The basic idea is to derive the resolution from the edge response of extended object and to correlate the resolution to the noise response. We now have measure akin to a contrast-detail diagram. Siemens introduced xSPECT Quant (xQ) that enables quantitative SPECT for Tc99m, and xSPECT Bone (xB) which is a dedicated solution for bone SPECT, where CT data is used to delineate tissue boundaries to improve image quality. We reconstruct images using the OSCGM based xSPECT method at varying updates (12, 24, 48, 96, 192, 480 and 960 updates, with one subset), as well as angular sampling of 3-degree (120 views ) and 6-degree (60 views subsampled from 120 views), and compare it to Flash3D (F3D), our OSEM based product and xEMAS (xE), which has the xQ image formation yet it is OSEM based. xE is not commercially available. All methods include the respective 3d collimator response compensation, attenuation and scatter correction, and a Gaussian post-smoothing. A uniform cylinder phantom, a hot-cold-rod (HCR) phantom and a hot-cold-sphere (HCS) were reconstructed using the four methods. We calculated the mean and standard deviation (SD) of activity concentration of a big VOI in the central part of the uniform cylinder or in the uniform section of HCS phantom, and used the mean/SD ratio to define the noise level. A matched filter method was used to measure the resolution in the HCR and HCS phantom, based on edge analysis of the rod sections. We then compared the resolutions at the same noise level at varying updates. Comparing reconstructions of two angular sampling, reconstructions from 3-degree data has over 20% lower noise level- compared to 6-degree angular sampling data. Comparing different reconstruction methods, at the same noise level, xQ has about 10% smaller FWHM than F3D, and xB has significantly better resolution than both F3D and xQ, for both 3-degree and 6-degree data. We attribute these advantages of xSPECT to the improved accuracy of the image formation as seen when comparing Flash3D, xEMAS and xQ.
机译:由于迭代SPECT重建通常不是线性的,因此无法通过测量空气或介质中的点(线)的图像的FWHM的标准方法来有意义地表征迭代SPECT重建的分辨率。我们的目标是开发一种分析噪声和分辨率特征的通用方法。基本思想是从扩展对象的边缘响应中得出分辨率,并将分辨率与噪声响应相关联。现在,我们有一个类似于对比度-细节图的度量。西门子推出了xSPECT Quant(xQ)和xSPECT Bone(xB),xSPECT Quant(xQ)可以对Tc99m进行定量SPECT,而xSPECT Bone(xB)是专用于骨骼SPECT的解决方案,其中CT数据用于描绘组织边界以改善图像质量。我们使用基于OSCGM的xSPECT方法在各种更新(12个,24个,48个,96个,192个,480个和960个更新,以及一个子集)以及3度(120个视角)和6度的角度采样下重建图像(从120个视图中采样了60个视图),并将其与我们基于OSEM的产品Flash3D(F3D)和具有xQ图像形成但基于OSEM的xEMAS(xE)进行了比较。 xE不市售。所有方法都包括相应的3d准直器响应补偿,衰减和散射校正以及高斯后平滑。使用这四种方法重建了均匀的圆柱体模,热杆(HCR)体模和热球(HCS)体。我们计算了均匀圆柱体的中心部分或HCS体模的均匀截面中大VOI的活动浓度的平均值和标准偏差(SD),并使用平均值/ SD比来定义噪声水平。基于杆截面的边缘分析,使用匹配的滤波器方法来测量HCR和HCS体模中的分辨率。然后,我们在不同的更新条件下比较了相同噪声水平下的分辨率。比较两个角度采样的重建,从3度数据重建的噪声水平比6度角度采样数据低20%以上。比较不同的重建方法,在相同的噪声水平下,对于3度和6度数据,xQ的FWHM比F3D小约10%,xB的分辨率明显优于F3D和xQ。当比较Flash3D,xEMAS和xQ时,我们将xSPECT的这些优势归因于图像形成精度的提高。

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