Slagowski Jordan M, Tomkowiak Michael T, Dunkerley David A P, Speidel Michael A
Dept. of Medical Physics, University of Wisconsin, Madison, WI, USA.
Dept. of Medical Physics, University of Wisconsin, Madison, WI, USA ; Dept. of Medicine, University of Wisconsin, Madison, WI, USA.
Proc SPIE Int Soc Opt Eng. 2015;9412. doi: 10.1117/12.2082052.
This study investigates the feasibility of obtaining CT-derived 3D surfaces from data provided by the scanning-beam digital x-ray (SBDX) system. Simulated SBDX short-scan acquisitions of a Shepp-Logan and a thorax phantom containing a high contrast spherical volume were generated. 3D reconstructions were performed using a penalized weighted least squares method with total variation regularization (PWLS-TV), as well as a more efficient variant employing gridding of projection data to parallel rays (gPWLS-TV). Voxel noise, edge blurring, and surface accuracy were compared to gridded filtered back projection (gFBP). PWLS reconstruction of a noise-free reduced-size Shepp-Logan phantom had 1.4% rRMSE. In noisy gPWLS-TV reconstructions of a reduced-size thorax phantom, 99% of points on the segmented sphere perimeter were within 0.33, 0.47, and 0.70 mm of the ground truth, respectively, for fluences comparable to imaging through 18.0, 27.2, and 34.6 cm acrylic. Surface accuracies of gFBP and gPWLS-TV were similar at high fluences, while gPWLS-TV offered improvement at the lowest fluence. The gPWLS-TV voxel noise was reduced by 60% relative to gFBP, on average. High-contrast linespread functions measured 1.25 mm and 0.96 mm (FWHM) for gPWLS-TV and gFBP. In a simulation of gated and truncated projection data from a full-sized thorax, gPWLS-TV reconstruction yielded segmented surface points which were within 1.41 mm of ground truth. Results support the feasibility of 3D surface segmentation with SBDX. Further investigation of artifacts caused by data truncation and patient motion is warranted.
本研究探讨了从扫描束数字X射线(SBDX)系统提供的数据中获取CT衍生3D表面的可行性。生成了包含高对比度球形体积的Shepp-Logan模型和胸部模型的模拟SBDX短扫描采集数据。使用具有总变差正则化的惩罚加权最小二乘法(PWLS-TV)以及采用将投影数据网格化到平行射线的更高效变体(gPWLS-TV)进行3D重建。将体素噪声、边缘模糊和表面精度与网格化滤波反投影(gFBP)进行了比较。无噪声的缩小尺寸Shepp-Logan模型的PWLS重建的相对均方根误差(rRMSE)为1.4%。在缩小尺寸胸部模型的有噪声gPWLS-TV重建中,对于与通过18.0、27.2和34.6 cm丙烯酸进行成像相当的注量,分割球体周长上99%的点分别在距真实值0.33、0.47和0.70 mm范围内。在高注量时,gFBP和gPWLS-TV的表面精度相似,而gPWLS-TV在最低注量时表现更优。gPWLS-TV的体素噪声相对于gFBP平均降低了60%。gPWLS-TV和gFBP测量的高对比度线扩展函数的半高宽(FWHM)分别为1.25 mm和0.96 mm。在对全尺寸胸部的门控和截断投影数据的模拟中,gPWLS-TV重建产生的分割表面点在距真实值1.41 mm范围内。结果支持了使用SBDX进行3D表面分割的可行性。有必要进一步研究数据截断和患者运动引起的伪影。