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Effect of anatomical backgrounds on detectability in volumetric cone beam CT images

机译:解剖背景对容积锥形束CT图像可检测性的影响

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As anatomical noise is often a dominating factor affecting signal detection in medical imaging, we investigate the effects of anatomical backgrounds on signal detection in volumetric cone beam CT images. Signal detection performances are compared between transverse and longitudinal planes with either uniform or anatomical backgrounds. Sphere objects with diameters of lmm, 5mm, 8mm, and 1 lmm are used as the signals. Three-dimensional (3D) anatomical backgrounds are generated using an anatomical noise power spectrum, 1/f~β, with β=3, equivalent to mammographic background. The mean voxel value of the 3D anatomical backgrounds is used as an attenuation coefficient of the uniform background. Noisy projection data are acquired by the forward projection of the uniform and anatomical 3D backgrounds with/without sphere lesions and by the addition of quantum noise. Then, images are reconstructed by an FDK algorithm . For each signal size, signal detection performances in transverse and longitudinal planes are measured by calculating the task SNR of a channelized Hotelling observer with Laguerre-Gauss channels. In the uniform background case, transverse planes yield higher task SNR values for all sphere diameters but lmm. In the anatomical background case, longitudinal planes yield higher task SNR values for all signal diameters. The results indicate that it is beneficial to use longitudinal planes to detect spherical signals in anatomical backgrounds.
机译:由于解剖噪声通常是影响医学成像中信号检测的主要因素,因此我们研究了解剖背景对体积锥束CT图像中信号检测的影响。比较具有均匀或解剖背景的横向和纵向平面之间的信号检测性能。直径为1mm,5mm,8mm和1lmm的球体对象用作信号。使用解剖噪声功率谱1 / f〜β(β= 3)生成三维(3D)解剖背景,相当于乳腺X线照相背景。 3D解剖背景的平均体素值用作均匀背景的衰减系数。通过对具有/不具有球体病变的均匀且解剖学的3D背景进行正向投影以及添加量子噪声,可以获取嘈杂的投影数据。然后,通过FDK算法重建图像。对于每种信号大小,通过计算带有Laguerre-Gauss信道的带信道的Hotelling观测器的任务SNR,可以测量横向和纵向平面中的信号检测性能。在均匀的背景情况下,对于所有直径为1mm的球体,横向平面都会产生更高的任务SNR值。在解剖背景下,纵向平面对于所有信号直径都会产生更高的任务SNR值。结果表明,使用纵向平面在解剖背景中检测球形信号是有益的。

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