Pakdel Amirreza, Mainprize James G, Robert Normand, Fialkov Jeffery, Whyne Cari M
Sunnybrook Research Institute, Toronto, Ontario M4N 3M5, Canada and Institute of Biomaterials and Biomedical Engineering, University of Toronto, Toronto, Ontario M5S 3M2, Canada.
Sunnybrook Research Institute, Toronto, Ontario M4N 3M5, Canada.
Med Phys. 2014 Jan;41(1):011906. doi: 10.1118/1.4835515.
A method was developed to correct for systematic errors in estimating the thickness of thin bones due to image blurring in CT images using bone interfaces to estimate the point-spread-function (PSF). This study validates the accuracy of the PSFs estimated using said method from various clinical CT images featuring cortical bones.
Gaussian PSFs, characterized by a different extent in the z (scan) direction than in the x and y directions were obtained using our method from 11 clinical CT scans of a cadaveric craniofacial skeleton. These PSFs were estimated for multiple combinations of scanning parameters and reconstruction methods. The actual PSF for each scan setting was measured using the slanted-slit technique within the image slice plane and the longitudinal axis. The Gaussian PSF and the corresponding modulation transfer function (MTF) are compared against the actual PSF and MTF for validation.
The differences (errors) between the actual and estimated full-width half-max (FWHM) of the PSFs were 0.09 ± 0.05 and 0.14 ± 0.11 mm for the xy and z axes, respectively. The overall errors in the predicted frequencies measured at 75%, 50%, 25%, 10%, and 5% MTF levels were 0.06 ± 0.07 and 0.06 ± 0.04 cycles/mm for the xy and z axes, respectively. The accuracy of the estimates was dependent on whether they were reconstructed with a standard kernel (Toshiba's FC68, mean error of 0.06 ± 0.05 mm, MTF mean error 0.02 ± 0.02 cycles/mm) or a high resolution bone kernel (Toshiba's FC81, PSF FWHM error 0.12 ± 0.03 mm, MTF mean error 0.09 ± 0.08 cycles/mm).
The method is accurate in 3D for an image reconstructed using a standard reconstruction kernel, which conforms to the Gaussian PSF assumption but less accurate when using a high resolution bone kernel. The method is a practical and self-contained means of estimating the PSF in clinical CT images featuring cortical bones, without the need phantoms or any prior knowledge about the scanner-specific parameters.
开发一种方法,用于校正因CT图像模糊导致的薄骨厚度估计中的系统误差,该方法利用骨界面来估计点扩散函数(PSF)。本研究验证了使用所述方法从各种具有皮质骨的临床CT图像中估计的PSF的准确性。
使用我们的方法从一具尸体颅面骨骼的11次临床CT扫描中获得了高斯PSF,其在z(扫描)方向上的范围与在x和y方向上不同。针对扫描参数和重建方法的多种组合估计了这些PSF。使用图像切片平面和纵轴内的斜缝技术测量每个扫描设置的实际PSF。将高斯PSF和相应的调制传递函数(MTF)与实际PSF和MTF进行比较以进行验证。
PSF的实际半高全宽(FWHM)与估计值之间在xy和z轴上的差异(误差)分别为0.09±0.05和0.14±0.11毫米。在75%、50%、25%、10%和5%MTF水平下测量的预测频率的总体误差在xy和z轴上分别为0.06±0.07和0.06±0.04周期/毫米。估计的准确性取决于它们是使用标准内核(东芝的FC68,平均误差为0.06±0.05毫米;MTF平均误差为0.02±0.02周期/毫米)还是高分辨率骨内核(东芝的FC81,PSF FWHM误差为0.12±0.03毫米;MTF平均误差为0.09±0.08周期/毫米)重建的。
对于使用标准重建内核重建的图像,该方法在三维上是准确的,符合高斯PSF假设,但在使用高分辨率骨内核时准确性较低。该方法是一种实用且独立的方法,可用于估计具有皮质骨的临床CT图像中的PSF,无需体模或任何关于扫描仪特定参数的先验知识。