Lee Changwoo, Song Hoon-Dong, Baek Jongduk
Center for Medical Convergence Metrology, Korea Research Institute of Standards and Science (KRISS), 267 Gajeong-ro, Yuseong-gu, Daejeon, 34113, South Korea.
School of Integrated Technology and Yonsei Institute of Convergence Technology, Yonsei University, 85, Songdo-gwahak-ro, Yeonsu-gu, Incheon, 21983, South Korea.
Med Phys. 2020 Jul;47(7):2838-2851. doi: 10.1002/mp.14147. Epub 2020 Apr 18.
For cone-beam computed tomography (CBCT) systems, we propose a sphere phantom based method to estimate the full three-dimensional (3D) modulation transfer function (MTF).
The FDK reconstruction of CBCT system in a local region was modeled by a triple convolution operator. Afterward, we calculated the directional projections of ideal and reconstructed sphere phantoms into a two-dimensional (2D) plane for multiple views. To estimate the projected 3D point spread function (PSF), we applied the 2D Richardson-Lucy deconvolution with Tikhonov-Miller (RL-TM). After estimating the projected 3D PSF from multiple views, the full 3D PSF was estimated by performing filtered backprojection. Then, the full 3D MTF was calculated by taking the modulus of the Fourier transform of the estimated 3D PSF. To validate the proposed method, we reconstructed sphere phantoms from simulation and experiment data. We simulated ideal 3D MTFs and compared them with the estimated 3D MTFs along the -, -, and -directions. The full-width at half-maximum (FWHM) and full-width at tenth-maximum (FWTM) values were compared between ideal and estimated 3D MTFs.
The estimated 3D MTFs from both the simulation and experiment results show qualitative similarity in their shapes with the ideal 3D MTFs; FWHM and FWTM results quantitatively show that the proposed method provides reliable estimation performance. In particular, the estimated 3D MTF in a missing cone region was correctly matched with the corresponding ideal 3D MTF.
In this work, we proposed a full 3D MTF estimation method for CBCT systems. Based on the results, we believe that the proposed method can be used to evaluate the spatial resolution performance of CBCT systems.
对于锥束计算机断层扫描(CBCT)系统,我们提出一种基于球形体模的方法来估计完整的三维(3D)调制传递函数(MTF)。
CBCT系统在局部区域的FDK重建通过三重卷积算子建模。之后,我们将理想和重建的球形体模在多个视图下的方向投影计算到二维(2D)平面中。为了估计投影的3D点扩散函数(PSF),我们应用了带有Tikhonov - Miller(RL - TM)的二维Richardson - Lucy反卷积。从多个视图估计投影的3D PSF后,通过执行滤波反投影来估计完整的3D PSF。然后,通过对估计的3D PSF进行傅里叶变换取模来计算完整的3D MTF。为了验证所提出的方法,我们从模拟和实验数据重建了球形体模。我们模拟了理想的3D MTF,并将它们与沿x、y和z方向估计的3D MTF进行比较。比较了理想和估计的3D MTF之间的半高宽(FWHM)和十分之一高宽(FWTM)值。
模拟和实验结果中估计的3D MTF在形状上与理想的3D MTF显示出定性相似性;FWHM和FWTM结果在定量上表明所提出的方法提供了可靠的估计性能。特别是,在缺失锥区域估计的3D MTF与相应的理想3D MTF正确匹配。
在这项工作中,我们提出了一种用于CBCT系统的完整3D MTF估计方法。基于这些结果,我们相信所提出的方法可用于评估CBCT系统的空间分辨率性能。