Department of Radiology, University of Pennsylvania, Philadelphia, PA 19104, USA.
IEEE Trans Med Imaging. 2012 Jul;31(7):1461-71. doi: 10.1109/TMI.2012.2190088. Epub 2012 Mar 6.
Early clinical results with time-of-flight (TOF) positron emission tomography (PET) systems have demonstrated the advantages of TOF information in PET reconstruction. Reconstruction approaches in TOF-PET systems include list-mode and binned iterative algorithms as well as confidence-weighted analytic methods. List-mode iterative TOF reconstruction retains the resolutions of the data in the spatial and temporal domains without any binning approximations but is computationally intensive. We have developed an approach [DIRECT (direct image reconstruction for TOF)] to speed up TOF-PET reconstruction that takes advantage of the reduced angular sampling requirement of TOF data by grouping list-mode data into a small number of azimuthal views and co-polar tilts and depositing the grouped events into histo-images, arrays with the sampling and geometry of the final image. All physical effects are included in the system model and deposited in the same histo-image structure. Using histo-images allows efficient computation during reconstruction without ray-tracing or interpolation operations. The DIRECT approach was compared with 3-D list-mode TOF ordered subsets expectation maximization (OSEM) reconstruction for phantom and patient data taken on the University of Pennsylvania research LaBr (3) TOF-PET scanner. The total processing and reconstruction time for these studies with DIRECT without attention to code optimization is approximately 25%-30% that of list-mode TOF-OSEM to achieve comparable image quality. Furthermore, the reconstruction time for DIRECT is independent of the number of events and/or sizes of the spatial and TOF kernels, while the time for list-mode TOF-OSEM increases with more events or larger kernels. The DIRECT approach is able to reproduce the image quality of list-mode iterative TOF reconstruction both qualitatively and quantitatively in measured data with a reduced time.
早期飞行时间(TOF)正电子发射断层扫描(PET)系统的临床初步结果表明,TOF 信息在 PET 重建中具有优势。TOF-PET 系统的重建方法包括列表模式和分-bin 迭代算法以及置信加权分析方法。列表模式迭代 TOF 重建在不进行任何 bin 近似的情况下保留了数据在空间和时间域中的分辨率,但计算量很大。我们开发了一种方法[DIRECT(用于 TOF 的直接图像重建)]来加速 TOF-PET 重建,该方法利用了 TOF 数据的角度采样要求降低的优势,将列表模式数据分组到少量方位角视图和共极倾斜,并将分组事件沉积到直方图图像中,该图像具有最终图像的采样和几何形状。所有物理效应都包含在系统模型中,并沉积在相同的直方图图像结构中。使用直方图图像可以在不进行光线追踪或插值操作的情况下在重建过程中进行高效计算。DIRECT 方法与基于宾夕法尼亚大学研究 LaBr(3)TOF-PET 扫描仪采集的体模和患者数据的 3D 列表模式 TOF 有序子集期望最大化(OSEM)重建进行了比较。在不考虑代码优化的情况下,这些研究的 DIRECT 总处理和重建时间约为列表模式 TOF-OSEM 的 25%-30%,以实现可比的图像质量。此外,DIRECT 的重建时间与事件数量和/或空间和 TOF 核大小无关,而列表模式 TOF-OSEM 的时间随事件或更大的核增加而增加。DIRECT 方法能够在测量数据中以较低的时间重现列表模式迭代 TOF 重建的图像质量,无论是在定性还是定量方面。