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Fast Elastic Registration for Adaptive Radiotherapy

机译:快速弹性配准用于自适应放射治疗

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摘要

A new method for elastic mono-modal image registration for adaptive fractionated radiotherapy is presented. Elastic registration is a prerequisite for many medical applications in diagnosis, therapy planning, and therapy. Especially for adaptive radiotherapy efficient and accurate registration is required. Therefore, we developed a fast block matching algorithm for robust image registration. Anatomical landmarks are automatically selected at tissue borders and relocated in the frequency domain. A smooth interpolation is calculated by modified thin-plate splines with local impact. The concept of the algorithm allows different handling of different image structures. Thus, more features were included, like handling of discontinuities (e. g. air cavities in the intestinal track or rectum, observable in only one image), which can not be registered in a conventional way. The planning CT as well as delineated structures of target volume and organs at risks are transformed according to deviations observed in daily acquired verification CTs prior each dose fraction. This way, the time consuming repeated delineation, a prerequisite for adaptive radiotherapy, is avoided. The total calculation time is below 5 minutes and the accurateness is higher than voxel precision, which allows to use this tool in the clinical workflow. We present results of prostate, head-and-neck, and paraspinal tumors with verification by manually selected landmarks. We think this registration technique is not only suitable for adaptive radiotherapy, but also for other applications which require fast registration and possibilities to process special structures (e. g. discontinuities) in a different way.
机译:提出了一种新的自适应分割放射治疗的弹性单峰图像配准方法。弹性配准是诊断,治疗计划和治疗中许多医学应用的先决条件。尤其是对于自适应放射治疗,需要有效而准确的注册。因此,我们开发了一种用于鲁棒图像配准的快速块匹配算法。在组织边界处自动选择解剖界标,并在频域中重新定位。平滑插值是通过修改的带有局部冲击的薄板花键计算的。该算法的概念允许对不同的图像结构进行不同的处理。因此,包括了更多的特征,例如不连续性的处理(例如,在肠道或直肠中的空气腔,仅在一个图像中可观察到),这些特征不能以常规方式进行配准。根据在每个剂量分数之前每天获取的验证CT中观察到的偏差,对计划的CT以及目标体积和处于危险中的器官的描绘结构进行转换。这样,避免了费时的重复描绘,这是适应性放射疗法的先决条件。总的计算时间少于5分钟,并且准确性高于体素精度,因此可以在临床工作流程中使用此工具。我们介绍了前列腺癌,头颈癌和椎旁肿瘤的结果,并通过人工选择的标志物进行了验证。我们认为该配准技术不仅适用于自适应放射治疗,而且还适用于其他需要快速配准以及以不同方式处理特殊结构(例如间断点)的可能性的应用。

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