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An Efficient Inverse-Consistent Diffeomorphic Image Registration Method for Prostate Adaptive Radiotherapy

机译:前列腺适应放射治疗的有效逆 - 一致的漫反形图像配准法

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Deformable image registration is a key enabling technology for adaptive radiation therapy (ART) as it can facilitate structure segmentation as well as dose tracking and accumulation. In this work, we develop an efficient inverse-consistent diffeomorphic registration method applying the log-Euclidean formulation of diffeomorphisms. Unlike existing log-Euclidean deformable registration approaches, the proposed method deforms two images towards each other in a completely symmetric fashion during the registration optimization, which leads to higher efficiency and better accuracy in recovering large deformations. The method is applied for the automatic segmentation of daily CT images in prostate ART. To address difficulties caused by large bladder and rectum content change, we propose further improvements and combine deformable registration with model-based image segmentation. Validation results on real clinical data showed that the proposed method gives highly accurate segmentation of interested structures.
机译:可变形的图像配准是适应性放射治疗(ART)的关键能够技术,因为它可以促进结构分割以及剂量跟踪和积累。在这项工作中,我们开发了一种应用Log-euclidean的扩散分形的有效逆一致的漫反应法。与现有的日志 - 欧几里德可变形的登记方法不同,所提出的方法在注册优化期间以完全对称的方式朝向彼此朝向彼此彼此变形,这导致恢复大变形的更高效率和更好的准确性。该方法应用于前列腺艺术中每日CT图像的自动分割。为了解决大型膀胱和直肠内容变化引起的困难,我们提出了进一步的改进,并将可变形登记与基于模型的图像分割相结合。实际临床数据的验证结果表明,该方法提供了感兴趣的结构的高度准确细分。

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