利用单应性变换的Mri和Ct配准的开源应用

Milica Badža Atanasijević, Tijana Radović, M. Janković, M. Barjaktarović
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引用次数: 0

摘要

医学成像在各种疾病的诊断和治疗中具有重要意义,然而,单一的模式可能是不够的。因此,需要收集一种以上的成像模式来提供额外的信息。因此,实现了使用单应性转换的两种医学成像模式注册的开源应用程序。利用单应性,将磁共振图像的点映射到计算机断层扫描图像的相应点。该应用程序使放射科医生能够通过移动单应性点和在切片上执行等距变换来精细地调整两种模式。由一位经验丰富的放射科医生评估开发的开源应用程序的使用情况,并计算来自塞尔维亚贝尔格莱德大学儿童医院的三名儿童(8.33±4.19岁)轴面数据的互信息(MI)。放射科医生调整配准图像,直到达到满意的对齐水平,并且实现了初始MI ~ 0.65的增加,范围从0.17到0.23。开发的软件基于单应性转换,结合MI形式的反馈,简单的图形界面和开源实现,使其易于在日常临床实践中使用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Open-Source Application for Mri and Ct Registration Using Homography Transformation
Medical imaging is substantial in diagnosing and treatment of various types of diseases, however, a single modality may not be sufficient. Therefore, gathering more than one imaging modality to provide additional information is needed. Thus, an open-source application for the registration of the two medical imaging modalities using a homography transformation was implemented. Using homography, the mapping of the points of the magnetic resonance image to the corresponding points of the computer tomography image was performed. The application enables the radiologist to finely adjust the two modalities by moving the homography points and performing isometric transformations on the slices. The usage of the developed open-source application was evaluated by one experienced radiologist, and calculating the mutual information (MI) on the data of the axial plane from three pediatric patients (8.33±4.19 years), collected from the University Children's Hospital, Belgrade, Serbia. The radiologist adjusted the registered images until a satisfactory level of alignment was achieved, and the increase of the initial MI∼0.65 ranging from 0.17 to 0.23 was achieved. The developed software, based on the homography transformations combined with feedback in the form of MI, a simple graphical interface, and an open-source implementation enable its easy use in everyday clinical practice.
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