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基于点-面配准模型的二维/三维动态刚性配准框架

Dynamic 2-D/3-D Rigid Registration Framework Using Point-To-Plane Correspondence Model.

出版信息

IEEE Trans Med Imaging. 2017 Sep;36(9):1939-1954. doi: 10.1109/TMI.2017.2702100. Epub 2017 May 8.

Abstract

In image-guided interventional procedures, live 2-D X-ray images can be augmented with preoperative 3-D computed tomography or MRI images to provide planning landmarks and enhanced spatial perception. An accurate alignment between the 3-D and 2-D images is a prerequisite for fusion applications. This paper presents a dynamic rigid 2-D/3-D registration framework, which measures the local 3-D-to-2-D misalignment and efficiently constrains the update of both planar and non-planar 3-D rigid transformations using a novel point-to-plane correspondence model. In the simulation evaluation, the proposed method achieved a mean 3-D accuracy of 0.07 mm for the head phantom and 0.05 mm for the thorax phantom using single-view X-ray images. In the evaluation on dynamic motion compensation, our method significantly increases the accuracy comparing with the baseline method. The proposed method is also evaluated on a publicly-available clinical angiogram data set with "gold-standard" registrations. The proposed method achieved a mean 3-D accuracy below 0.8 mm and a mean 2-D accuracy below 0.3 mm using single-view X-ray images. It outperformed the state-of-the-art methods in both accuracy and robustness in single-view registration. The proposed method is intuitive, generic, and suitable for both initial and dynamic registration scenarios.

摘要

在影像引导介入手术中,可以将术前的三维计算机断层扫描(CT)或磁共振成像(MRI)图像与实时二维 X 射线图像融合,以提供规划标记和增强空间感知。三维和二维图像之间的精确配准是融合应用的前提。本文提出了一种动态刚性二维/三维配准框架,该框架使用新的点到平面对应模型来测量局部三维到二维的不匹配,并有效地约束平面和非平面三维刚性变换的更新。在模拟评估中,使用单视图 X 射线图像,该方法对头模的平均三维精度达到 0.07 毫米,对胸模的平均三维精度达到 0.05 毫米。在动态运动补偿评估中,与基线方法相比,我们的方法显著提高了精度。该方法还在具有“金标准”配准的公开临床血管造影数据集上进行了评估。使用单视图 X 射线图像,该方法的平均三维精度低于 0.8 毫米,平均二维精度低于 0.3 毫米。在单视图注册的准确性和鲁棒性方面,该方法均优于最先进的方法。该方法直观、通用,适用于初始和动态配准场景。

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