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Preliminary Results in Large Bone Segmentation from 3D Freehand Ultrasound

机译:通过3D手绘超声进行大骨分割的初步结果

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Computer Assisted Orthopedic Surgery (CAOS) requires a correct registration between the patient in the operating room and the virtual models representing the patient in the computer. In order to increase the precision and accuracy of the registration a set of new techniques that eliminated the need to use fiducial markers have been developed. The majority of these newly developed registration systems are based on costly intraoperative imaging systems like Computed Tomography (CT scan) or Magnetic resonance imaging (MRI). An alternative to these methods is the use of an Ultrasound (US) imaging system for the implementation of a more cost efficient intraoperative registration solution. In order to develop the registration solution with the US imaging system, the bone surface is segmented in both preoperative and intraoperative images, and the registration is done using the acquired surface. In this paper, we present the a preliminary results of a new approach to segment the bone surface from ultrasound volumes acquired by freehand 3D tracking of an ultrasound probe. The method is based on the enhancement of the voxels that belong to surface and its posterior segmentation. The enhancement process is based on the information provided by eigenanalysis of the multi-scale 3D Hessian matrix. The preliminary results show that from the enhanced volume the final bone surfaces can be extracted using a singular value thresholding.
机译:计算机辅助骨科手术(CAOS)要求在手术室中的患者和代表计算机中患者的虚拟模型之间正确注册。为了提高配准的准确性和准确性,已经开发出了一套消除使用基准标记的需求的新技术。这些新开发的套准系统大多数基于昂贵的术中成像系统,例如计算机断层扫描(CT扫描)或磁共振成像(MRI)。这些方法的替代方法是使用超声(US)成像系统来实施更具成本效益的术中配准解决方案。为了开发使用US成像系统的配准解决方案,在术前和术中图像中对骨表面进行分割,并使用获取的表面进行配准。在本文中,我们介绍了一种新方法的初步结果,该方法是通过对超声探头进行徒手3D跟踪获取的超声体积来分割骨骼表面。该方法基于对属于表面的体素及其后方分割的增强。增强过程基于多尺度3D Hessian矩阵的特征分析提供的信息。初步结果表明,可以使用奇异值阈值从增加的体积中提取最终的骨表面。

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