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Layered manufacturing for medical imaging data

机译:医学影像数据的分层制造

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Layered manufacturing techniques have been successfully employed to construct scanned objects from three-dimensionalmedical image data sets. The printed physical models are useful tools for anatomical exploration, surgical planning, teaching, and related medical applications. Before fabricating scanned objects, we have to first build watertight geometricalrepresentations of the target objects from medical image data sets. Many algorithms had been developed to fulfill thisduty. However, some of these methods require extra efforts to resolve ambiguity problems and to fix broken surfaces.Other methods cannot generate legitimate models for layered manufacturing. To alleviate these problems, this articlepresents a modeling procedure to efficiently create geometrical representations of objects from computerized tomography scan and magnetic resonance imaging data sets. The proposed procedure extracts the iso-surface of the targetobject from the input data set at the first step. Then it converts the iso-surface into a three-dimensional image and filtersthis three-dimensional image using morphological operators to remove dangling parts and noises. At the next step, a distance field is computed in the three-dimensional image space to approximate the surface of the target object. Then theproposed procedure smooths the distance field to soothe sharp corners and edges of the target object. Finally, a boundary representation is built from the distance field to model the target object. Compared with conventional modelingtechniques, the proposed method possesses the following advantages: (1) it reduces human efforts involved in the geometrical modeling process. (2) It can construct both solid and hollow models for the target object, and wall thickness ofthe hollow models is adjustable. (3) The resultant boundary representation guarantees to form a watertight solid geometry, which is printable using three-dimensional printers. (4) The proposed procedure allows users to tune the precisionof the geometrical model to compromise with the available computational resources.
机译:分层制造技术已成功地用于从三维医学图像数据集中构造扫描对象。打印的物理模型是用于解剖探索,外科手术计划,教学和相关医学应用的有用工具。在制造扫描对象之前,我们必须首先从医学图像数据集中构建目标对象的水密几何图形表示。已经开发了许多算法来满足这一职责。但是,其中一些方法需要额外的努力来解决歧义问题和修复损坏的表面。其他方法无法生成用于分层制造的合法模型。为了缓解这些问题,本文介绍了一种建模过程,可以从计算机断层扫描和磁共振成像数据集中有效创建对象的几何表示。在第一步中,建议的过程从输入数据集中提取目标对象的等值面。然后将等值面转换为三维图像,并使用形态学算子对三维图像进行滤波,以去除悬空的部分和噪声。在下一步中,在三维图像空间中计算距离场以近似目标对象的表面。然后,建议的过程使距离场变得平滑,以抚平目标对象的尖角和边缘。最后,从距离场构建边界表示以对目标对象进行建模。与常规建模技术相比,该方法具有以下优点:(1)减少了几何建模过程中的人工工作。 (2)可以为目标物体同时构造实心模型和空心模型,空心模型的壁厚可调。 (3)最终的边界表示形式保证了形成水密的实体几何形状,可以使用三维打印机进行打印。 (4)所提出的程序允许用户调整几何模型的精度,以与可用的计算资源相抵触。

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