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基于梯度算子的计算机断层扫描表面提取方法在计量学应用中的分析

Analysis of Surface Extraction Methods Based on Gradient Operators for Computed Tomography in Metrology Applications.

作者信息

Ontiveros Sinué, Jiménez Roberto, Yagüe-Fabra José A, Torralba Marta

机构信息

Department of Industrial Engineering, Autonomous University of Baja California, 21100 Mexicali, Mexico.

Centro Universitario de la Defensa, A.G.M. Carretera Huesca s/n, 50090 Zaragoza, Spain.

出版信息

Materials (Basel). 2018 Aug 17;11(8):1461. doi: 10.3390/ma11081461.

Abstract

Among the multiple factors influencing the accuracy of Computed Tomography measurements, the surface extraction process is a significant contributor. The location of the surface for metrological applications is generally based on the definition of a gray value as a characteristic of similarity to define the regions of interest. A different approach is to perform the detection or location of the surface based on the discontinuity or gradient. In this paper, an adapted 3D Deriche algorithm based on gradient information is presented and compared with a previously developed adapted Canny algorithm for different surface types. Both algorithms have been applied to nine calibrated workpieces with different geometries and materials. Both the systematic error and measurement uncertainty have been determined. The results show a significant reduction of the deviations obtained with the Deriche-based algorithm in the dimensions defined by flat surfaces.

摘要

在影响计算机断层扫描测量准确性的多个因素中,表面提取过程是一个重要因素。计量应用中表面的定位通常基于将灰度值定义为相似性特征来定义感兴趣区域。另一种方法是基于不连续性或梯度来执行表面的检测或定位。本文提出了一种基于梯度信息的改进型3D Deriche算法,并将其与先前开发的适用于不同表面类型的改进型Canny算法进行比较。这两种算法都已应用于九个具有不同几何形状和材料的校准工件。已确定了系统误差和测量不确定度。结果表明,基于Deriche的算法在平面定义的尺寸上所获得的偏差显著减小。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3621/6120033/97061e36ce5c/materials-11-01461-g001.jpg

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