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

机译:基于梯度算子的层析成像表面提取方法分析在计量学中的应用

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摘要

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.
机译:在影响计算机断层扫描测量准确性的多种因素中,表面提取过程是一个重要因素。用于计量应用的表面位置通常基于对灰度值的定义,该灰度值是定义感兴趣区域的相似性特征。一种不同的方法是基于不连续性或梯度来执行表面的检测或定位。在本文中,提出了一种基于梯度信息的自适应3D Deriche算法,并将其与先前针对不同表面类型开发的自适应Canny算法进行了比较。两种算法均已应用于具有不同几何形状和材料的九个校准工件。系统误差和测量不确定度均已确定。结果表明,在基于平面的尺寸上,使用基于Deriche的算法获得的偏差显着减少。

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