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Advanced image processing methods for automated quantitative microstructural analysis.

机译:用于自动定量微结构分析的高级图像处理方法。

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Optimization of material properties can be aided by the studying its microstructural behavior. To obtain meaningful information about any given material, a large number of grain boundaries on the order of thousands of grains is required. However, current datasets of grain boundaries are often very limited due to the large amount of human effort required to delineate grain boundaries. Previous attempts to automate the grain boundary detection process using standard image processing techniques required images that were highly optimized for these algorithms. This work seeks to improve previous results by using newer, advanced mathematical methods for image processing. The automated algorithm is compared to standard, manually produced results.
机译:材料性能的优化可以通过研究其微观结构行为来辅助。为了获得有关任何给定材料的有意义的信息,需要成千上万个晶粒的大量晶粒边界。然而,由于描绘晶界需要大量的人工,当前的晶界数据集通常非常有限。先前使用标准图像处理技术来使晶界检测过程自动化的尝试需要针对这些算法进行高度优化的图像。这项工作试图通过使用更新的,先进的数学方法进行图像处理来改善以前的结果。将自动算法与标准的手动生成的结果进行比较。

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