使用Gabor滤波器进行特征测量和分析

R. Buse, Zhi-Qiang Liu
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引用次数: 3

摘要

利用Gabor(1946)滤波器的响应,提出了一种创新而强大的方法来测量线路的物理参数。这些测量不需要借助于图像尺。首先通过建立Gabor滤波器的频率与线长之间的关系对系统进行校准,然后测量隔离线的长度和角度。这种方法的一个限制是场景中的线需要被最小距离分隔和隔离。结果表明,Gabor滤波器可以成功地应用于测量物体的几何属性,特别是在Gabor滤波器已经被用于处理任务的地方。测量线长和角度的最佳精度分别为0.81%和0.0%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Feature measurement and analysis using Gabor filters
An innovative and powerful method is proposed for measuring physical parameters of lines using the responses from a bank of Gabor (1946) filters. These measurements are made without resorting to an image ruler. First the system is calibrated by establishing a relationship between the frequency of the Gabor filter and line length, then the length and angle of of isolated lines can be measured. A constraint on this method is that the lines in the scene need to be separated and isolated by a minimum distance. Results indicate that Gabor filters can be successfully applied to the measurement of geometric properties of objects, especially where Gabor filters are already being used for processing tasks. The best accuracies in terms of measurement error for the line length and angle measurements were 0.81% and 0.0% respectively.
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