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S-Gabor channel design for segmentation of modulated textures

机译:S-Gabor频道设计,用于调制纹理的分割

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This paper describes a method for designing a filter bank for segmenting modulation features in line textures. A new version of the S-Gabor filter of Heitger et al. (1992) is developed in which the range of frequencies covered by the filter can be easily controlled. A method of tuning S-Gabor filters to the modulation features in line textures is also presented. The candidate frequency set is obtained by selecting high-energy pixels in the Fourier power spectra of the texture images. In the resulting data set, low-frequency clutter is distinguished from pixels representing modulation features using Gustavson-Kessel fuzzy clustering. The filter bank that is obtained from these processes is used to segment images of fish scales, whereby regions corresponding to slow growth are characterized by attenuation of the spatial frequency of the growth-rings.
机译:本文介绍了一种设计用于在线纹理中分割调制功能的滤波器组的方法。 Heitger等人的S-Gabor过滤器的新版本。 (1992)是开发的,其中滤波器覆盖的频率范围可以很容易地控制。还提出了一种将S-Gabor滤波器调整到线条纹理中的调制特征的方法。通过在纹理图像的傅里叶功率谱中选择高能像素来获得候选频率集。在所得到的数据集中,低频杂波与表示使用Gustavson-Kessel模糊聚类的调制特征的像素区分开来。从这些过程中获得的滤波器组用于分割鱼鳞的图像,由此对应于慢速增长的区域的特征在于衰减生长环的空间频率。

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