基于Hough变换和Gabor滤波的织物起球性能评价

Caijuan Ren, Suyan Zheng, Huifang Liu, Yonghua Han
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引用次数: 0

摘要

织物起球图像采集过程中不可避免地会产生噪声。为了有效去除圆形轨迹法获得的起球织物图像中的噪声,本文尝试采用Otsu分割、边缘检测算法和Hough变换对织物区域进行提取,并针对目前织物去噪方法中存在的织物纹理残留、起球阴影敏感或纹理去噪效果不稳定等问题,采用Gabor滤波器对织物纹理进行滤波。Gabor滤波器既能充分利用织物纹理的周期性,又能充分利用织物纹理的方向性。同时采用启发式全局阈值分割算法保留起球信息,计算起球面积的比例,评价起球等级,并通过实验验证了该方法的可行性和准确性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Evaluation of fabric pilling based on Hough transform and Gabor filter
Fabric pilling image acquisition process will inevitably cause noise. In order to effectively remove the noise from the image of pilled fabric obtained by circular locus method, this paper tried to use Otsu segmentation, edge detection algorithm and Hough transform to extract the fabric area, and aimed at the problems existing in the current fabric noise removal methods, such as fabric texture residual, pilling shadow sensitive, or the instability effect of texture noise removal, to use Gabor filter to filter fabric textures. The Gabor filter can make full use of not only the periodicity but also the directionality of fabric texture. Meanwhile heuristic global threshold segmentation algorithm was applied to keep pilling information, and the proportion of the pilling area was calculated for the evaluation of the grades of pilling, and the feasibility and accuracy of this method was verified by experiment.
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