Grey level co-occurrence matrix (GLCM) for textile print analysis

Emilija Toshikj, Bojan Prangoski
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Abstract

Print mottle is a print defect. This print defect has great attention in print quality assessment. Print mottle is determined by the grey level co-occurrence matrix (GLCM). An important parameter in the GLCM processing is the direction angle of pixels in the digitalized print image. This research aimed to investigate the influence of the direction angle, which is an important input parameter in GLCM processing, on the output parameters, such as entropy, energy, contrast, correlation, and homogeneity. Hence, prints were generated in four different colors (cyan, magenta, yellow and black) on white polyester elastase fabric by sublimation printing. The non-uniformity of the print for each color was processed at different direction angles, such as 0° (horizontal), 90° (vertical), 45° (right-diagonal), and 135° (left-diagonal). Values for GLCM parameters obtained at different direction angles were slightly different regardless of print color. The choice of direction angle influenced the values of GLCM parameters. The average of all four directional angle values obtained for each GLCM parameter was taken. The GLCM processing method can be used for prints of different colors, patterns, and different quality levels to evaluate their print uniformity.
灰度共生矩阵(GLCM)用于纺织品印花分析
印花斑驳是一种印花缺陷。这种印刷缺陷在印刷品质量评价中备受关注。印刷品斑纹是由灰度共生矩阵(GLCM)来确定的。GLCM处理中的一个重要参数是数字打印图像中像素的方向角。本研究旨在研究方向角作为GLCM处理的重要输入参数对输出参数熵、能量、对比度、相关性和均匀性的影响。因此,通过升华印花,在白色聚酯弹性织物上产生了四种不同颜色(青色、品红、黄色和黑色)的印花。每种颜色的非均匀性在不同的方向角度进行处理,如0°(水平)、90°(垂直)、45°(右对角线)和135°(左对角线)。在不同的方向角度下得到的GLCM参数值略有不同,而与打印颜色无关。方向角的选择影响GLCM参数的取值。取每个GLCM参数得到的所有四个方向角值的平均值。GLCM处理方法可用于不同颜色、图案和不同质量水平的印刷品,以评估其印刷品的均匀性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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