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Potency of Image Color Textural Feature for Granular Size Estimation of Ground Coffee

机译:粒度粒度粒度粒度估计图像颜色和纹理特征的效力

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Determining particle size of ground coffee is generally conducted with laboratory equipment, such as the use of sieves, which of course, the method is costly and time consuming. On the other hand, a continuous secondary coffee processing requires a rapid measurement method for accessing its quality product for all stages, include on the grinding process. Therefore, it is necessary to develop a robust and rapid method for the particle size estimation on grinding stage in the secondary coffee processing. This study aims to evaluate an image processing technique for determining particle size of the ground coffee. In this study, we focused on evaluating some image features which have possibility to estimate the coarseness of the ground coffee product. The features included color and textural features extracted from an image of ground coffee powder. A simple image capture box, equipped with controlled light source and a camera was prepared. This study used varied samples of ground coffee with different particle size placed on a static small container inside the captured box. The sample was then captured at a constant lighting level. The image was then analyzed. Twenty-six color and textural features were extracted and then evaluated in term of the granular size. The study showed that a number of texture features had a strong relationship to the granular size. Thus, these features are potentially used for estimating the product particle size.
机译:确定研磨咖啡的粒径通常用实验室设备进行,例如使用筛子,当然,该方法昂贵且耗时。另一方面,连续的二级咖啡处理需要快速测量方法,用于访问所有阶段的优质产品,包括磨削过程。因此,有必要为炼咖啡处理中的研磨阶段进行粒度和快速的方法。该研究旨在评估用于确定磨咖啡的粒径的图像处理技术。在这项研究中,我们专注于评估一些有可能估计研磨咖啡产品的粗糙度的图像特征。该特征包括从地面咖啡粉的图像中提取的颜色和纹理特征。准备了一个配备有受控光源和相机的简单图像捕获盒。本研究使用了不同粒度的覆盖咖啡的各种样品,其置于捕获的箱内的静态小容器上。然后在恒定的照明水平下捕获样品。然后分析图像。提取二十六种颜色和纹理特征,然后在颗粒尺寸的术语中评估。该研究表明,许多纹理特征与颗粒尺寸具有很强的关系。因此,这些特征可能用于估计产品粒度。

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