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开发一种用于农业应用的从RGB图像获取XYZ颜色值的新变换方法。

Developing a New Method of Transformation for Obtaining XYZ Color Values from RGB Images for Agricultural Applications.

作者信息

Mohammadi Vahid, Ansari Keivan, Gouton Pierre, Attig Houda

机构信息

ImViA, UFR Sciences et Techniques, Université de Bourgogne, Franche-Comté, 21078 Dijon, France.

Department of Color Imaging and Color Image Processing, Color Physics Faculty, Institute for Color Science and Technology, Tehran 1668836471, Iran.

出版信息

Sensors (Basel). 2024 Dec 3;24(23):7728. doi: 10.3390/s24237728.

Abstract

The extraction of device-independent color values from affordable and accessible digital images based on a standard color space system is crucially necessary for agricultural applications, where color information for plant monitoring or diagnostics is required. This study aimed to develop a transformation matrix for obtaining XYZ color coordinates from the RGB values of digital images for agricultural applications. The calibration procedure was based on Munsell and Macbeth color charts. The color coordinates of eight color charts were measured, and the transformation matrices were built. Leaf samples of six different plants were used and compared based on the proposed transformation technique. The actual XYZ values of plant leaves were measured, and the RGB values were derived from the digital images. The results indicate that the Macbeth color chart with 24 colors had the best performance, with an average ∆ELAB and CIEDE2000 of less than 1.77 and 1.97, respectively. The findings demonstrate that the proposed transformation matrix was successful in converting RGB values to XYZ values and can be employed as a quick, easy, and inexpensive technique for obtaining standard color information.

摘要

基于标准色彩空间系统从经济实惠且易于获取的数字图像中提取与设备无关的颜色值,对于需要植物监测或诊断颜色信息的农业应用至关重要。本研究旨在开发一种变换矩阵,用于从农业应用的数字图像的RGB值中获取XYZ颜色坐标。校准程序基于孟塞尔和麦克白色卡。测量了八个色卡的颜色坐标,并构建了变换矩阵。使用了六种不同植物的叶片样本,并根据所提出的变换技术进行了比较。测量了植物叶片的实际XYZ值,并从数字图像中导出了RGB值。结果表明,具有24种颜色的麦克白色卡性能最佳,平均∆ELAB和CIEDE2000分别小于1.77和1.97。研究结果表明,所提出的变换矩阵成功地将RGB值转换为XYZ值,并且可以用作获取标准颜色信息的快速、简便且廉价的技术。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/82a3/11644902/56c0ca4541d2/sensors-24-07728-g001.jpg

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