Physicochemical quality visual characterization postharvest of bell pepper applying recent mathematics techniques in the digital image processing

IF 2.9 3区 农林科学 Q2 FOOD SCIENCE & TECHNOLOGY Journal of Food Measurement and Characterization Pub Date : 2024-09-13 DOI:10.1007/s11694-024-02860-9
Alejandra Cruz-Bernal, Miguel León-Rodríguez, Rafael Rodríguez-Ponce, Patricia Ibarra-Torres, Francisco-Gustavo Mota-Muñoz, Gustavo González-Méndez
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Abstract

Mexico is one of the main countries in the production and exportation of bell pepper (Capsicum annuum) hence, emerging techniques to monitor and assess quality parameters postharvest is a constant topic of interest. On the other hand, color image processing is a non-invasive technique that is gaining popularity in the agro-industrial sector. Color analysis helps as an indirect or correlation measure to quantify and qualify visual quality attributes (size, shape, maturity, etc.) and even non-visual ones such as flavor. Recent techniques involve a pre-processing of the information (changing the RGB space into another) in order to obtain the chromaticity and luminescence parameters that point to the characterization of the physicochemical profile; this stage may present a loss of information. Therefore, this work presents the use of Quaternion Algebra for the management of information as a single entity, avoiding the pre-processing stage. The image is transformed into a pure quaternion; processed using the Fast Fourier Transform described in Quaternions. Image acquisition is carried out using any mobile device or low-cost sensor, which provides an advantage over other proposals. The results show that the determination of physical measurements such as length, width and thickness are characterized according to pre-established standards. In addition, we identify the state of maturity; as well as areas in which damage or injuries are found. The validation of the results obtained was done in consideration of Good Management Practices as well as, the state of the art having a high agreement with them.

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在数字图像处理中应用最新数学技术对收获后的甜椒进行理化质量视觉表征
墨西哥是生产和出口甜椒(Capsicum annuum)的主要国家之一,因此,监测和评估收获后质量参数的新兴技术一直是人们关注的话题。另一方面,彩色图像处理是一种非侵入性技术,在农用工业领域越来越受欢迎。颜色分析作为一种间接或相关的测量方法,有助于量化和鉴定视觉质量属性(大小、形状、成熟度等),甚至是非视觉属性(如风味)。最近的技术需要对信息进行预处理(将 RGB 空间转换为另一种空间),以获得色度和发光参数,从而确定理化特征;这一阶段可能会造成信息损失。因此,本研究提出使用四元数代数来管理作为单一实体的信息,从而避免了预处理阶段。图像被转换成纯粹的四元数;使用《四元数》中描述的快速傅里叶变换进行处理。图像采集可使用任何移动设备或低成本传感器进行,与其他方案相比更具优势。结果表明,长度、宽度和厚度等物理测量值的确定符合预先确定的标准。此外,我们还确定了成熟度,以及发现损坏或损伤的区域。对所获结果的验证是在考虑到良好管理规范以及与之高度一致的技术水平的情况下进行的。
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来源期刊
Journal of Food Measurement and Characterization
Journal of Food Measurement and Characterization Agricultural and Biological Sciences-Food Science
CiteScore
6.00
自引率
11.80%
发文量
425
期刊介绍: This interdisciplinary journal publishes new measurement results, characteristic properties, differentiating patterns, measurement methods and procedures for such purposes as food process innovation, product development, quality control, and safety assurance. The journal encompasses all topics related to food property measurement and characterization, including all types of measured properties of food and food materials, features and patterns, measurement principles and techniques, development and evaluation of technologies, novel uses and applications, and industrial implementation of systems and procedures.
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