Effect of lighting conditions on grape quality control by artificial vision

P. Beauseroy, A. Baussard, M. Panon, Marie Loyaux
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Abstract

In order to develop a new device for automatic quality control of grapes stored in crates just before pressing, it is necessary to specify many parameters. Among these, lighting is particularly important, both for the recognition methods and for the control system physical design and cost. This study introduces a database of images of grapes in crates, created specifically for the study, and investigates the possibility of recognizing healthy grapes from other visible elements (diseases, leaves. . . ) with four different lighting conditions and two classifiers (SVM and CNN). The experimental results show the feasibility of the system and provide objective and quantified elements to guide its design.
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光照条件对葡萄品质人工视觉控制的影响
为了开发一种新的设备来自动控制葡萄在压榨前的质量,有必要指定许多参数。其中,无论是对识别方法还是对控制系统的物理设计和成本而言,照明都尤为重要。本研究引入了一个专门为本研究创建的葡萄板条箱图像数据库,并研究了从其他可见元素(疾病、叶子……)中识别健康葡萄的可能性。使用四种不同的光照条件和两种分类器(SVM和CNN)。实验结果表明了系统的可行性,为系统的设计提供了客观、量化的依据。
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