图像处理技术在食用菌质量控制中的应用

Masoomeh Nadim, H. Ahmadifar, Majid Mashkinmojeh, Mohammad Reza Yamaghani
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引用次数: 3

摘要

背景:蘑菇是蛋白质供应的来源之一,由于其丰富的药用特性,已被世界上大多数国家所重视。如今,由于传统方法和产品质量控制的机械化,利用图像处理技术对蘑菇的质量进行评价成为可能。方法:本研究采用图像处理系统对蘑菇的外观质量进行测定。利用数据挖掘技术获得的蘑菇的颜色、面积、重量和体积等特性,利用人工神经网络和模糊逻辑系统对蘑菇的品质进行了评价。结果:对缺损、中度三大类共250张图像进行评定。图像处理系统的检测正确率为95.6%。结论:本研究结果显示了图像处理系统在蘑菇品质评价中的最佳性能。与传统方法相比,图像处理系统的优势可以在提高效率和高精度的质量上观察到,以及在食品生产和包装中降低成本和破坏性影响。
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Application of Image Processing Techniques for Quality Control of Mushroom
Background: Mushroom is one of the sources for protein supply, and it has taken into consideration among most countries in the world due to its rich medicinal features. Nowadays, due to the mechanization of traditional methods and quality control of products, it is possible to evaluate the quality of mushrooms with the help of image processing techniques. Methods: In this study, image processing systems were used to determine the appearance quality of mushrooms. Using the properties of color, area, weight, and volume obtained from data mining techniques, artificial neural networks and fuzzy logic system mushroom quality was evaluated. Results: A total of 250 images in three categories of defective, moderate were assessed. The correct detection rate by the image processing system was 95.6%. Conclusion: The results of this study showed the optimum performance of image processing systems for assessing the quality of mushrooms. The superiority of image processing systems compared to traditional method can be observed in the quality of increased efficiency and high accuracy, as well as the reduction of costs and destructive effects in the production and packaging of food products.
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