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What is Freshness

Chapter 3
Artificial Intelligence Applications in Agriculture and Food Quality Improvement
Freshness is a term that is used for indicating the condition of a product. In this chapter, it is used for indicating and categorizing the ripeness status of agricultural products.
Published in Chapter:
Freshness Grading of Agricultural Products Using Artificial Intelligence
Zeynep Elbir (Marmara University, Turkey), Berat Asrin Caferoglu (Marmara University, Turkey), and Onur Cihan (Marmara University, Turkey)
Copyright: © 2022 |Pages: 26
DOI: 10.4018/978-1-6684-5141-0.ch003
Abstract
This chapter presents a deep learning model that can be used to determine the levels of freshness of three agricultural products: strawberries, lemons, and tomatoes. For this purpose, YOLO, a state-of-the-art object detection algorithm is utilized. The data for training, validation, and testing are collected from online sources, and by applying image augmentation techniques, a sufficient number of images are obtained. Test results show that the model is performing quite well, and the speed of the model is fast. These results are promising and can be utilized to reduce a significant amount of agricultural waste and increase customer satisfaction once it is utilized by online groceries.
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