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Current progress in the utilization of smartphone-based imaging for quality assessment of food products: a review

软件可移植性 计算机科学 背景(考古学) 质量(理念) 数字成像 风险分析(工程) 多媒体 数据科学 图像处理 人工智能 数字图像 业务 认识论 生物 哲学 图像(数学) 古生物学 程序设计语言
作者
Hanieh Amani,Katalin Badak‐Kerti,Amin Mousavi Khaneghah
出处
期刊:Critical Reviews in Food Science and Nutrition [Taylor & Francis]
卷期号:62 (13): 3631-3643 被引量:25
标识
DOI:10.1080/10408398.2020.1867820
摘要

The cell phone has been merely used for image acquisition and transmission in the last decades. Owing to the recent technological progress, its new generation, i.e., the smartphone, draws remarkable attention to food quality assessment with versatile applications. Smartphones possess high-resolution cameras, enabling them to be used instead of digital cameras in the computer vision system. Furthermore, their programmability and portability have recently encouraged researchers to introduce smartphone-based image processing in food analytical studies. This promising approach has advantages such as high sensing capability, being user friendly, and cost-effective over the conventional method, and therefore might be considered an emerging nondestructive technique for quality control purposes. However, there is a great effort to tackle implementation, calibration, as well as industrialization issues. In this context, this review aims to highlight the most recent studies of smartphone-based imaging systems in various food systems such as dairy, meat, fruit, and vegetables. Besides, the existing challenges and future trends for applying smartphones in food quality control are discussed. Although moving the computer vision systems toward a portable tool like a smartphone improves its versatility, more research works are needed to resolve its set-up weakness and limitations.
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