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A Review on Meat Quality Evaluation Methods Based on Non-DestructiveComputer Vision and Artificial Intelligence Technologies

机译:基于非破坏性的肉质评价方法综述计算机视觉和人工智能技术

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摘要

Increasing meat demand in terms of both quality and quantity in conjunction withfeeding a growing population has resulted in regulatory agencies imposingstringent guidelines on meat quality and safety. Objective and accurate rapidnon-destructive detection methods and evaluation techniques based on artificialintelligence have become the research hotspot in recent years and have beenwidely applied in the meat industry. Therefore, this review surveyed the keytechnologies of non-destructive detection for meat quality, mainly includingultrasonic technology, machine (computer) vision technology, near-infraredspectroscopy technology, hyperspectral technology, Raman spectra technology, andelectronic nose/tongue. The technical characteristics and evaluation methodswere compared and analyzed; the practical applications of non-destructivedetection technologies in meat quality assessment were explored; and the currentchallenges and future research directions were discussed. The literaturepresented in this review clearly demonstrate that previous research onnon-destructive technologies are of great significance to ensureconsumers’ urgent demand for high-quality meat by promoting automatic,real-time inspection and quality control in meat production. In the near future,with ever-growing application requirements and research developments, it is atrend to integrate such systems to provide effective solutions for various grainquality evaluation applications.
机译:在与质量和数量的关系方面提高肉类需求喂养不断增长的人口导致监管机构强加肉质和安全的严格指导。客观准确基于人工的非破坏性检测方法和评价技术智力已经成为近年来的研究热点,并已成为广泛应用于肉类行业。因此,这篇评论调查了关键肉质的非破坏性检测技术,主要包括超声波技术,机器(计算机)视觉技术,近红外线光谱技术,高光谱技术,拉曼谱技术,和电子鼻子/舌头。技术特征和评价方法比较和分析;非破坏性的实际应用探索了肉质评估中的检测技术;和当前讨论了挑战和未来的研究方向。文献在本次审查中提出清楚地证明了以前的研究非破坏性技术具有重要意义,以确保消费者通过促进自动促进高质量肉的迫切需求,肉类生产的实时检验和质量控制。在不远的将来,随着越来越多的应用需求和研究发展,它是一个趋势整合此类系统,为各种谷物提供有效的解决方案质量评估应用。

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