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计算机视觉技术在生猪健康监测中的应用研究进展

Review on application of health monitoring in pigs based on computer vision

  • 摘要: 生猪视觉及其附属信息对生猪健康状态的判别具有重要意义,不仅可以实时反映生猪的生长情况,同样也是生猪疾病诊断和治疗的重要依据。随着图像处理和机器学习技术的不断发展,具有无损害性、高效性、低成本、自动化和实时性的计算机视觉技术已逐渐在规模生猪养殖场中普及。笔者总结了国内外近20年来关于计算机视觉技术在生猪健康养殖中具有代表性的研究工作,在描述计算机视觉系统基本概念和基本组成的基础上,回顾了计算机视觉技术在生猪目标提取、身份识别、运动监测、行为识别、体重估计和病变区域检测中的应用及算法,并对基于计算机视觉测量的生猪疾病诊断、生长预测与精确饲养等综合应用现状进行了分析讨论,以评估计算机视觉技术在生猪养殖领域的总体应用情况和存在的问题,旨在为计算机视觉技术在生猪健康养殖中的研究和发展提供借鉴。

     

    Abstract: The vision of live pigs and its auxiliary information is a very important basic information for the identification of the health status of live pigs. It can not only reflect the growth of live pigs in real time, but also is an important basis for the diagnosis and treatment of live pig diseases. With the continuous development of image processing and machine learning technology, computer vision technology with no damages, high efficiency, low cost, automation and real-time has been gradually popularized in large-scale pig farms. The author summarized the typical research work on computer vision technology in pig healthy breeding in recent 20 years at home and abroad. On the basis of describing the basic concept and composition of computer vision system, the application and algorithm of vision technology in pig target extraction, identity recognition, motion monitor, behavior recognition, quality estimation and diseased area detection were reviewed. The application status of pig disease diagnosis, growth prediction and precise nutrition based on computer vision measurement were analyzed and discussed, in order to evaluate the overall application of computer vision technology in pig breeding and the existing problems, the purpose is to provide reference for the research and development of computer vision technology in pig healthy breeding.

     

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