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MOBILE SMART DEVICE-BASED VEGETABLE DISEASE AND INSECT PEST RECOGNITION METHOD

机译:基于移动智能设备的蔬菜病虫害识别方法

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摘要

Computer vision and image processing technology have been rapidly developed and widely applied in many fields. There are many potential applications in modern agriculture. In this paper, a novel vegetable disease and insect pest recognition method is proposed based on the current computer vision and image processing methods. To investigate the vegetable disease and insect pest state, it is convenient to use images captured using smart phones for judgment. To implement this application, the disease area and the insect number on the leaves should be detected and figured out. So a new extraction and classification algorithm is firstly introduced to recognize leaves from images. Then a region-labeling algorithm is applied to calculate the insect number and disease areas in the segmented images. To deal with the areas of adhesion, a mathematical morphology algorithm is used for separating the objects. The proposed method is implemented on mobile smart devices and tested with field experiments. The experimental results show that the proposed method has good recognition performance with high efficiency.
机译:计算机视觉和图像处理技术已经得到快速发展,并广泛应用于许多领域。在现代农业中有许多潜在的应用。本文基于当前的计算机视觉和图像处理方法,提出了一种新颖的植物病虫害识别方法。要调查蔬菜病虫害状况,可以使用智能手机捕获的图像进行判断。为了实现此应用,应检测并找出叶子上的病区和昆虫数。因此,首先引入了一种新的提取和分类算法来识别图像中的叶子。然后应用区域标记算法来计算分割图像中的昆虫数量和疾病区域。为了处理粘附区域,使用数学形态学算法来分离对象。该方法在移动智能设备上实现,并通过现场实验进行了测试。实验结果表明,该方法具有良好的识别性能和较高的效率。

著录项

  • 来源
    《Intelligent automation and soft computing》 |2013年第3期|263-273|共11页
  • 作者单位

    Beijing Research Center for Information Technology in Agriculture, Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China,National Engineering Research Center for Information Technology in Agriculture, Beijing 100097, China;

    Beijing Research Center for Information Technology in Agriculture, Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China,National Engineering Research Center for Information Technology in Agriculture, Beijing 100097, China;

    Beijing Research Center for Information Technology in Agriculture, Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China,National Engineering Research Center for Information Technology in Agriculture, Beijing 100097, China;

    Beijing Research Center for Information Technology in Agriculture, Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China,National Engineering Research Center for Information Technology in Agriculture, Beijing 100097, China;

    Beijing Research Center for Information Technology in Agriculture, Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China,National Engineering Research Center for Information Technology in Agriculture, Beijing 100097, China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Computer Vision; Image Processing; Vegetable Diseases;

    机译:计算机视觉;图像处理;蔬菜病;

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