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Detection of Navigation Route in Greenhouse Environment with Machine Vision

机译:机器视觉在温室环境中导航路径的检测

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摘要

A route detecting algorithm was proposed for the cucumber picking robot navigation in greenhouse environment. Possible navigation route was determined from the additive value of the column scanning results. Color difference between cucumber plants and the mid row soil was analyzed through combining the RGB elements segregations with extra-green (ExG) value and extra-red (ExR) value. The obtained gray image was segmented with OTSU threshold method, which made the gray-color abruptly changed pixels along the two sides of the central line identified. Mean value of these selected pixels in each line was calculated to provide the discrete points along the navigation route. Finally least square method was used to fit these discrete points to provide the navigation lines, from which, the route for current navigation scheme can be determined. The proposed algorithm was applied to multiple images for its high speed and anti-noise verification.
机译:提出了一种温室温室黄瓜采摘机器人导航的路径检测算法。根据列扫描结果的累加值确定可能的导航路线。通过将RGB元素的偏析与超绿色(ExG)值和超红色(ExR)值相结合,分析了黄瓜植物与中排土壤之间的色差。用OTSU阈值法对获得的灰度图像进行分割,使灰度颜色沿中心线的两侧突然改变。计算每行中这些选定像素的平均值,以提供沿导航路线的离散点。最后,使用最小二乘法拟合这些离散点以提供导航线,从中可以确定当前导航方案的路线。该算法被应用于多幅图像,具有高速,抗噪的特点。

著录项

  • 来源
  • 会议地点 Singapore(SG);Singapore(SG);Singapore(SG)
  • 作者单位

    Key Laboratory of Intelligent Agricultural Equipment of Higher Education Institute in Jiangsu Province/College of Engineering, Nanjing Agricultural University, Nanjing, China;

    Key Laboratory of Intelligent Agricultural Equipment of Higher Education Institute in Jiangsu Province/College of Engineering, Nanjing Agricultural University, Nanjing, China;

    Key Laboratory of Intelligent Agricultural Equipment of Higher Education Institute in Jiangsu Province/College of Engineering, Nanjing Agricultural University, Nanjing, China;

    Key Laboratory of Intelligent Agricultural Equipment of Higher Education Institute in Jiangsu Province/College of Engineering, Nanjing Agricultural University, Nanjing, China;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 信息处理(信息加工);
  • 关键词

    greenhouse; machine vision; cucumber; vision navigation; navigation route;

    机译:温室;机器视觉黄瓜;视觉导航;导航路线;

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