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A Vision System Based on TOF 3d Imaging Technology Applied to Robotic Citrus Harvesting

机译:基于TOF 3d成像技术的视觉系统在机器人柑橘收获中的应用

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摘要

This study was conducted to develop a fast machine vision system based on TOF (time of flight) three-dimensional (3D) imaging technology for automatic citrus recognition and location. Supported algorithms were specifically developed and programmed for image acquisition and processing. An adaptive filter coupled between partial differential equations filter and shock filter was presented to remove noise and sharpen edges efficiently. Image analysis algorithms integrated both range and amplitude information to generate regions of interest and parameters that are characteristic or very likely to belong to spherical objects. The three-dimensional position of the fruit and radius are obtained after the recognition stages. The total classification results showed that approximately 81.8% were detected and false detection occurred only once. On the whole, the process of imaging, recognition and location consumes less than 50ms/fruit.
机译:进行这项研究是为了开发一种基于TOF(飞行时间)三维(3D)成像技术的快速机器视觉系统,用于自动柑橘识别和定位。支持的算法是专门为图像采集和处理而开发和编程的。提出了一种在偏微分方程滤波器和冲击滤波器之间耦合的自适应滤波器,可有效去除噪声并锐化边缘。图像分析算法集成了范围和幅度信息,以生成感兴趣的区域和参数,这些特征和参数具有特征性或很可能属于球形物体。在识别阶段之后,获得水果的三维位置和半径。总体分类结果表明,检测到大约81.8%的错误,仅发生一次错误检测。总体而言,成像,识别和定位过程每个水果消耗的时间少于50ms。

著录项

  • 来源
    《Intelligent automation and soft computing》 |2015年第3期|345-354|共10页
  • 作者单位

    Jiangsu Univ, Sch Food & Biol Engn, Zhenjiang 212013, Jiangsu, Peoples R China|Key Lab Phys Proc Agr Prod Jiangsu Prov, Zhenjiang, Peoples R China;

    Jiangsu Univ, Sch Food & Biol Engn, Zhenjiang 212013, Jiangsu, Peoples R China|Key Lab Phys Proc Agr Prod Jiangsu Prov, Zhenjiang, Peoples R China;

    Jiangsu Univ, Sch Food & Biol Engn, Zhenjiang 212013, Jiangsu, Peoples R China;

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

    Vision system; Location; Citrus; TOF imaging technology; Recognition;

    机译:视觉系统;位置;柑橘;TOF成像技术;识别;

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