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Review of Underwater Machine Vision Technology and Its Applications

机译:水下机器视觉技术及其应用综述

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摘要

The characteristics of the underwater environment often present difficult challenges for machine vision technology. The images of inspected targets are distorted, blurred, and severely attenuated in an environment where lighting, visibility, and stability are generally not controllable. Therefore, underwater machine vision hardware and technology and their use in underwater robot/vehicle tasks such as ecological monitoring, map creation, and 3-D reconstruction provide ways to solve the described problems. The objective of this review is to highlight areas of research and development in the field of underwater machine vision that have made progress but have not been widely used for operational tasks. There are many potential underwater applications for this technology that could improve productivity and efficiency. To improve the accuracy of the underwater machine vision system, camera calibration and image preprocessing are still the focuses of research. If combined with other sensors, the system can better complete underwater tasks. There have been a number of initiatives in this area of study. Close collaboration with experts in other fields is also very important.
机译:水下环境的特征通常给机器视觉技术带来困难的挑战。在通常无法控制照明,能见度和稳定性的环境中,被检查目标的图像会失真,模糊并严重衰减。因此,水下机器视觉硬件和技术及其在水下机器人/车辆任务(如生态监测,地图创建和3-D重建)中的使用提供了解决上述问题的方法。这篇综述的目的是突出水下机器视觉领域的研究和开发领域,这些领域已经取得了进展,但尚未广泛用于操作任务。该技术有许多潜在的水下应用,可以提高生产率和效率。为了提高水下机器视觉系统的精度,相机校准和图像预处理仍然是研究的重点。如果与其他传感器结合使用,该系统可以更好地完成水下任务。在这一研究领域中已经有许多举措。与其他领域专家的密切合作也非常重要。

著录项

  • 来源
    《Marine Technology Society journal》 |2017年第1期|75-97|共23页
  • 作者单位

    Beijing Engn & Technol Res Ctr, Internet Things Agr, Beijing, Peoples R China|Minist Agr, Key Lab Agr Informat Acquisit, Beijing, Peoples R China|China Agr Univ, Coll Elect & Informat Engn, Beijing, Peoples R China;

    Fraunhofer Ctr Appl Syst Technol, Ilmenau, Germany;

    Beijing Engn & Technol Res Ctr, Internet Things Agr, Beijing, Peoples R China|Minist Agr, Key Lab Agr Informat Acquisit, Beijing, Peoples R China|China Agr Univ, Coll Elect & Informat Engn, Beijing, Peoples R China;

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

    image processing; underwater machine vision; measuring; monitoring;

    机译:图像处理;水下机器视觉;测量;监控;

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