优化的水下电缆实时跟踪图像序列分析

M. Simo, A. Ortiz, G. Oliver
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引用次数: 5

摘要

如今,对水下设施(如电力和电信电缆和管道)的监视和检查是由操作员在水面上驾驶安装有摄像头的ROV进行的。这是一项繁琐且耗时的任务,容易出现错误,主要原因是操作员注意力不集中或疲劳。此外,典型的海底图像质量不高,主要特点是模糊、光照不均匀、缺乏对比度和车辆运动不稳定,从而增加了任务的复杂性。在本研究中,引导水下航行器自动探测和跟踪海底电缆的视觉系统的开发一直是主要关注的问题。所提出的视觉系统能够在保持实时性能的同时,以90%以上的平均成功率跟踪电缆。该系统已经通过水下机器人从地面驱动的各种真实电缆的几次跟踪过程中获得的录像带序列进行了测试。这些电缆是几年前安装的,所以这些图像不能显示沙质海床上的高对比度电缆;相反,这些电缆部分被藻类或沙子覆盖,并被其他藻类和岩石包围,因此这些序列非常逼真。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Optimized image sequence analysis for real-time underwater cable tracking
Nowadays, the surveillance and inspection of underwater installations, such as power and telecommunication cables and pipelines, is carried out by operators that, being on the surface, drive a ROV with cameras mounted over it. This is a tedious and high time-consuming task, easily prone to errors mainly because of loss of attention or fatigue of the human operator. Besides, the complexity of the task is increased by the lack of quality of typical seabed images, which are mainly characterised by blurring, nonuniform illumination, lack of contrast and instability in the vehicle motion. In this study, the development of a vision system guiding an AUV able to detect and track automatically an underwater power cable laid on the seabed has been the main concern. The vision system that is proposed is able to track the cable with an average success rate above 90% while maintaining real-time performance. The system has been tested using sequences coming from a video tape obtained in several tracking sessions of various real cables with a ROV driven from the surface. These cables were installed several years ago, so that the images do not present highly contrasted cables over a sandy seabed; on the contrary, these cables are partially covered in algae or sand, and are surrounded by other algae and rocks, making thus the sequences highly realistic.
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