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High Speed Automatic Power Line Detection and Tracking for a UAV-Based Inspection

机译:基于无人机的高速电力线自动检测与跟踪

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Detection and tracking power lines in complex environments is one of the most important and challenging tasks for UAV-based inspection. This paper presents a novel method of power lines detection and tracking. Firstly, the Hough transform is used to extract line segments of power lines. Secondly, according to the characteristics of power lines in the aerial images, we use K-means in the Hough space to cluster and filter the straight lines, and then detect power lines. Finally, a Kalman filter is used to track the power lines in the Hough space, based on the continuity of a video sequence. The experimental results demonstrate that the proposed approach is effective for automatic power line detection and tracking in complex environments.
机译:在基于UAV的检查中,在复杂环境中检测和跟踪电力线是最重要和最具挑战性的任务之一。本文提出了一种新的电力线检测和跟踪方法。首先,使用霍夫变换提取电力线的线段。其次,根据航拍图像中电力线的特点,在霍夫空间中使用K-means对直线进行聚类和滤波,然后对电力线进行检测。最后,基于视频序列的连续性,卡尔曼滤波器用于跟踪霍夫空间中的电源线。实验结果表明,该方法对于复杂环境中的电力线自动检测和跟踪是有效的。

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