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An Improved Linear Target Detection Method Based on Probabilistic Hough Transform in a Remote Sensing Image

机译:基于概率霍夫变换的遥感图像线性目标检测方法

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摘要

Regular linear targets detection in a remote sensing image depends on how to extract the long straight edges of the target from the background efficiently. Hough Transform is a classic method for line detection. But Standard Hough Transform (SHT) may induce too many short lines in the complex background to distinguish the true long linear targets. In this paper, an improved method is proposed, which uses probabilistic Hough Transform (PHT), a faster version of SHT, to detect short lines and then cluster short lines into groups to avoid most of the interfering lines. By this means, the reliability of target detection is improved. Experiments show that our method can detect the linear target efficiently when the background is large and complex.
机译:遥感图像中常规的线性目标检测取决于如何有效地从背景中提取目标的长直边。霍夫变换是用于行检测的经典方法。但是标准霍夫变换(SHT)可能会在复杂背景中引起太多短线,从而无法区分真正的长线性目标。在本文中,提出了一种改进的方法,该方法使用概率性霍夫变换(PHT)(一种SHT的快速版本)来检测短线,然后将短线聚类成组以避免大多数干扰线。通过这种方式,提高了目标检测的可靠性。实验表明,在背景复杂的情况下,该方法可以有效地检测线性目标。

著录项

  • 来源
  • 会议地点 London(GB);London(GB)
  • 作者

    Kun Gao; Yan Wang; Guo-qiang Ni;

  • 作者单位

    Key Laboratory of Photoelectronic Imaging Technology and System, Ministry of Education of China National Key Laboratory of Science and Technology on Low Light Level Night Vision School of Optoelectronics, Beijing Institute of Technology Beijing, China, 100081;

    Key Laboratory of Photoelectronic Imaging Technology and System, Ministry of Education of China National Key Laboratory of Science and Technology on Low Light Level Night Vision School of Optoelectronics, Beijing Institute of Technology Beijing, China, 100081;

    Key Laboratory of Photoelectronic Imaging Technology and System, Ministry of Education of China National Key Laboratory of Science and Technology on Low Light Level Night Vision School of Optoelectronics, Beijing Institute of Technology Beijing, China, 100081;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 计算技术、计算机技术;
  • 关键词

    hough transform; linear target; remote sensing;

    机译:霍夫变换线性目标遥感;

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