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首页> 外文期刊>Frontiers of optoelectronics in China >Detection of small ship targets from an optical remote sensing image
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Detection of small ship targets from an optical remote sensing image

机译:从光学遥感图像中检测小型船舶目标

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摘要

Detection of small ships from an optical remote sensing image plays an essential role in military and civilian fields. However, it becomes more difficult if noise dominates. To solve this issue, a method based on a low-level vision model is proposed in this paper. A global channel, high-frequency channel, and low-frequency channel are introduced before applying discrete wavelet transform, and the improved extended contrast sensitivity function is constructed by self-adaptive center-surround contrast energy and a proposed function. The saliency image is achieved by the three-channel process after inverse discrete wavelet transform, whose coefficients are weighted by the improved extended contrast sensitivity function. Experimental results show that the proposed method outperforms all competing methods with higher precision, higher recall, and higher F -score, which are 100.00%, 90.59%, and 97.96%, respectively. Furthermore, our method is robust against noise and has great potential for providing more accurate target detection in engineering applications.
机译:从光学遥感图像中检测小型船只在军事和民用领域中起着至关重要的作用。但是,如果噪声占主导,则变得更加困难。为了解决这个问题,本文提出了一种基于低层视觉模型的方法。在应用离散小波变换之前,先介绍了全局信道,高频信道和低频信道,并通过自适应中心环绕对比度能量和拟议函数构造了改进的扩展对比度敏感度函数。显着图像通过逆离散小波变换后的三通道处理获得,其系数由改进的扩展对比度敏感度函数加权。实验结果表明,所提出的方法比所有竞争方法具有更高的精度,更高的查全率和更高的F分数,分别为100.00%,90.59%和97.96%。此外,我们的方法对噪声具有鲁棒性,并且具有在工程应用中提供更准确的目标检测的巨大潜力。

著录项

  • 来源
    《Frontiers of optoelectronics in China》 |2018年第3期|275-284|共10页
  • 作者单位

    Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences,The University of the Chinese Academy of Sciences;

    Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences;

    Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences;

    Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences;

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

    small target; saliency; contrast sensitivity;

    机译:小目标;显着性;对比敏感度;

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