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基于四阶矩的SAR图像目标检测

Target detection of SAR image based on four-order moment
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摘要 SAR图像中车辆目标检测是一个备受瞩目的关注点,运用传统的低阶矩方法进行SAR图像中目标检测,尤其是在图像中含有乘性噪声和在分辨率降低时,普遍存在检测率不高,不能充分体现出目标相对背景杂波的特性。本文根据SAR图像中目标的特性,提出基于四阶矩的方法对SAR图像进行目标检测。实验表明,采用四阶矩方法后,在乘性噪声和分辨率降低状况下,四阶矩方法的检测概率相对传统的二阶矩方法有明显提高。未来四阶矩将更广泛地用于SAR图像中对目标进行检测,有重大的应用前景。 Vehicle detection in SAR image is attractive field. Detection probability is generally low by using traditional low-order moments which is unable to distinguish target and background clutter effectively, especially when the figure is in the lower resolution and contains multiplicative noise. The article presehts a method based on fourth-order moment according to the feature of SAR image. The experiment shows that the detection probability with fourth-order moment method is much higher than loworder moment in above two conditions. In future, fourth-order moment will be widely applied in target detection of SAR image which definitely has significant promise.
作者 王志 桂任舟
出处 《信息技术》 2012年第2期1-5,共5页 Information Technology
基金 东南大学毫米波国家重点实验室开放课题项目(K200916) 武汉大学测绘遥感信息工程国家重点实验室开放课题项目(09R05) 卫星海洋环境动力学国家重点实验室开放课题项目(SOED1105)
关键词 目标检测 四阶矩 拖尾 检测概率 target detection forth-order moment tail probability of detection
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  • 1王宏禹.现代谱估计[M].南京:东南大学出版社,1991..
  • 2张贤达.高阶统计量时间序列分析[M].清华大学出版社,1998..
  • 3姚天任.数字信号处理[M].华中理工大学出版社,1986..
  • 4Giannakis G. B, Tsatsanis M. K. Signal detection and classification using matched filtering and higher-order statistics[ J]. IEEE trans. ASSP, 1990,38 (7) : 1284 - 1296.
  • 5Rosenblatt M. Cumulants and Cumulant Spectra[ J]. ADA143 412/5/HDM, 1983.
  • 6雷达系统[M].国防工业出版社,1980.
  • 7C. Oliver. Understanding Synthetic Aperture Radar Images. Artech House, Bostort/London, 1998.
  • 8A. P. Blake, D Blacknell, C. J. Oliver. High Resolution SAR Clutter Textural Analysis and Simulation. SPIE Vol. 2584, 101-108,1995.
  • 9Lance M. Kaplan, Analysis of Multiplicative Speckle Models for Template-Based SAR ATR, IEEE Trans. On AER. Vol. 37, No. 4, October,2001.
  • 10M. Thr, K. C. Chin,and J. W. Goodman,When is speckle noise multiplicative. Appl. Opt. , Vol. 21, 1982, 1157- 1159.

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