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导弹与制导技术

基于形态学与聚类相结合的图像特征提取方法研究

  • 赵英亮 ,
  • 王黎明 ,
  • 韩焱
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  • 中北大学电子测试技术国家重点实验室,太原 030051

赵英亮(1975-),女,山西万荣人,讲师,博士研究生,研究方向:信号处理与信号重建。

收稿日期: 2009-06-25

  网络出版日期: 2025-05-28

Research of Image Feature Extraction Based on Morphology and Clustering

  • ZHAO Yingliang ,
  • WANG Liming ,
  • HAN Yan
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  • National Key Laboratory for Electronic Measurement Technology, North University of China, Taiyuan 030051, China

Received date: 2009-06-25

  Online published: 2025-05-28

摘要

利用可见光图像进行军事侦察与制导时,目标往往掩盖在复杂背景中,难以准确识别,研究一种能准确提取目标特征的图像处理方法就成为图像精确制导的关键。文中提出了利用数学形态学的方法先确定目标范围,然后结合聚类方法进行小目标精确检测的算法。实验证明这种算法在背景复杂、目标可视面积较小的情况下,仍可以精确识别目标。该算法克服了聚类运算速度慢的缺点,从而能够快速的、准确地将目标提取出来,且具有良好的适应性。

本文引用格式

赵英亮 , 王黎明 , 韩焱 . 基于形态学与聚类相结合的图像特征提取方法研究[J]. 弹箭与制导学报, 2010 , 30(2) : 59 -62 . DOI: 10.15892/j.cnki.djzdxb.2010.02.063

Abstract

In military reconnaissance and aerial guidance by visible light, targets often conceal in a complex background and difficult to identify, so it is of vital importance to exactly extract feature utilizing image processing methods. Based on the characteristics of background and target, it is put forward that morphology can be used to determine target scope, and further combined with the method of clustering to accurately detect small objects. The experimental results show that the method can realize accurate recognition even in complex background and relatively smaller visual target area. The method can overcome the low speed of clustering and quickly and accurately extract the target with good adaptability.

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参考文献

[1]
连静, 王珂. 多尺度形态学图像边缘检测方法[J]. 计算机工程与应用, 2006, 42(5): 77-79.
[2]
T Chen, QH Wu, R Rahmani Torkaman, et al. A pseudo top-hat mathematical morphological approach to edge detection in dark regions[J]. Pattern Recognition, 2002, 35(1): 199-210.
[3]
赵怀勋, 郑敏, 李志强. 一种基于数学形态学的含噪、低对比度图像的边缘检测方法[J]. 计算机与数字工程, 2006, 34(7): 11-13.
[4]
杨晖, 张继武. 数学形态学在图像边缘检测中的应用研究[J]. 辽宁大学学报, 2005, 32(1): 50-53.
[5]
赵锋, 赵荣椿. 纹理分割及特征提取方法综述[J]. 中国体视学与图像分析, 1998, 3(4): 238-246.
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