期刊文献+

基于共生矩阵的SAR图像村庄识别方法 被引量:4

A Village Recognition Method Based on Co-occurrence in SAR Image
下载PDF
导出
摘要 针对SAR图像中村庄目标的纹理和结构特点,提出了一种纹理特征分析和基于村庄结构知识的后处理方法相结合的识别方法。在共生矩阵提取出图像纹理特征的基础上,通过实验选取三个合适的特征,计算特征矢量和样本中心距离来判决目标,以完成初步提取。然后针对道路,植被等目标造成的干扰状况,提出了一种基于计数滤波器和形态学方法的后处理方法对结果进行归整,消除大量虚警。最后根据村庄的结构知识约束,筛选目标,进一步减小虚警率,完成识别并提取出村庄的边缘轮廓结构。实验表明,该方法具有良好的识别效果。 This paper analyzes the village object' s feature of SAR image, and propose a recognition method based on texture analysis. Based on the texture computed by GLCM (Gray Level Co -occurrence Matrix) ,it chooses three suitable texture features, and computes the distance between feature vector and sample centre , and completes the first recognition. Then the morphological methods and count filter are used to process the result, which eliminates the false alarm , and filtrates the object based on structure feature restriction of object, finishes this recognition process. The experiment shows , this approach has a well recognition result.
作者 郑扬 俞能海
出处 《计算机仿真》 CSCD 2008年第3期206-209,共4页 Computer Simulation
基金 中国科学院电子所种子基金项目SAR图像质量评估(2237-07)
关键词 合成孔径雷达 纹理特征 共生矩阵 目标识别 Synthetic aperture radar(SAR) Texture feature Co -occurrence matrix Object recognition
  • 相关文献

参考文献8

  • 1D A Clausi. Comparison and fusion of co - occurrence, Gabor and MRF texture features for classification of SAR sea - ice imagery [J]. Atmos. -Ocea, 2001n, 39(3):183 - 194.
  • 2朱彩英,蓝朝桢,靳国旺.纹理图象亮度阈值法提取SAR图象居民地[J].中国图象图形学报(A辑),2003,8(6):616-619. 被引量:20
  • 3马作民,毛士艺,刘祥林.SAR图像非平稳性对图像模型和滤波降噪方法的影响[J].北京航空航天大学学报,2001,27(6):713-716. 被引量:8
  • 4匡纲要,计科峰,粟毅,郁文贤.SAR图象自动目标识别研究[J].中国图象图形学报(A辑),2003,8(10):1115-1120. 被引量:23
  • 5J Rob. Dekker Texture Analysis and Classification of ERS SAR Images for Map Updating of Urban Areas in The Netherlands [ J ]. Transactions on Geo science and Remote sensing,, 2003,41: 1950 - 1958.
  • 6U Kandaswamy, D A Adjeroh, M C Lee. Efficient Texture Analysis of SAR Imagery , Geoscience and Remote Sensing [ J ]. IEEE Transactions onH, ? Sept. 2005,43 (9) : 2075 - 2083.
  • 7T Fabio. Dell' A cqua, Pao lo Gamba. Texture Based Characterization of Urban Environments on Satellite SAR Images[ J]. IEEE Transactions on Geo science and Remote sensing, 2003, 41 ( 1 ) : 153 - 159.
  • 8Han Chunming, Guo Huadong, Shao Yun, Liao Jingjuan. Detection of the flood boundary in SAR image using texture[J]. Geoscience and Remote Sensing Symposium, 2005. IGARSS 05. Proceedings. 2005 IEEE International, July 2005,5 ( 25 - 29 ) : 3697 - 3699.

二级参考文献4

  • 1祁文杰.星载合成孔径雷达的军事应用研究[A]..In:星载合成孔径雷达军事应用研究论文集[C].北京,1996.1~6.
  • 2周成虎 骆剑承 等.遥感影像地学理解与分析[M].北京:科学出版社,2001..
  • 3Kuan D T,IEEE Trans Pattern Anal Mach Intell,1985年,7卷,2期,165页
  • 4王运锋,王建国,赵志钦,黄顺吉.数学形态学在SAR图像目标识别中的应用[J].系统工程与电子技术,2001,23(3):23-27. 被引量:9

共引文献47

同被引文献23

引证文献4

二级引证文献21

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部