期刊文献+

结合边缘与灰度信息的SAR图像配准算法 被引量:4

A SAR Image Registration Algorithm Using Edge Information Combined with Gray-Level Information
下载PDF
导出
摘要 同一场景下的合成孔径雷达(SAR)图像的灰度特性由于相关噪声的影响及成像条件不同可能存在很大差异,使得单纯基于边缘特征或灰度信息的方法难以胜任SAR图像配准工作。根据SAR图像的特点,提出一种典型地物边缘形状信息与局部灰度统计信息相结合的基于特征的图像配准方法,弥补了仅利用边缘特征或灰度信息的方法在SAR图像配准中的不足。给出了本方法用于Radarsat图像上的实验结果。 Synthetic Aperture Radar(SAR) images of same scene may have obvious difference in gray\|level characteristic because of correlation noise and different imaging conditions. Method based only on edge feature or gray\|level information doesn't adapt to SAR image registration. This paper describes a new feature\|based approach using edge information of typical objects combined with local gray\|level statistical information to image\|to\|image registration. First, local area with typical object is selected instead of the whole image registration to reduce computation time. In each area, edge feature of the typical object is extracted and initial feature point set is decided according as shape information of the points on edges. Then, a principle combined with edge shape and gray\|level information is used on feature point matching to reduce the effect which the accuracy of edge extraction may add on the accuracy of registration. At last, a root mean square error is computed. Experimental results with pixel level accuracy on Radarsat imagery proves the validity of this approach.
作者 邓鹏 王宏琦
出处 《遥感技术与应用》 CSCD 2003年第3期159-163,共5页 Remote Sensing Technology and Application
基金 微波成像技术国家重点实验室基金资助项目(编号:51442030101ZK1301)
关键词 图像配准 特征提取 合成孔径雷达 Image registration, Feature extraction, Synthetic aperture radar
  • 相关文献

参考文献11

  • 1Brown L. A Survey of Image Registration Techniques[J].ACM, Computing Surveys,1992,24(4) :325~376.
  • 2Caves R C. Matching Map Feature to Synthetic Aperture Radar Image Using Template Matching[J]. IEEE Trans. on Geosci. and Remote Sensing, 1992, 6:680~685.
  • 3Thevenaz P. Optimization of Mutual Information for Multiresolution Image Registration[J]. IEEE Trans. on Image Processing, 2000, 12:2083~2099.
  • 4Qin-sheng Chen. Symmetric Phase-Only Matched Filtering of Fouxier-Mellin Transforms for Image Registration and Recognition[J].IEEE Trans on Pattern Analysis and Machine Intelligence, 1994, 12,1156~1168.
  • 5Qinfen Zheng. A Computational Vision Approach to Image Registration[J]. IEEE Trans on Image Processing, 1993, 7,311~325.
  • 6Corss A D J. Graph Matching With a Dual-Step EM Algorithm[J]. IEEE Trans on Pattern Analysis and Machine Intelligence, 1999, 11,1236~1253.
  • 7Fonseca L M G,Costa M H M ,Castellari S P. Automatic Registration of Radar Image[R]. IGRASS 2002.
  • 8Hui Li, Man,math B S, Mitra S K.A Contour-Based Approach to Multisensor Image Registration[J]. IEEE Trans. on Image Processing, 1995,3:320~333.
  • 9Xiaolong Dai,Khorram S. A Feature-Based Image Registration Algorithm Using Improved Chain-Code Representation Combined with Invariant Moments[J]. IEEE Trans on Geosciand Remote Sensing, 1999, 9:2351~2362.
  • 10Otau N. A Threshold Selection Method from Gray-Level Histograms[J]. IEEE Trans on Systems, Man, and Cybernetics, 1979, 9:62~66.

同被引文献66

引证文献4

二级引证文献9

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