期刊文献+

基于小波与数学形态学的道路信息提取 被引量:10

Road extraction from RS imagery based on wavelet and mathematical morphology
在线阅读 下载PDF
导出
摘要 提出了一种基于小波与数学形态学提取道路信息的方法。首先,利用小波多尺度分析对遥感图像进行分解,通过分析小波系数,对各个小波分量进行滤波处理,滤除非道路特征,再进行小波重构,然后对重构图像进行分割,得到包含道路信息的图像。最后应用数学形态学方法,选取合适的结构元素,对图像分割的结果进行形态变换,进一步滤除了非道路信息,完成道路信息提取。通过实验比较证明,该方法比一些典型边缘提取算法更有效、更适合于道路信息的提取。 A wavelet transform and mathematical morphology based method for roads extraction is introduced.It characterizes the roads' feature in the remotely sensed image through analyzing the wavelet coefficients in the multi-scale wavelet transforms.Then the image is segmented into the roads' region and the other easily,follows by the selection of roads' wavelet coefficients and wavelet reconstruction of the image.But the segmentation is not always ideal,therefore morphologic transformation is used to purify the roads' information.Experiments prove that this method can extract roads information more effectively and suitably than the conventional edge detected algorithms.
出处 《计算机工程与应用》 CSCD 北大核心 2007年第22期241-243,248,共4页 Computer Engineering and Applications
基金 上海市科委重点课题资助(No.05DZ12006)。
关键词 遥感 特征 图像解译 道路提取 小波 数学形态学 remote sensing feature image interpretation road extraction wavelet mathematical morphology
  • 相关文献

参考文献9

  • 1Wesssel B,Wiedemann C,Ebner H.The role of context for road extraction from SAR imagery[C]//IEEE International Symposium on Geoseience and Remote Sensing,IGARSS'03,2003,6(7):4025-4027.
  • 2Hinz S,Wiedemann C,Banmgartner A.A scheme for road extraction in rural areas and its evaluation[J].IEEE Applications of Computer Vision,2000(12):134-139.
  • 3Hinz S.A fusion strategy for extraction of urban road nets from multiple images[C]//Proceedings IEEE International on Geoscience and Remote Sensing Symposium 2003,IGARSS'03,2003,2(7):1059-1061.
  • 4Manuele B,Silvio D,Gianni V,et al.Automatic road extraction from aerial images by pmbabilistic contour tracking[J].IEEE Image Processing,2003,3(9):585-588.
  • 5Huber R,Lang K.Road extraction from high-resolution alrbome SAR using operator fusion[C]//Proceedings IEEE International Symposium on Geoscience and Remote Sensing 2001,IGARSS'01,2001,6(7):2813-2815.
  • 6Gonzalez R C,Woods R E.Digital image processing[M].2nd ed.Prentice Hall,2003,3:276-325.
  • 7飞思开发中心.MATLAB6.5辅助小波分析与应用[M].北京:电子工业出版社.2003.
  • 8林怡,陈鹰.用立体影像匹配和数学形态变换自动生成DEM[J].中国图象图形学报(A辑),2003,8(4):447-452. 被引量:11
  • 9Senka M,Hlavac V,Boyle R.Image processing,analysis,and machine vision[M].[S.l.]:Posts&Telecom Press,2003,9:55-61.

二级参考文献9

共引文献10

同被引文献99

引证文献10

二级引证文献57

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