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遥感技术与应用  2012, Vol. 27 Issue (1): 94-99    DOI: 10.11873/j.issn.1004-0323.2012.1.94
模型与反演     
一种高分辨率遥感影像道路信息提取方法
周安发,周家香
(中南大学地球科学与信息物理学院,湖南 长沙 410083 )
A Methodology for Road Extraction from High Resolution Remote Sensing Images
Zhou Anfa,Zhou Jiaxiang
(School of Geosciences and Info-Physics,Central South University,Changsha 410083,China)
 全文: PDF 
摘要:

道路在国民经济建设和国防建设中发挥着重大的作用,是非常重要的基础地理信息,一直以来研究道路的自动或半自动提取都被视为热点和难点,提出的理论和方法层出不穷,但没有一种方法能推广应用。针对道路难以从高分辨率遥感影像中提取的问题,提出了一种道路提取方法,首先影像将RGB颜色空间转换成HSV颜色空间,运用改进的区域分隔算法,实现道路区域的分隔。然后利用数学形态学腐蚀、膨胀等基本运算,结合区域的形态特征(如面积、紧凑度等)实现道路与非道路信息的分离。对多幅复杂道路图像进行试验,结果表明本方法能够很好地实现从复杂环境中提取道路信息。

 

关键词: 高分辨率遥感影像区域分隔数学形态学形状特征道路提取    
Abstract:

The road is a very important geographic dataset and it plays an important role in national economy and national defense. Research on the automatic or semi-automatic road extraction has always been regarded as a hot and difficult topic. Although lots of theories and methods have been proposed,there is no one that is widely used in production environment. Since road extraction from high resolution remote sensing images is difficult,in this paper,we propose a new method for road extraction. Firstly,a RGB color space image is converted to HSV color space image and an improved regional segmentation algorithm is used to separate the road regions. Then,a combined mathematical morphology operation (such as erode,dilate etc.) with regional shape indices (such as area,compactness etc.) is applied to separate the road objects and non-road objects. The experiment results over several complex road images show that this method can be used to extract roads under more complex conditions.

Key words: High resolution remote sensing image    Regional segment    Mathematical morphology    Shape indices    Road extraction
收稿日期: 2011-04-10 出版日期: 2012-03-22
:  TP 79  
基金资助:

国家自然科学基金青年科学基金项目(40901171),国家863计划项目(2009AA122004),武汉大学测绘遥感信息工程国家重点实验室基金项目(09R03)。

作者简介: 周安发(1984-),男,安徽宿州人,硕士研究生,主要从事高分辨率影像和数字城市应用研究。Email:zhouzhouaf@163.com。
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引用本文:

周安发,周家香. 一种高分辨率遥感影像道路信息提取方法[J]. 遥感技术与应用, 2012, 27(1): 94-99.

Zhou Anfa,Zhou Jiaxiang. A Methodology for Road Extraction from High Resolution Remote Sensing Images. Remote Sensing Technology and Application, 2012, 27(1): 94-99.

链接本文:

http://www.rsta.ac.cn/CN/10.11873/j.issn.1004-0323.2012.1.94        http://www.rsta.ac.cn/CN/Y2012/V27/I1/94

[1]Lu B B,Ku Y X,Wang H.Automatic Road Extraction Method based on Level Set an Shape Analysis[C]//Second International Conference on Intelligent Computation Technology and Automation Changsha,2009,3:511-514.
[2]Mukherjee A,Parui S K,Chaudhuri D,et al.An Efficient Algorithm for Detection of Road-like Structures in Satellite Images[C]//Proceedings of the 13th International Conference on Pattern Recognition,Vienna,Austria,1996,3:875-879.
[3]Amo M,Martnez F,Torre M.Road Extraction from Aerial Images Using a Region Competition Algorithm[J].IEEE Transactions on Image Processing,2006,15(5):1192-1201. 
[4]Guo D H,Weeks A,Klee H.Segmentations of Road Area in High Resolution Images\
[C\]//Proceedings of IEEE International Geoscience and Remote Sensing Symposium 2004,Anchorage,AK,2004,6:3810-3813.
[5]Lin X G,Zhang J X,Zheng J,et al.Semiautomatic Road Tracking by Template Matching and Distance Transform[J].Urban Remote Sensing Event,2009:1-7.
[6]Li Xiaofeng,Zhang Shuqing,Han Fuwei,et al.Road Extraction from High Resolution Remote Sensing Images based on Multiple Information Fusion[J].Acta Geodaeticaet Cartographica Silica,2008,37(2):178-184.[李晓峰,张树清,韩富伟,等.基于多重信息融合的高分辨率遥感影像道路信息提取[J].测绘学报,2008,37(2):178-184.]
[7]Movaghati S,Moghaddamjoo A,Tavakoli A.Road Extraction from Satellite Images Using Particle Filtering and Extended Kalman Filtering[J].IEEE Transactions on Geoscience and Remote Sensing,2010,48(7):2807-2817.
[8]Zhou Shaoguang,Li Jinghui.New Method to Extract Complex Roads in High-resolution RS Images[J].Computer Engineering and Applications,2008,44(35):190-193.[周绍光,黎瑾慧.高分辨率遥感影像中提取复杂道路的新方法[J].计算机工程与应用,2008,44(35):190-193.]
[9]Zhang L J,Zhang J,Zhang D P,et al.Urban Road Extraction from High Resolution Remote Sensing Images based on Semantic Model[C]//2010 18th International Conference on Geoinformatics,Beijing:2010,1-5.
[10]Cao J X,Shi Q X,Sun L G.A Methodology for Automatic Detection and Extraction of Road Edges from High Resolution Remote Sensing Images\
[C\]// IEEE International Conference on Industrial Technology,Mumbai,2006:69-74.
[11]Zhang Hanling.MATLAB Application in Images Processing[M].Beijing:Tsinghua University Press,2008.[张汗灵.MATLAB在图像处理中的应用[M].北京:清华大学出版社,2008.]
[12]Lei Xiaoqi,Wang Weixing,Lai Jun.A Method of Road Extraction from High-resolution Remote Sensing Images based on Shape Features[J].Acta Geodaetica et Cartographica Sinica,2009,38(5):457-465.[雷小奇,王卫星,赖均.一种基于形状特征进行高分辨率遥感影像道路提取方法[J].测绘学报,2009,38(5):457-465.]
[13]Wu Xuewen,Yan Luming.Road Extraction from High-resolution Remote Sensing Imagery based on Mathematical Morphology[D].Fuzhou:Fujian Normal University,2007.[吴学文,晏路明.基于数学形态学的高分辨率遥感影像道路提取研究[D].福州:福建师范大学,2007.]

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