Browse > Article

Histogram-based road border line extractor for road extraction from satellite imagery  

Lee, Dong-Hoon (School of Electrical Engineering and Computer Science, Kyungpook National University)
Kim, Jong-Hwa (School of Electrical Engineering and Computer Science, Kyungpook National University)
Choi, Heung-Moon (School of Electrical Engineering and Computer Science, Kyungpook National University)
Publication Information
Abstract
A histogram-based road border line extractor is proposed for an efficient road extraction from the high-resolution satellite imagery. The road border lines are extracted from an edge strength map based on the directional histogram difference between the road and the non-road region. The straight and the curved roads are extracted hierarchically from the edge strength map of the original image and the segmented road cluster images, and the road network is constructed based on the connectivity. Unlike the conventional approaches based on the spectral similarity, the proposed road extraction method is more robust to noise because it extracts roads based on the histogram, and is able to extract both the location and the width of roads. In addition, the proposed method can extract roads with various spectral characteristics by identifying the road clusters automatically. Experimental results on IKONOS multi-spectral satellite imagery with high spatial resolution show that the proposed method can extract the straight and the curved roads as well as the accurate road border lines.
Keywords
road extraction; satellite image; road border line; histogram difference;
Citations & Related Records
연도 인용수 순위
  • Reference
1 A. K. Shackelford and C. H. Davis, 'Fully automated road network extraction from high-resolution satellite multispectral imagery,' Proc. of IGRSS, vol. 1, pp. 461-463, Toulouse, France, 21-25 July 2003
2 X. Jin and C. H. Davis, 'An integrated system for automatic road mapping from high-resolution multi-spectral satellite imagery by information fusion,' Information Fusion, vol. 6, no. 4, pp. 257-273. Dec. 2005   DOI   ScienceOn
3 Q. Zhang and I. Couloigner, 'Automated road network extraction from high resolution multi-spectral imagery,' Proc. of ASPRS, Reno, Nevada, 1-5 May 2006
4 D. Haverkamp, 'Extracting straight road structure in urban environments using IKONOS satellite imagery,' Optical Engineering, vol. 41, no. 9, pp. 2107-2110, Sep. 2002   DOI   ScienceOn
5 C. Heipke, H. Mayer, C. Wiedemann, and O. Jamet, 'Evaluation of automatic road extraction,' IAPRS vol. 32, no. 3, pp. 47-56, Sep. 1997