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International Journal of Antennas and Propagation
Volume 2012 (2012), Article ID 989823, 10 pages
http://dx.doi.org/10.1155/2012/989823
Research Article

Road Extraction from High-Resolution SAR Images via Automatic Local Detecting and Human-Guided Global Tracking

College of Electronic Science and Engineering, National University of Defense Technology, Changsha 410073, China

Received 21 September 2012; Accepted 12 November 2012

Academic Editor: Gui Gao

Copyright © 2012 Jianghua Cheng et al. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

Linked References

  1. G. Gao, L. Liu, L. Zhao, G. Shi, and G. Kuang, “An adaptive and fast CFAR algorithm based on automatic censoring for target detection in high-resolution SAR images,” IEEE Transactions on Geoscience and Remote Sensing, vol. 47, no. 6, pp. 1685–1697, 2009. View at Publisher · View at Google Scholar · View at Scopus
  2. G. Gao, “An improved scheme for target discrimination in high-resolution SAR images,” IEEE Transactions on Geoscience and Remote Sensing, vol. 49, no. 1, pp. 277–294, 2011. View at Publisher · View at Google Scholar · View at Scopus
  3. G. Gao, “Statistical modeling of SAR images: a survey,” Sensors, vol. 10, no. 1, pp. 775–795, 2010. View at Publisher · View at Google Scholar · View at Scopus
  4. M. Negri, P. Gamba, G. Lisini, and F. Tupin, “Junction-aware extraction and regularization of urban road networks in high-resolution SAR images,” IEEE Transactions on Geoscience and Remote Sensing, vol. 44, no. 10, pp. 217–221, 2006. View at Google Scholar
  5. G. Lisini, C. Tison, F. Tupin, and P. Gamba, “Feature fusion to improve road network extraction in high-resolution SAR images,” IEEE Geoscience and Remote Sensing Letters, vol. 3, no. 2, pp. 217–221, 2006. View at Publisher · View at Google Scholar · View at Scopus
  6. K. Hedman, U. Stilla, G. Lisini, and P. Gamba, “Road network extraction in VHR SAR images of urban and suburban areas by means of class-aided feature-level fusion,” IEEE Transactions on Geoscience and Remote Sensing, vol. 48, no. 3, pp. 1294–1296, 2009. View at Publisher · View at Google Scholar · View at Scopus
  7. V. Amberg, M. Coulon, P. Marthon, and M. Spigai, “Improvement of road extraction in high resolution SAR data by a context-based approach,” in Proceedings of the IEEE International Geoscience and Remote Sensing Symposium (IGARSS '05), pp. 490–493, Seoul, Korea, July 2005. View at Publisher · View at Google Scholar · View at Scopus
  8. T. Kim, S. R. Park, M. G. Kim, S. Jeong, and K. O. Kim, “Tracking road centerlines from high resolution remote sensing images by least squares correlation matching,” Photogrammetric Engineering and Remote Sensing, vol. 70, no. 12, pp. 1417–1422, 2004. View at Google Scholar · View at Scopus
  9. J. Zhou, W. F. Bischof, and T. Caelli, “Road tracking in aerial images based on human-computer interaction and Bayesian filtering,” ISPRS Journal of Photogrammetry and Remote Sensing, vol. 61, no. 2, pp. 108–124, 2006. View at Publisher · View at Google Scholar · View at Scopus
  10. X. Lin, Z. Liu, J. Zhang, and J. Shen, “Combining multiple algorithms for road network tracking from multiple source remotely sensed imagery: a practical system and performance evaluation,” Sensors, vol. 9, no. 2, pp. 1237–1258, 2009. View at Publisher · View at Google Scholar · View at Scopus
  11. J. Cheng, Y. Guan, X. Ku, and J. Sun, “Semi-automatic road centerline extraction in high-resolution SAR images based on circular template matching,” in Proceedings of the International Conference on Electric Information and Control Engineering (ICEICE '11), pp. 1688–1691, Wuhan, China, April 2011. View at Publisher · View at Google Scholar · View at Scopus
  12. Y. Yang and C. Zhu, “Extracting road centrelines from high-resolution satellite images using active window line segment matching and improved SSDA,” International Journal of Remote Sensing, vol. 31, no. 10, pp. 2457–2469, 2010. View at Publisher · View at Google Scholar · View at Scopus
  13. X. G. Lin, J. X. Zhang, Z. J. Liu, J. Shen, and M. Y. Duan, “Semi-automatic extraction of road networks by least squares interlaced template matching in urban areas,” International Journal of Remote Sensing, vol. 32, no. 17, pp. 4943–4959, 2011. View at Google Scholar
  14. X. G. Lin, R. Zhang, and J. Shen, “A template-matching based approach for extraction of roads from very high resolution remotely sensed imagery,” International Journal of Image and Data Fusion, vol. 3, no. 2, pp. 149–168, 2012. View at Google Scholar
  15. A. K. Jain and A. Vailaya, “Image retrieval using color and shape,” Pattern Recognition, vol. 29, no. 8, pp. 1233–1244, 1996. View at Publisher · View at Google Scholar · View at Scopus
  16. N. Dalal and B. Triggs, “Histograms of oriented gradients for human detection,” in Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR '05), pp. 886–893, San Diego, Calif, USA, June 2005. View at Publisher · View at Google Scholar · View at Scopus
  17. C. Poullis and S. You, “Delineation and geometric modeling of road networks,” ISPRS Journal of Photogrammetry and Remote Sensing, vol. 65, no. 2, pp. 165–181, 2010. View at Publisher · View at Google Scholar · View at Scopus
  18. V. S. Frost, J. A. Stiles, K. S. Shanmugan, and J. C. Holtzman, “Model for radar images and its application to adaptive digital filtering of multiplicative noise,” IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 4, no. 2, pp. 157–166, 1982. View at Google Scholar · View at Scopus
  19. J. S. Lee, “Simple speckle smoothing algorithm for synthetic aperture radar images,” IEEE Transactions on Systems, Man and Cybernetics, vol. 13, no. 1, pp. 85–89, 1983. View at Google Scholar · View at Scopus
  20. P. Bolon, J. Chanussot, I. Issa, and P. Lambert, “Comparison of prefiltering operators for road network extraction in SAR images,” in Proceedings of the International Conference on Image Processing (ICIP '99), pp. 924–928, October 1999. View at Scopus
  21. J. Canny, “Computational approach to edge detection,” IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 8, no. 6, pp. 679–698, 1986. View at Google Scholar · View at Scopus
  22. M. Isard and A. Blake, “Condensation—conditional density propagation for visual tracking,” International Journal of Computer Vision, vol. 29, no. 1, pp. 5–28, 1998. View at Google Scholar · View at Scopus
  23. Q. Deng, Y. Chen, and J. Yang, “Joint detection of roads in multifrequency SAR images based on a particle filter,” International Journal of Remote Sensing, vol. 31, no. 4, pp. 1069–1077, 2010. View at Publisher · View at Google Scholar · View at Scopus
  24. S. Movaghati, A. Moghaddamjoo, and A. Tavakoli, “Road extraction from satellite images using particle filtering and extended Kalman filtering,” IEEE Transactions on Geoscience and Remote Sensing, vol. 48, no. 7, pp. 2807–2817, 2010. View at Publisher · View at Google Scholar · View at Scopus