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新的航空图像道路检测与跟踪算法

李书晓 常红星

李书晓, 常红星. 新的航空图像道路检测与跟踪算法[J]. 北京航空航天大学学报, 2007, 33(04): 445-449.
引用本文: 李书晓, 常红星. 新的航空图像道路检测与跟踪算法[J]. 北京航空航天大学学报, 2007, 33(04): 445-449.
Li Shuxiao, Chang Hongxing. Novel road detection and tracking algorithm for aerial images[J]. Journal of Beijing University of Aeronautics and Astronautics, 2007, 33(04): 445-449. (in Chinese)
Citation: Li Shuxiao, Chang Hongxing. Novel road detection and tracking algorithm for aerial images[J]. Journal of Beijing University of Aeronautics and Astronautics, 2007, 33(04): 445-449. (in Chinese)

新的航空图像道路检测与跟踪算法

详细信息
    作者简介:

    李书晓(1981-),男,河南南阳人,博士生,shuxiao.li@ia.ac.cn.

  • 中图分类号: TP 391

Novel road detection and tracking algorithm for aerial images

  • 摘要: 介绍了一种新的面向智能无人机应用的道路检测与跟踪算法.首先从电子道路地图中得到标示道路初始区域的合成图像,然后利用光学图像的距离变换图像、合成图像的边缘图像等信息把道路检测问题表述为一最优化问题,最后利用迭代算法解此问题得到路面区域.道路跟踪利用前一帧检测结果的预测值初始化其对应的优化问题.实验证明该方法具有较高的稳定性和适应能力.

     

  • [1] Fortier A, Ziou D, Armenakis C,et al. Survey of work on road extraction in aerial and satellite images .Technical Report N. 247, Université de Sherbrooke, 2000 [2] Lai S, Yung C. Lane detection by orientation and length discrimination[J].IEEE Transactions on Systems, Man and Cybernetics, 2000, 30(4):539-548 [3] Zhang C, Murai S, Baltsavias E.Road network detection by mathematical morphology Proc of ISPRS Workshop on "3D Geospatial Data Production:Meeting Application Requirements".Paris:, 1999:185-200 [4] Leitao P, Tilie S, Mangeas M,et al. Road singularities detection and classification European Symposium on Artificial Neural Networks. Bruges:d-side publi, 2003:301-306 [5] Foedisch M,Takeuchi A.Adaptive real-time road detection using neural networks Proc 7th Int Conf on Intelligent Transportation Systems. Washington D C:IEEE, 2004:3-6 [6] Porikli F. Road extraction by point-wise Gaussian models[J]. The International Society for Optical Engineering, 2003, 5093:758-764 [7] Thorpe C, Hebert M H. Vision and navigation for the Carnegie Mellon Navlab[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1988,10(3):362-373 [8] Bicego M, Dalfini S, Vernazza G, et al. Automatic road extraction from aerial images by probabilistic contour tracking ICIP(3). Barcelona:IEEE,2003:585-588 [9] Lacoste C, Descombes X, Zerubia J. Road network extraction in remote sensing by a Markov object process ICIP(3).Barcelona:IEEE, 2003:1017-1020 [10] Rambabu C, Rathore T,Chakrabarti I. A new watershed algorithm based on hill-climbing technique for image segmentation IEEE TENCON.Bangalore:IEEE, 2003 [11] Snyder E, Qi H. Machine Vision[M]. Cambridge University Press, 2004:197-201 [12] Broggi A, Berte S.Vision-based road detection in automotive systems:a real-time expectation-driven approach[J]. Journal of Artificial Intelligence Research, 1995, 3:325-348
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出版历程
  • 收稿日期:  2006-05-25
  • 网络出版日期:  2007-04-30

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