• DocumentCode
    547784
  • Title

    Road tracking from high resolution satellite images using a new set of profiles and Bayesian filtering

  • Author

    Jafaryahya, Javad ; Moghaddamjoo, Alireza ; Tavakoli, Ahad ; Bahadori, Arghavan

  • Author_Institution
    Dept. Electr. Eng., Amirkabir Univ. of Technol., Tehran, Iran
  • fYear
    2011
  • fDate
    17-19 May 2011
  • Firstpage
    1
  • Lastpage
    5
  • Abstract
    In This paper, a new semi-automatic method for road extraction in urban or non-urban areas is presented to produce a geographical map and updating it. We have tried to develop a new method for road tracking based on road features in high resolution images. To do so, inspiring from profile matching that is usually used for road tracking; we have defined a new set of profiles. This set was able to detect roads in different places such as urban or semi-urban areas. These profiles should have some distinct characteristics to follow the correct path which are thoroughly investigated here. Our proposed method is considered as a semi-automatic method, which the start point is fed to system by the human operator. Moreover, Bayesian filters such as extended Kalman filter and particle filter is added to system to increase its reliability.
  • Keywords
    Bayes methods; Kalman filters; cartography; feature extraction; image recognition; particle filtering (numerical methods); roads; Bayesian filtering; extended Kalman filter; geographical map; high resolution satellite images; human operator; particle filter; road extraction; road tracking; semi automatic method; Bayesian methods; Junctions; Kalman filters; Noise measurement; Particle filters; Roads; Simulation; Elongated profiles; Extended Kalman filter; Particle filter; Road extraction; Satellite image;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electrical Engineering (ICEE), 2011 19th Iranian Conference on
  • Conference_Location
    Tehran
  • Print_ISBN
    978-1-4577-0730-8
  • Electronic_ISBN
    978-964-463-428-4
  • Type

    conf

  • Filename
    5955673