• DocumentCode
    2175451
  • Title

    High resolution terrain mapping using low attitude aerial stereo imagery

  • Author

    Jung, Il-Kyun ; Lacroix, Simon

  • Author_Institution
    LAAS, CNRS, Toulouse, France
  • fYear
    2003
  • fDate
    13-16 Oct. 2003
  • Firstpage
    946
  • Abstract
    This paper presents an approach to build high resolution digital elevation maps from a sequence of unregistered low altitude stereovision image pairs. The approach first uses a visual motion estimation algorithm that determines the 3D motions of the cameras between consecutive acquisitions, on the basis of visually detected and matched environment features. An extended Kalman filter then estimates both the 6 position parameters and the 3D positions of the memorized features as images are acquired. Details are given on the filter implementation and on the estimation of the uncertainties on the feature observations and motion estimations. Experimental results show that the precision of the method enables to build spatially consistent very large maps.
  • Keywords
    Kalman filters; feature extraction; image matching; image resolution; image sequences; motion estimation; parameter estimation; stereo image processing; terrain mapping; 3D motions; 3D positions; SLAM problem; cameras; digital elevation maps; error estimates; experimental results; extended Kalman filter; feature observations; filter implementation; high resolution terrain mapping; image sequence; landmarks; large maps; low attitude aerial stereo imagery; position parameters; sensor orientation; sensor position; stereovision image pairs; uncertainty estimation; visual motion estimation algorithm; Cameras; Filters; Image resolution; Motion detection; Motion estimation; Robot kinematics; Robot sensing systems; Simultaneous localization and mapping; Terrain mapping; Uncertainty;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Vision, 2003. Proceedings. Ninth IEEE International Conference on
  • Conference_Location
    Nice, France
  • Print_ISBN
    0-7695-1950-4
  • Type

    conf

  • DOI
    10.1109/ICCV.2003.1238450
  • Filename
    1238450