• DocumentCode
    2343184
  • Title

    Combining motion from texture and lines for visual navigation

  • Author

    Bitsakos, Konstantinos ; Yi, Li ; Fermüller, Cornelia

  • Author_Institution
    Univ. of Maryland, College Park
  • fYear
    2007
  • fDate
    Oct. 29 2007-Nov. 2 2007
  • Firstpage
    232
  • Lastpage
    239
  • Abstract
    Two novel methods for computing 3D structure information from video for a piecewise planar scene are presented. The first method is based on a new line constraint, which clearly separates the estimation of distance from the estimation of slant. The second method exploits the concepts of phase correlation to compute from the change of image frequencies of a textured plane, distance and slant information. The two different estimates together with structure estimates from classical image motion are combined and integrated over time using an extended Kalman filter. The estimation of the scene structure is demonstrated experimentally in a motion control algorithm that allows the robot to move along a corridor. We demonstrate the efficacy of each individual method and their combination and show that the method allows for visual navigation in textured as well as un-textured environments.
  • Keywords
    Kalman filters; image motion analysis; image texture; motion control; navigation; video signal processing; 3D structure information; extended Kalman filter; image frequencies; motion control; phase correlation; piecewise planar scene; textured plane; visual navigation; Cameras; Computer vision; Frequency; Layout; Motion estimation; Navigation; Optical computing; Robustness; Simultaneous localization and mapping; Speech processing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Robots and Systems, 2007. IROS 2007. IEEE/RSJ International Conference on
  • Conference_Location
    San Diego, CA
  • Print_ISBN
    978-1-4244-0912-9
  • Electronic_ISBN
    978-1-4244-0912-9
  • Type

    conf

  • DOI
    10.1109/IROS.2007.4399568
  • Filename
    4399568