• DocumentCode
    2585131
  • Title

    Real-time velocity estimation based on optical flow and disparity matching

  • Author

    Honegger, Dominik ; Greisen, Pierre ; Meier, Lorenz ; Tanskanen, Petri ; Pollefeys, Marc

  • Author_Institution
    ETH Zurich, Zurich, Switzerland
  • fYear
    2012
  • fDate
    7-12 Oct. 2012
  • Firstpage
    5177
  • Lastpage
    5182
  • Abstract
    A high update rate of metric velocity values is crucial for a robust operation of navigation control loops of mobile robots such as micro aerial vehicles (MAVs). An efficient way for obtaining metric velocity of robots without external reference are image-based optical flow measurements, scaled with the distance between camera and the observed scene. However, since optical flow and stereo vision are computationally intensive tasks, metric optical flow calculations on embedded systems are typically only possible at limited frame rate. In this work, we therefore present an FPGA-based platform with the capability of calculating real-time metric optical flow at 127 frames per second and 376×240 resolution. Radial undistortion, image rectification, disparity estimation and optical flow calculation tasks are performed on a single FPGA without the need for external memory. The platform is perfectly suited for mobile robots or MAVs due to its low weight and low power consumption.
  • Keywords
    cameras; field programmable gate arrays; image matching; image sequences; mobile robots; real-time systems; robot vision; robust control; stereo image processing; FPGA-based platform; MAV; computationally intensive tasks; disparity estimation; disparity matching; embedded systems; image rectification; image-based optical flow measurements; limited frame rate; low power consumption; low weight consumption; mobile robots; navigation control loops; observed scene; optical flow calculation tasks; optical flow-based real-time velocity estimation; radial undistortion; real-time metric optical flow calculations; robots metric velocity; single FPGA; stereo vision; Image resolution; Indium tin oxide; Mobile communication; Robots;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Robots and Systems (IROS), 2012 IEEE/RSJ International Conference on
  • Conference_Location
    Vilamoura
  • ISSN
    2153-0858
  • Print_ISBN
    978-1-4673-1737-5
  • Type

    conf

  • DOI
    10.1109/IROS.2012.6385530
  • Filename
    6385530