• DocumentCode
    2779484
  • Title

    Neuromorphic Translational Ego-motion Estimation using Log-Polar Motion Energy

  • Author

    Lam, Stanley Y M ; Tsang, Eric K C ; Meng, Yicong ; Shi, Bertram E.

  • Author_Institution
    Hong Kong Univ. of Sci. & Technol., Kowloon
  • fYear
    0
  • fDate
    0-0 0
  • Firstpage
    5204
  • Lastpage
    5211
  • Abstract
    We describe a neuromorphic hardware system for detecting patterns of expanding visual motion due to forward translation, which can be used for self-motion estimation. The system consists of a set of motion-energy filters, modeling the functional properties of direction tuned neurons in primary visual cortex. We apply the filters to log-polar sampled images to facilitate the construction of filters tuned to radial and angular directions of motion. We then describe how their outputs can be used to estimate direction of heading. We implemented this algorithm in a hardware system, which captures images from a camera and performs the required computations at 30 frames per second for images with 352 by 288 resolution.
  • Keywords
    image resolution; image sampling; motion estimation; neurophysiology; image resolution; image sampling; log-polar motion energy filter; neuromorphic hardware system; neuromorphic translational ego-motion estimation; pattern detection; primary visual cortex; Biomedical optical imaging; Focusing; Gabor filters; Hardware; Image motion analysis; Motion detection; Motion estimation; Neuromorphics; Neurons; Optical filters;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Networks, 2006. IJCNN '06. International Joint Conference on
  • Conference_Location
    Vancouver, BC
  • Print_ISBN
    0-7803-9490-9
  • Type

    conf

  • DOI
    10.1109/IJCNN.2006.247273
  • Filename
    1716824