• DocumentCode
    1848764
  • Title

    Spatiotemporal projection of motion field sequence for generating feature vectors in gesture perception

  • Author

    Hayakawa, Hitoshi ; Shibata, Tadashi

  • Author_Institution
    Dept. of Electron. Eng., Univ. of Tokyo, Tokyo
  • fYear
    2008
  • fDate
    18-21 May 2008
  • Firstpage
    3526
  • Lastpage
    3529
  • Abstract
    An algorithm of generating a single feature vector representation from a sequence of motion fields has been developed for gesture perception. Four directional motion components in a motion field are projected onto x- and y-axes perpendicular to respective directions and four histograms are generated. Then the time evolution of such histograms are integrated by spatiotemporal projection and summarized in the form of a single vector that represents the motion history of the image in a scene. Gesture perception is carried out by a simple template matching using such motion-field sequence vector. In order to enhance the performance of gesture perception, three techniques have been introduced in template matching: normalization, smoothing and shifting. Preliminary gesture perception experiments using the vector representation developed in the present work have been carried out and the effectiveness of the algorithm has been demonstrated.
  • Keywords
    gesture recognition; image matching; image motion analysis; image representation; image sequences; smoothing methods; spatiotemporal phenomena; vectors; four-directional motion components; gesture perception; histogram; image shifting; image smoothing; motion field sequence; normalization; single feature vector representation; spatiotemporal projection; template matching; Feature extraction; Hidden Markov models; Histograms; Image motion analysis; Layout; Motion analysis; Motion pictures; Spatiotemporal phenomena; Tracking; Trajectory;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems, 2008. ISCAS 2008. IEEE International Symposium on
  • Conference_Location
    Seattle, WA
  • Print_ISBN
    978-1-4244-1683-7
  • Electronic_ISBN
    978-1-4244-1684-4
  • Type

    conf

  • DOI
    10.1109/ISCAS.2008.4542220
  • Filename
    4542220