• DocumentCode
    3021197
  • Title

    Event-driven feature analysis in a 4D spatiotemporal representation for ambient assisted living

  • Author

    Belbachir, Ahmed Nabil ; Nowakowska, Aneta ; Schraml, Stephan ; Wiesmann, Georg ; Sablatnig, Robert

  • Author_Institution
    New Sensor Technol., Safety & Security Dept., AIT Austrian Inst. of Technol., Vienna, Austria
  • fYear
    2011
  • fDate
    6-13 Nov. 2011
  • Firstpage
    1570
  • Lastpage
    1577
  • Abstract
    This paper presents a detailed analysis of a 4D representation of events, which are generated by a dynamic stereo vision sensor for the recognition of person´s fall. Dynamic vision detectors consist of self-signaling pixels that autonomously react to scene dynamics and asynchronously generate events upon relative light intensity change. Their complete on-chip redundancy reduction, wide dynamic range and high temporal resolution allow efficient and continuous activity monitoring in natural environment. Using a stereo pair of dynamic vision detectors, it is possible to represent the scene dynamics in a 4D space (including time) at a high temporal resolution. In this work, we performed 100 recordings of scenarios including falls in indoor environment using this dynamic stereo vision sensor. Seven features have been extracted and analyzed for three types of falls such that robust parameters will be kept for fall recognition. The result of this analysis is shown in this work with promising outcomes.
  • Keywords
    feature extraction; geriatrics; health care; image representation; image sensors; object recognition; stereo image processing; 4D spatiotemporal representation; ambient assisted living; dynamic stereo vision sensor; dynamic vision detectors; elderly persons; event generation; event-driven feature analysis; feature analysis; feature extraction; high temporal resolution; on-chip redundancy reduction; person fall recognition; relative light intensity change; scene dynamics; self-signaling pixels; Detectors; Feature extraction; Legged locomotion; Monitoring; Spatiotemporal phenomena; Stereo vision; Three dimensional displays;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Vision Workshops (ICCV Workshops), 2011 IEEE International Conference on
  • Conference_Location
    Barcelona
  • Print_ISBN
    978-1-4673-0062-9
  • Type

    conf

  • DOI
    10.1109/ICCVW.2011.6130437
  • Filename
    6130437