• DocumentCode
    2906284
  • Title

    Extension of a soft-computing framework for activity analysis from linguistic summarizations of video

  • Author

    Anderson, Derek ; Luke, Robert H. ; Keller, James M. ; Skubic, Marjorie

  • Author_Institution
    Univ. of Missouri-Columbia, Columbia, MO
  • fYear
    2008
  • fDate
    1-6 June 2008
  • Firstpage
    1404
  • Lastpage
    1410
  • Abstract
    Video cameras are a relatively low-cost, rich source of information that can be used for ldquowell-beingrdquo assessment and abnormal event detection for the goal of allowing elders to live longer and healthier independent lives. We previously reported a soft-computing fall detection system, based on two levels from a hierarchy of fuzzy inference using linguistic summarizations of activity acquired temporally from a three dimensional voxel representation of the human found by back projecting silhouettes acquired from multiple cameras. This framework is extremely flexible and rules can be modified, added, or removed, allowing for per-resident customization based on knowledge about their cognitive and physical ability. In this paper, we show the flexibility of our activity analysis framework by extending it to additional common elderly activities and contextual awareness is added for reasoning based on location or static objects in the apartment.
  • Keywords
    computational linguistics; fuzzy logic; fuzzy reasoning; geriatrics; health care; uncertainty handling; video signal processing; contextual awareness; fuzzy inference; health care; linguistic summarization; soft-computing fall detection system; three dimensional voxel representation; video camera; Aging; Cameras; Collaboration; Context awareness; Event detection; Hidden Markov models; Humans; Monitoring; Ontologies; Sensor phenomena and characterization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Fuzzy Systems, 2008. FUZZ-IEEE 2008. (IEEE World Congress on Computational Intelligence). IEEE International Conference on
  • Conference_Location
    Hong Kong
  • ISSN
    1098-7584
  • Print_ISBN
    978-1-4244-1818-3
  • Electronic_ISBN
    1098-7584
  • Type

    conf

  • DOI
    10.1109/FUZZY.2008.4630555
  • Filename
    4630555