• DocumentCode
    1600603
  • Title

    Neural network based event estimation on lifelog from various sensors

  • Author

    Ono, Masayuki ; Nishimura, Kunihiro ; Tanikawa, Tomohiro ; Hirose, Michitaka

  • fYear
    2010
  • Firstpage
    84
  • Lastpage
    87
  • Abstract
    The data related to our life experiences is called lifelog, which can easily be collected with mobile electronic devices in recent years. Although lifelog research has been conducted for a long time, practical applications such as a memory assistant system have not been fully developed yet. This is mainly due to the lack of methods to structurize the lifelog data efficiently. In our research, we developed a method for structuring a lifelog consisting of data from various sensors, focusing on event estimation with neural network. In an evaluation experiment, we captured lifelog data with a device that has various sensors, and then we estimated the events, i.e., the participantsf activities. As a result, the system correctly estimated events 70.4% of the time. We also created a lifelog viewer to visualized the data based on the result of event estimation.
  • Keywords
    data handling; data visualisation; neural nets; sensors; data visualization; lifelog data; lifelog viewer; memory assistant system; mobile electronic devices; neural network based event estimation; sensors; Accuracy; Artificial neural networks; Cameras; Data visualization; Estimation; Humans; Sensors; lifelog; neural network; wearable camera;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Virtual Systems and Multimedia (VSMM), 2010 16th International Conference on
  • Conference_Location
    Seoul
  • Print_ISBN
    978-1-4244-9027-1
  • Electronic_ISBN
    978-1-4244-9026-4
  • Type

    conf

  • DOI
    10.1109/VSMM.2010.5665962
  • Filename
    5665962