• DocumentCode
    1646657
  • Title

    Distributed activity recognition in camera networks via low-rank matrix recovery

  • Author

    Mosabbeb, Ehsan Adeli ; Raahemifar, Kaamran ; Fathy, Mahmood

  • Author_Institution
    Iran Univ. of Sci. & Technol., Tehran, Iran
  • fYear
    2013
  • Firstpage
    1
  • Lastpage
    2
  • Abstract
    Multi-view action recognition addresses many challenges like view-invariance and occlusion. But the huge amount of data makes it hard for use in real life applications. In this paper, we propose a distributed activity classification framework based on consensus matrix completion, where several smart cameras are observing the scene, each process their observations and come to an agreement about the activity class, through communication. We validate our approach using IXMAS dataset.
  • Keywords
    computer vision; image classification; image motion analysis; matrix algebra; object recognition; video surveillance; IXMAS dataset; camera network; consensus matrix completion; distributed activity classification; distributed activity recognition; low-rank matrix recovery; multiview action recognition; occlusion; smart camera; view-invariance;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Distributed Smart Cameras (ICDSC), 2013 Seventh International Conference on
  • Conference_Location
    Palm Springs, CA
  • Type

    conf

  • DOI
    10.1109/ICDSC.2013.6778241
  • Filename
    6778241