• DocumentCode
    2335783
  • Title

    Robust real-time intrusion detection with fuzzy classification

  • Author

    Milanesi, Giovanni ; Sarti, Augusto ; Tubaro, Stefano

  • Author_Institution
    Dipt. di Elettronica a Informazione, Politecnico di Milano, Italy
  • Volume
    3
  • fYear
    2002
  • fDate
    2002
  • Abstract
    We propose a novel system for indoor video surveillance. It is able to detect and track moving objects even in the presence of significant variations of scene illumination. After a preliminary analysis and clustering of temporal changes in the video sequence, the algorithm performs a classification based on fuzzy logic, aimed at identifying moving regions that really correspond to unexpected objects in the scene. The proposed approach tends to discard shadows, reflections and luminance profile changes due to illumination variations. One key feature of our system is its modest computation complexity, which allows it to operate in real-time on a common PC platform. The system has been tested on a wide variety of situations, proving its effectiveness and robustness.
  • Keywords
    computational complexity; fuzzy logic; fuzzy systems; image classification; image motion analysis; image sequences; object detection; optical tracking; safety systems; surveillance; video signal processing; computational complexity; fuzzy classification; fuzzy logic; indoor video surveillance; moving object detection; moving object tracking; real-time intrusion detection; scene illumination; video sequence; Algorithm design and analysis; Classification algorithms; Intrusion detection; Layout; Lighting; Object detection; Performance analysis; Robustness; Video sequences; Video surveillance;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing. 2002. Proceedings. 2002 International Conference on
  • ISSN
    1522-4880
  • Print_ISBN
    0-7803-7622-6
  • Type

    conf

  • DOI
    10.1109/ICIP.2002.1038999
  • Filename
    1038999