• DocumentCode
    2103003
  • Title

    Robust Human Detection and Tracking in Intelligent Environments by Information Fusion of Color and Infrared Video

  • Author

    Serrano-Cuerda, Juan ; López, María Teresa ; Fernandez-Caballero, Antonio

  • Author_Institution
    Inst. de Investig. en Inf. de Albacete (I3A), Albacete, Spain
  • fYear
    2011
  • fDate
    25-28 July 2011
  • Firstpage
    354
  • Lastpage
    357
  • Abstract
    This paper is related to ambient intelligence systems capable of locating and tracking humans. These are the first steps of a human-centered ambient intelligent system, ranging from data acquisition to robust tracking, for the purpose of interpreting human behaviors in monitored environments. The first objective is to improve human detection through the fusion of thermal-infrared and color video segmentation. On the level following to segmentation, the traditional tracking problems (e.g. occlusions, crossings, etc.) are faced. Finally, the use of several classifiers such as support-vector machines and artificial neural networks are proposed to enhance the tracking level. The work proposes a combination of both color and thermal infrared spectra in human tracking.
  • Keywords
    data acquisition; human computer interaction; image colour analysis; image segmentation; infrared detectors; neural nets; object detection; object tracking; sensor fusion; support vector machines; video signal processing; ambient intelligence systems; artificial neural networks; color infrared spectra; color video segmentation; data acquisition; human behavior interpretation; human-centered ambient intelligent system; information fusion; intelligent environments; monitored environments; robust human detection; robust human tracking; robust tracking; support-vector machines; thermal infrared spectra; thermal-infrared video segmentation; tracking level; traditional tracking problems; Cameras; Humans; Image color analysis; Image segmentation; Optical imaging; Proposals; Robustness;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Environments (IE), 2011 7th International Conference on
  • Conference_Location
    Nottingham
  • Print_ISBN
    978-1-4577-0830-5
  • Electronic_ISBN
    978-0-7695-4452-6
  • Type

    conf

  • DOI
    10.1109/IE.2011.21
  • Filename
    6063414