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
Link To Document :
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