Title :
Multi-sensor fire detection using visual and time-of-flight imaging
Author :
Verstockt, Steven ; De Potter, Pieterjan ; Van Hoecke, Sofie ; Lambert, Peter ; Van de Walle, Rik
Author_Institution :
ELIS Dept., Ghent Univ., Ledeberg-Ghent, Belgium
Abstract :
This paper proposes a novel multi-sensor fire detection method based on ordinary video images and the amplitude images of a time-of-flight camera. Using this multi-modal in formation, flame regions can be detected very accurately. Regions with high accumulative amplitude differences and high values in all detail images of the amplitude image its discrete wavelet transform, are labeled as candidate flame regions. Simultaneously, moving objects in the visual images are also investigated. Objects which possess the experimentally found low-cost flame features are also labeled as candidate flame region. Finally, if one of the visual and amplitude candidate flame regions overlap, fire alarm is given. Experiments show that the proposed detector has an average flame detection rate of 92% with no false positive detections.
Keywords :
discrete wavelet transforms; image motion analysis; object detection; sensor fusion; amplitude images; discrete wavelet transform; moving objects; multisensor fire detection; time-of-flight camera; time-of-flight imaging; video images; visual imaging; Cameras; Detectors; Discrete wavelet transforms; Fires; Visualization; fire detection; flame features; image registration; multi-modal; multisensor; public safety; time of flight imaging; video surveillance;
Conference_Titel :
Multimedia and Expo (ICME), 2011 IEEE International Conference on
Conference_Location :
Barcelona
Print_ISBN :
978-1-61284-348-3
Electronic_ISBN :
1945-7871
DOI :
10.1109/ICME.2011.6012201