DocumentCode :
2004361
Title :
"A multi-resolution outdoor dual camera system for robust video-event metadata extraction"
Author :
Marcenaro, L. ; Marchesotti, L. ; Regazzoni, C.S.
Author_Institution :
Dept. of Biophys. & Electronical Eng., Genova Univ., Italy
Volume :
2
fYear :
2002
fDate :
8-11 July 2002
Firstpage :
1184
Abstract :
This paper describes a cooperative distributed system for outdoor surveillance based on fixed and mobile cameras. In order to continuously monitor the entire scene, a fixed unidirectional sensor has been used, mounted on the roof of a building in front of the guarded area. To obtain higher resolution images of a particular region in the scene, an active pan-tilt-zoom camera has been used. The low resolution images are used to detect and locate moving objects in a scene. The estimated object position is used in order to evaluate pan-tilt movements that are necessary in order to focus the attention of the mobile-head camera on the considered object at a higher zoom level. The system is able to provide automatic change detection at multiple zoom levels. A video shot with a small zoom factor is used to monitor the entire scene from a fixed camera, while a medium and high zoom factor are used to improve interpretation of the scene. The use of a mobile camera allows one to exceed the limitations of the bounded field of view of the sensor imposed by a fixed camera. In this case it is not possible to provide a priori knowledge about the background of the scene. The proposed method for solving the non-fixed background problem for mobile cameras involves realization of a multilevel structure obtained by the acquisition of several images. The panoramic image of the whole scene is generated using a mosaicing technique. Both sensors are used to detect and estimate the precise location of a given object at different zoom levels in order to obtain a better position estimation.
Keywords :
image segmentation; image sensors; meta data; sensor fusion; surveillance; video cameras; video signal processing; active pan-tilt-zoom camera; automatic change detection; cooperative distributed system; fixed cameras; fixed unidirectional sensor; guarded area; low resolution images; mobile cameras; mobile-head camera; mosaicing technique; moving object detection; moving object location; multi-resolution outdoor dual camera system; multilevel structure; multiple zoom levels; nonfixed background problem; outdoor surveillance; pan-tilt movements; panoramic image; robust video event metadata extraction; scene monitoring; video shot; Cameras; Cooperative systems; Image resolution; Intelligent sensors; Layout; Monitoring; Object detection; Robustness; Sensor systems; Surveillance;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Fusion, 2002. Proceedings of the Fifth International Conference on
Conference_Location :
Annapolis, MD, USA
Print_ISBN :
0-9721844-1-4
Type :
conf
DOI :
10.1109/ICIF.2002.1020947
Filename :
1020947
Link To Document :
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