Title :
An Object- and Task-Oriented Architecture for Automated Video Surveillance in Distributed Sensor Networks
Author :
Monari, Eduardo ; Voth, Sascha ; Kroschel, Kristian
Author_Institution :
Inst. for Inf. & Data Process., Fraunhofer IITB, Karlsruhe, Germany
Abstract :
In this paper, an agent-based software architecture for automated wide area video surveillance systems is presented. The proposed concept is designed for detection and tracking of moving objects across multiple camera views. The surveillance system consists of a decentralized collaborative sensor network with object- and task-oriented architecture. At sensor node level, image processing algorithms are applied for event and object detection. In case of detection (e. g. motion) an agent-based multi-sensor processing cluster is created. Each instantiated cluster is responsible for observation of one object in the scene. Object handover is managed autonomously by the dynamic sensor clusters. The dynamic sensor clustering approach allows adding new sensors without resetting the system parameters, which is a big advantage in large sensor networks. Furthermore, by using the agent-based architecture it is possible to create a framework with an adaptive data and processing load. Additionally, upgrade of system capabilities can be done easily updating or adding new processing agents. The proposed concept has been proved on an experimental video surveillance system at the Fraunhofer IITB.
Keywords :
distributed processing; image motion analysis; object detection; software architecture; video surveillance; wireless sensor networks; agent-based multisensor processing cluster; agent-based software architecture; automated video surveillance; decentralized collaborative sensor network; image processing algorithms; moving object detection; object handover; object-oriented architecture; task-oriented architecture; Cameras; Clustering algorithms; Collaboration; Computer architecture; Image processing; Image sensors; Object detection; Sensor systems; Software architecture; Video surveillance; Automated Video-based Surveillance; Distributed Sensor Networks; System Architecture;
Conference_Titel :
Advanced Video and Signal Based Surveillance, 2008. AVSS '08. IEEE Fifth International Conference on
Conference_Location :
Santa Fe, NM
Print_ISBN :
978-0-7695-3341-4
Electronic_ISBN :
978-0-7695-3422-0
DOI :
10.1109/AVSS.2008.21