DocumentCode
2628606
Title
View Planning of Multiple Active Cameras for Wide Area Surveillance
Author
Takemura, Noriko ; Miura, Jun
Author_Institution
Dept. of Mech. Eng., Osaka Univ.
fYear
2007
fDate
10-14 April 2007
Firstpage
3173
Lastpage
3179
Abstract
This paper describes a view planning of multiple cameras for tracking multiple persons for surveillance purposes. When only a few active cameras are used to cover a wide area, planning their views is an important issue in realizing a competent surveillance system. We develop a multi-start local search (MLS)-based planning method which iteratively selects fixation points of the cameras by which the expected number of tracked persons is maximized. Considering the fact that a person´s motion can be estimated with its intermittent observations, we set a criterion which encourages frequent shifts of fixation points and develop a procedure for generating promising initial solutions for MLS. The method is shown to outperform the other approaches. We then modify the method such that it dynamically divides the cameras into mutually independent groups and determines fixation points within each group. The modified method is comparable to the original one with a much lower planning cost.
Keywords
cameras; computer vision; motion estimation; search problems; surveillance; motion estimation; multiple active cameras; multistart local search; view planning; wide area surveillance; Cameras; Costs; Iterative algorithms; Mechanical engineering; Mechanical sensors; Robot vision systems; Robotics and automation; Surveillance; Target tracking; Vehicle detection;
fLanguage
English
Publisher
ieee
Conference_Titel
Robotics and Automation, 2007 IEEE International Conference on
Conference_Location
Roma
ISSN
1050-4729
Print_ISBN
1-4244-0601-3
Electronic_ISBN
1050-4729
Type
conf
DOI
10.1109/ROBOT.2007.363962
Filename
4209580
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