Title :
Tracking multiple agents in an intelligent space with probabilistic algorithms and a camera ring
Author :
Marrón, M. ; Pizarro, D. ; Marcos, A. ; Jalvo, R. ; García, J.C. ; Mazo, M.
Author_Institution :
Dept. de Electron., Univ. de Alcala, Madrid, Spain
Abstract :
Detecting, tracking and identifying different non-rigid agents in smart spaces is solved with a probabilistic filter proposed in this paper. A camera ring statically mounted in the intelligent space is used as observation system. Besides, three subsystems create the global detection and tracking algorithm: a three-dimensional reconstruction of these entities; a global tracker of all these entities made of a multimodal filter; and a deterministic classifier based on a connectivity map that obtains the individual agents in the smart space. A the end of the paper, different results and reliability statistics are presented in order to demonstrate the global functionality in real executions of the proposal presented.
Keywords :
cameras; image reconstruction; multi-agent systems; pattern classification; randomised algorithms; tracking; camera ring; connectivity map; deterministic classifier; global tracker; intelligent space; multimodal filter; multiple agent tracking; nonrigid agent; observation system; probabilistic algorithm; probabilistic filter; three dimensional reconstruction; Atmospheric measurements; Cameras; Classification algorithms; Estimation; Particle measurements; Reliability; Three dimensional displays;
Conference_Titel :
Industrial Electronics (ISIE), 2010 IEEE International Symposium on
Conference_Location :
Bari
Print_ISBN :
978-1-4244-6390-9
DOI :
10.1109/ISIE.2010.5637126