Please use this identifier to cite or link to this item:
|Title:||Decision-theoretic coordination and control for active multi-camera surveillance in uncertain, partially observable environments|
|Citation:||Natarajan, P.,Hoang, T.N.,Low, K.H.,Kankanhalli, M. (2012). Decision-theoretic coordination and control for active multi-camera surveillance in uncertain, partially observable environments. 2012 6th International Conference on Distributed Smart Cameras, ICDSC 2012. ScholarBank@NUS Repository.|
|Abstract:||A central problem of surveillance is to monitor multiple targets moving in a large-scale, obstacle-ridden environment with occlusions. This paper presents a novel principled Partially Observable Markov Decision Process-based approach to coordinating and controlling a network of active cameras for tracking and observing multiple mobile targets at high resolution in such surveillance environments. Our proposed approach is capable of (a) maintaining a belief over the targets' states (i.e., locations, directions, and velocities) to track them, even when they may not be observed directly by the cameras at all times, (b) coordinating the cameras' actions to simultaneously improve the belief over the targets' states and maximize the expected number of targets observed with a guaranteed resolution, and (c) exploiting the inherent structure of our surveillance problem to improve its scalability (i.e., linear time) in the number of targets to be observed. Quantitative comparisons with state-of-the-art multi-camera coordination and control techniques show that our approach can achieve higher surveillance quality in real time. The practical feasibility of our approach is also demonstrated using real AXIS 214 PTZ cameras. © 2012 ACM.|
|Source Title:||2012 6th International Conference on Distributed Smart Cameras, ICDSC 2012|
|Appears in Collections:||Staff Publications|
Show full item record
Files in This Item:
There are no files associated with this item.
checked on Dec 8, 2018
Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.