Optimal camera planning under versatile user constraints in multi-camera image processing systems
Liu, Junbin, Sridharan, Sridha, Fookes, Clinton B., & Wark, Tim (2014) Optimal camera planning under versatile user constraints in multi-camera image processing systems. IEEE Transactions on Image Processing, 23(1), pp. 171-184.
The selection of optimal camera configurations (camera locations, orientations, etc.) for multi-camera networks remains an unsolved problem. Previous approaches largely focus on proposing various objective functions to achieve different tasks. Most of them, however, do not generalize well to large scale networks. To tackle this, we propose a statistical framework of the problem as well as propose a trans-dimensional simulated annealing algorithm to effectively deal with it. We compare our approach with a state-of-the-art method based on binary integer programming (BIP) and show that our approach offers similar performance on small scale problems. However, we also demonstrate the capability of our approach in dealing with large scale problems and show that our approach produces better results than two alternative heuristics designed to deal with the scalability issue of BIP. Last, we show the versatility of our approach using a number of specific scenarios.
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|Item Type:||Journal Article|
|Keywords:||Binary integer programming, Camera placement, Camera planning, Multi-camera networks, Optimization methods, Reversible jump Markov chain Monte Carlo, Sensor planning, Trans-dimensional simulate annealing.|
|Divisions:||Current > Schools > School of Electrical Engineering & Computer Science
Current > QUT Faculties and Divisions > Science & Engineering Faculty
|Copyright Owner:||Copyright 2014 IEEE|
|Copyright Statement:||Personal use of this material is permitted. Permission from IEEE must be obtained for all other users, including reprinting/ republishing this material for advertising or promotional purposes, creating new collective works for resale or redistribution to servers or lists, or reuse of any copyrighted components of this work in other works.|
|Deposited On:||22 Jan 2014 00:01|
|Last Modified:||28 Jan 2014 05:48|
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