Abstract
Smart cameras allow pre-processing of video data on the camera instead of sending it to a remote server for further analysis. Having a network of smart cameras allows various vision tasks to be processed in a distributed fashion. While cameras may have different tasks, we concentrate on distributed tracking in smart camera networks. This application introduces various highly interesting problems. Firstly, how can conflicting goals be satisfied such as cameras in the network try to track objects while also trying to keep communication overhead low? Secondly, how can cameras in the network self adapt in response to the behavior of objects and changes in scenarios, to ensure continued efficient performance? Thirdly, how can cameras organise themselves to improve the overall network's performance and efficiency? This paper presents a simulation environment, called CamSim, allowing distributed self-adaptation and self-organisation algorithms to be tested, without setting up a physical smart camera network. The simulation tool is written in Java and hence allows high portability between different operating systems. Relaxing various problems of computer vision and network communication enables a focus on implementing and testing new self-adaptation and self-organisation algorithms for cameras to use.
| Original language | English |
|---|---|
| Title of host publication | Proceedings : IEEE 7th international conference on Self-Adaptation and Self-Organizing Systems Workshops |
| Subtitle of host publication | SASOW 2013 |
| Publisher | IEEE |
| Pages | 19-20 |
| Number of pages | 2 |
| ISBN (Print) | 978-1-4799-5086-7 |
| DOIs | |
| Publication status | Published - 2014 |
| Event | 7th international conference on Self-Adaptation and Self-Organizing Systems Workshops - Philadelphia, PA, United States Duration: 9 Sept 2013 → 13 Sept 2013 |
Workshop
| Workshop | 7th international conference on Self-Adaptation and Self-Organizing Systems Workshops |
|---|---|
| Abbreviated title | SASOW 2013 |
| Country/Territory | United States |
| City | Philadelphia, PA |
| Period | 9/09/13 → 13/09/13 |
Bibliographical note
© 2014 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, 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 component of this work in other works.Keywords
- computer vision
- distributed smart cameras
- self-adaptation
- self-organisation
- simulation
- software
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Dive into the research topics of 'CamSim: a distributed smart camera network simulator'. Together they form a unique fingerprint.Research output
- 15 Citations
- 3 Conference publication
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A modelling and simulation environment for self-aware and self-expressive systems
Nya, T. D., Stilkerich, S. C. & Lewis, P. R., 2014, Proceedings : IEEE 7th international conference on Self-Adaptation and Self-Organizing Systems Workshops: SASOW 2013. IEEE, p. 65-70 6 p.Research output: Chapter in Book/Published conference output › Conference publication
Open AccessFile1 Link opens in a new tab Citation (Scopus)143 Downloads (Pure) -
Distributed sequential task allocation in foraging swarms
Goldingay, H. & van Mourik, J., 11 Sept 2013, SASO: 2013 IEEE 7th international conference on Self-Adaptive and Self-Organizing Systems. IEEE, p. 149-158 10 p.Research output: Chapter in Book/Published conference output › Conference publication
Open AccessFile3 Link opens in a new tab Citations (Scopus)131 Downloads (Pure) -
Learning to be different: heterogeneity and efficiency in distributed smart camera networks
Lewis, P. R., Esterle, L., Chandra, A., Rinner, B. & Yao, X., 2013, SASO: 2013 IEEE 7th international conference on Self-Adaptive and Self-Organizing Systems. IEEE, p. 209-218 10 p.Research output: Chapter in Book/Published conference output › Conference publication
Open AccessFile25 Link opens in a new tab Citations (Scopus)151 Downloads (Pure)
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