PhD forum: Dempster-Shafer based camera contribution evaluation for task assignment in vision networks
- Author
- Marleen Morbée (UGent) , Linda Tessens (UGent) , Wilfried Philips (UGent) and Hamid Aghajan
- Organization
- Abstract
- In a network of cameras, it is important that the right subset of cameras takes care of the right task. In this work, we describe a general framework to evaluate the contribution of subsets of cameras to a task. Each task is the observation of an event of interest and consists of assessing the validity of a set of hypotheses. All cameras gather evidence for those hypotheses. The evidence from different cameras is fused by using the Dempster-Shafer theory of evidence. After combining the evidence for a set of cameras, the remaining uncertainty about a set of hypotheses, allows us to identify how well a certain camera subset is suited for a certain task. Taking into account these subset contribution values, we can determine in an efficient way the set of subset-task assignments that yields the best overall task performance.
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Citation
Please use this url to cite or link to this publication: http://hdl.handle.net/1854/LU-777902
- MLA
- Morbée, Marleen, et al. “PhD Forum: Dempster-Shafer Based Camera Contribution Evaluation for Task Assignment in Vision Networks.” 2009 Third ACM/IEEE International Conference on Distributed Smart Cameras, IEEE, 2009, pp. 192–93, doi:10.1109/ICDSC.2009.5289389.
- APA
- Morbée, M., Tessens, L., Philips, W., & Aghajan, H. (2009). PhD forum: Dempster-Shafer based camera contribution evaluation for task assignment in vision networks. 2009 Third ACM/IEEE International Conference on Distributed Smart Cameras, 192–193. https://doi.org/10.1109/ICDSC.2009.5289389
- Chicago author-date
- Morbée, Marleen, Linda Tessens, Wilfried Philips, and Hamid Aghajan. 2009. “PhD Forum: Dempster-Shafer Based Camera Contribution Evaluation for Task Assignment in Vision Networks.” In 2009 Third ACM/IEEE International Conference on Distributed Smart Cameras, 192–93. New York, NY, USA: IEEE. https://doi.org/10.1109/ICDSC.2009.5289389.
- Chicago author-date (all authors)
- Morbée, Marleen, Linda Tessens, Wilfried Philips, and Hamid Aghajan. 2009. “PhD Forum: Dempster-Shafer Based Camera Contribution Evaluation for Task Assignment in Vision Networks.” In 2009 Third ACM/IEEE International Conference on Distributed Smart Cameras, 192–193. New York, NY, USA: IEEE. doi:10.1109/ICDSC.2009.5289389.
- Vancouver
- 1.Morbée M, Tessens L, Philips W, Aghajan H. PhD forum: Dempster-Shafer based camera contribution evaluation for task assignment in vision networks. In: 2009 Third ACM/IEEE international conference on distributed smart cameras. New York, NY, USA: IEEE; 2009. p. 192–3.
- IEEE
- [1]M. Morbée, L. Tessens, W. Philips, and H. Aghajan, “PhD forum: Dempster-Shafer based camera contribution evaluation for task assignment in vision networks,” in 2009 Third ACM/IEEE international conference on distributed smart cameras, Como, Italy, 2009, pp. 192–193.
@inproceedings{777902, abstract = {{In a network of cameras, it is important that the right subset of cameras takes care of the right task. In this work, we describe a general framework to evaluate the contribution of subsets of cameras to a task. Each task is the observation of an event of interest and consists of assessing the validity of a set of hypotheses. All cameras gather evidence for those hypotheses. The evidence from different cameras is fused by using the Dempster-Shafer theory of evidence. After combining the evidence for a set of cameras, the remaining uncertainty about a set of hypotheses, allows us to identify how well a certain camera subset is suited for a certain task. Taking into account these subset contribution values, we can determine in an efficient way the set of subset-task assignments that yields the best overall task performance.}}, author = {{Morbée, Marleen and Tessens, Linda and Philips, Wilfried and Aghajan, Hamid}}, booktitle = {{2009 Third ACM/IEEE international conference on distributed smart cameras}}, isbn = {{9781424446209}}, language = {{eng}}, location = {{Como, Italy}}, pages = {{192--193}}, publisher = {{IEEE}}, title = {{PhD forum: Dempster-Shafer based camera contribution evaluation for task assignment in vision networks}}, url = {{http://doi.org/10.1109/ICDSC.2009.5289389}}, year = {{2009}}, }
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