ML Anthology

A Reasoning Engine for Intruders' Localization in Wide Open Areas Using a Network of Cameras and RFIDs

Rita Cucchiara, Michele Fornaciari, Razia Haider, Federica Mandreoli, Riccardo Martoglia, Andrea Prati, Simona Sassatelli
CVPRW 2011 pp. 33-40
doi:10.1109/CVPRW.2011.5981728 /cvprw/2011/cucchiara2011cvprw-reasoning/

Abstract

Wide open areas represent challenging scenarios forsurveillance systems, since sensory data can be affected bynoise, uncertainty, and distractors. Therefore, the tasks oflocalizing and identifying targets (e.g., people) in such environmentssuggest to go beyond the use of camera-only deployments. In this paper, we propose an innovative systemrelying on the joint use of cameras and RFIDs, allowing usto “map” RFID tags to people detected by cameras and, thus, highlighting potential intruders. To this end, sophisticatedfiltering techniques preserve the uncertainty of dataand overcome the heterogeneity of sensors, while an evidentialfusion architecture, based on Transferable Belief Model, combines the two sources of information and manages conflictbetween them. The conducted experimental evaluationshows very promising results.

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Text

Cucchiara et al. "A Reasoning Engine for Intruders' Localization in Wide Open Areas Using a Network of Cameras and RFIDs." IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2011. doi:10.1109/CVPRW.2011.5981728

Markdown

[Cucchiara et al. "A Reasoning Engine for Intruders' Localization in Wide Open Areas Using a Network of Cameras and RFIDs." IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2011.](https://mlanthology.org/cvprw/2011/cucchiara2011cvprw-reasoning/) doi:10.1109/CVPRW.2011.5981728

BibTeX

@inproceedings{cucchiara2011cvprw-reasoning,
  title     = {{A Reasoning Engine for Intruders' Localization in Wide Open Areas Using a Network of Cameras and RFIDs}},
  author    = {Cucchiara, Rita and Fornaciari, Michele and Haider, Razia and Mandreoli, Federica and Martoglia, Riccardo and Prati, Andrea and Sassatelli, Simona},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops},
  year      = {2011},
  pages     = {33-40},
  doi       = {10.1109/CVPRW.2011.5981728},
  url       = {https://mlanthology.org/cvprw/2011/cucchiara2011cvprw-reasoning/}
}