Conference paper Open Access
Real-time Alert Framework for Fire Incidents Using Multimodal Event Detection on Social Media Streams
Thomas Papadimos;
Nick Pantelidis;
Stelios Andreadis;
Aristeidis Bozas;
Ilias Gialampoukidis;
Stefanos Vrochidis;
Ioannis Kompatsiaris
The frequency of wildfires is growing day by day due to vastly climate changes. Forest fires can have a severe impact on human lives and the environment, which can be minimised if the population has early and accurate warning mechanisms. To date, social media are able to contribute to early warning with the additional, crowd-sourced information they can provide to the emergency response workers during a crisis event. Nevertheless, the detection of real-world fire incidents using social media data, while filtering out the unavoidable noise, remains a challenging task. In this paper, we present an alert framework for the real-time detection of fire events and we propose a novel multimodal event detection model, which fuses both probabilistic and graph methodologies and is evaluated on the largest fires in Spain during 2019.
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- Publication date:
- May 22, 2022
- DOI:
-
- Keyword(s):
- alert framework social media event detection kernel density estimation community detection
- Grants:
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European Commission:
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INGENIOUS - The First Responder (FR) of the Future: a Next Generation Integrated Toolkit (NGIT) for Collaborative Response, increasing protection and augmenting operational capacity (833435)
- CALLISTO - Copernicus Artificial Intelligence Services and data fusion with other distributed data sources and processing at the edge to support DIAS and HPC infrastructures (101004152)
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INGENIOUS - The First Responder (FR) of the Future: a Next Generation Integrated Toolkit (NGIT) for Collaborative Response, increasing protection and augmenting operational capacity (833435)
- Meeting:
- 19th International Conference on Information Systems for Crisis Response and Management (ISCRAM 2022), Tarbes, France, 22-25 May 2022
- License (for files):
- Creative Commons Attribution 4.0 International