Conference paper Open Access

A Multi-Layer Fusion Approach For Real-Time Fire Severity Assessment Based on Multimedia Incidents

Gerasimos Antzoulatos; Panagiotis Giannakeris; Ilias Koulalis; Anastasios Karakostas; Stefanos Vrochidis; Ioannis Kompatsiaris

DCAT Export

<?xml version='1.0' encoding='utf-8'?>
<rdf:RDF xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#" xmlns:adms="http://www.w3.org/ns/adms#" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:dct="http://purl.org/dc/terms/" xmlns:dctype="http://purl.org/dc/dcmitype/" xmlns:dcat="http://www.w3.org/ns/dcat#" xmlns:duv="http://www.w3.org/ns/duv#" xmlns:foaf="http://xmlns.com/foaf/0.1/" xmlns:frapo="http://purl.org/cerif/frapo/" xmlns:geo="http://www.w3.org/2003/01/geo/wgs84_pos#" xmlns:gsp="http://www.opengis.net/ont/geosparql#" xmlns:locn="http://www.w3.org/ns/locn#" xmlns:org="http://www.w3.org/ns/org#" xmlns:owl="http://www.w3.org/2002/07/owl#" xmlns:prov="http://www.w3.org/ns/prov#" xmlns:rdfs="http://www.w3.org/2000/01/rdf-schema#" xmlns:schema="http://schema.org/" xmlns:skos="http://www.w3.org/2004/02/skos/core#" xmlns:vcard="http://www.w3.org/2006/vcard/ns#" xmlns:wdrs="http://www.w3.org/2007/05/powder-s#">
  <rdf:Description rdf:about="https://doi.org/10.5281/zenodo.3701479">
    <rdf:type rdf:resource="http://www.w3.org/ns/dcat#Dataset"/>
    <dct:type rdf:resource="http://purl.org/dc/dcmitype/Text"/>
    <dct:identifier rdf:datatype="http://www.w3.org/2001/XMLSchema#anyURI">https://doi.org/10.5281/zenodo.3701479</dct:identifier>
    <foaf:page rdf:resource="https://doi.org/10.5281/zenodo.3701479"/>
    <dct:creator>
      <rdf:Description>
        <rdf:type rdf:resource="http://xmlns.com/foaf/0.1/Agent"/>
        <foaf:name>Gerasimos Antzoulatos</foaf:name>
        <org:memberOf>
          <foaf:Organization>
            <foaf:name>Information Technologies Institute (ITI) - Centre for Research and Technology Hellas (CERTH)</foaf:name>
          </foaf:Organization>
        </org:memberOf>
      </rdf:Description>
    </dct:creator>
    <dct:creator>
      <rdf:Description>
        <rdf:type rdf:resource="http://xmlns.com/foaf/0.1/Agent"/>
        <foaf:name>Panagiotis Giannakeris</foaf:name>
        <org:memberOf>
          <foaf:Organization>
            <foaf:name>Information Technologies Institute (ITI) - Centre for Research and Technology Hellas (CERTH)</foaf:name>
          </foaf:Organization>
        </org:memberOf>
      </rdf:Description>
    </dct:creator>
    <dct:creator>
      <rdf:Description>
        <rdf:type rdf:resource="http://xmlns.com/foaf/0.1/Agent"/>
        <foaf:name>Ilias Koulalis</foaf:name>
        <org:memberOf>
          <foaf:Organization>
            <foaf:name>Information Technologies Institute (ITI) - Centre for Research and Technology Hellas (CERTH)</foaf:name>
          </foaf:Organization>
        </org:memberOf>
      </rdf:Description>
    </dct:creator>
    <dct:creator>
      <rdf:Description>
        <rdf:type rdf:resource="http://xmlns.com/foaf/0.1/Agent"/>
        <foaf:name>Anastasios Karakostas</foaf:name>
        <org:memberOf>
          <foaf:Organization>
            <foaf:name>Information Technologies Institute (ITI) - Centre for Research and Technology Hellas (CERTH)</foaf:name>
          </foaf:Organization>
        </org:memberOf>
      </rdf:Description>
    </dct:creator>
    <dct:creator>
      <rdf:Description>
        <rdf:type rdf:resource="http://xmlns.com/foaf/0.1/Agent"/>
        <foaf:name>Stefanos Vrochidis</foaf:name>
        <org:memberOf>
          <foaf:Organization>
            <foaf:name>Information Technologies Institute (ITI) - Centre for Research and Technology Hellas (CERTH)</foaf:name>
          </foaf:Organization>
        </org:memberOf>
      </rdf:Description>
    </dct:creator>
    <dct:creator>
      <rdf:Description>
        <rdf:type rdf:resource="http://xmlns.com/foaf/0.1/Agent"/>
        <foaf:name>Ioannis Kompatsiaris</foaf:name>
        <org:memberOf>
          <foaf:Organization>
            <foaf:name>Information Technologies Institute (ITI) - Centre for Research and Technology Hellas (CERTH)</foaf:name>
          </foaf:Organization>
        </org:memberOf>
      </rdf:Description>
    </dct:creator>
    <dct:title>A Multi-Layer Fusion Approach For Real-Time Fire Severity Assessment Based on Multimedia Incidents</dct:title>
    <dct:publisher>
      <foaf:Agent>
        <foaf:name>Zenodo</foaf:name>
      </foaf:Agent>
    </dct:publisher>
    <dct:issued rdf:datatype="http://www.w3.org/2001/XMLSchema#gYear">2020</dct:issued>
    <dcat:keyword>Crisis Management</dcat:keyword>
    <dcat:keyword>Real-Time Fire Severity Assessment</dcat:keyword>
    <dcat:keyword>Image Recognition</dcat:keyword>
    <dcat:keyword>Object Detection</dcat:keyword>
    <dcat:keyword>Semantic Segmentation</dcat:keyword>
    <frapo:isFundedBy rdf:resource="info:eu-repo/grantAgreement/EC/H2020/700475/"/>
    <schema:funder>
      <foaf:Organization>
        <dct:identifier rdf:datatype="http://www.w3.org/2001/XMLSchema#string">10.13039/501100000780</dct:identifier>
        <foaf:name>European Commission</foaf:name>
      </foaf:Organization>
    </schema:funder>
    <frapo:isFundedBy rdf:resource="info:eu-repo/grantAgreement/EC/H2020/832876/"/>
    <schema:funder>
      <foaf:Organization>
        <dct:identifier rdf:datatype="http://www.w3.org/2001/XMLSchema#string">10.13039/501100000780</dct:identifier>
        <foaf:name>European Commission</foaf:name>
      </foaf:Organization>
    </schema:funder>
    <dct:issued rdf:datatype="http://www.w3.org/2001/XMLSchema#date">2020-03-09</dct:issued>
    <dct:language rdf:resource="http://publications.europa.eu/resource/authority/language/ENG"/>
    <owl:sameAs rdf:resource="https://zenodo.org/record/3701479"/>
    <adms:identifier>
      <adms:Identifier>
        <skos:notation rdf:datatype="http://www.w3.org/2001/XMLSchema#anyURI">https://zenodo.org/record/3701479</skos:notation>
        <adms:schemeAgency>url</adms:schemeAgency>
      </adms:Identifier>
    </adms:identifier>
    <dct:isVersionOf rdf:resource="https://doi.org/10.5281/zenodo.3701478"/>
    <dct:description>&lt;p&gt;Shock forest fires have short and long-terms devastating impact on the sustainable management and viability of&lt;br&gt; natural, cultural and residential environments, the local and regional economies and societies. Thus, the utilisation of&lt;br&gt; risk-based decision support systems which encapsulate the technological achievements in Geographical Information&lt;br&gt; Systems (GIS) and fire growth simulation models have rapidly increased in the last decades. On the other hand,&lt;br&gt; the rise of image and video capturing technology, the usage mobile and wearable devices, and the availability of&lt;br&gt; large amounts of multimedia in social media or other online repositories has increased the interest in the image&lt;br&gt; understanding domain. Recent computer vision techniques endeavour to solve several societal problems with&lt;br&gt; security and safety domains to be one of the most serious amongst others. Out of the millions of images that exist&lt;br&gt; online in social media or news articles a great deal of them might include the existence of a crisis or emergency&lt;br&gt; event. In this work, we propose a Multi-Layer Fusion framework, for Real-Time Fire Severity Assessment, based&lt;br&gt; on knowledge extracted from the analysis of Fire Multimedia Incidents. Our approach consists of two levels: (a)&lt;br&gt; an Early Fusion level, in which state-of-the-art image understanding techniques are deployed so as to discover&lt;br&gt; fire incidents and objects from images, and (b) the Decision Fusion level which combines multiple fire incident&lt;br&gt; reports aiming to assess the severity of the ongoing fire event. We evaluate our image understanding techniques in a&lt;br&gt; collection of public fire image databases, and generate simulated incidents and feed them to our Decision Fusion&lt;br&gt; level so as to showcase our method&amp;rsquo;s applicability.&lt;/p&gt;</dct:description>
    <dct:accessRights rdf:resource="http://publications.europa.eu/resource/authority/access-right/PUBLIC"/>
    <dct:accessRights>
      <dct:RightsStatement rdf:about="info:eu-repo/semantics/openAccess">
        <rdfs:label>Open Access</rdfs:label>
      </dct:RightsStatement>
    </dct:accessRights>
    <dcat:distribution>
      <dcat:Distribution>
        <dct:license rdf:resource="https://creativecommons.org/licenses/by/4.0/legalcode"/>
        <dcat:accessURL rdf:resource="https://doi.org/10.5281/zenodo.3701479"/>
      </dcat:Distribution>
    </dcat:distribution>
    <dcat:distribution>
      <dcat:Distribution>
        <dcat:accessURL>https://doi.org/10.5281/zenodo.3701479</dcat:accessURL>
        <dcat:byteSize>3653279</dcat:byteSize>
        <dcat:downloadURL>https://zenodo.org/record/3701479/files/A Multi-Layer Fusion Approach For Real-Time Fire Severity Assessment Based on Multimedia Incidents.pdf</dcat:downloadURL>
        <dcat:mediaType>application/pdf</dcat:mediaType>
      </dcat:Distribution>
    </dcat:distribution>
  </rdf:Description>
  <foaf:Project rdf:about="info:eu-repo/grantAgreement/EC/H2020/700475/">
    <dct:identifier rdf:datatype="http://www.w3.org/2001/XMLSchema#string">700475</dct:identifier>
    <dct:title>Enhancing decision support and management services in extreme weather climate events</dct:title>
    <frapo:isAwardedBy>
      <foaf:Organization>
        <dct:identifier rdf:datatype="http://www.w3.org/2001/XMLSchema#string">10.13039/501100000780</dct:identifier>
        <foaf:name>European Commission</foaf:name>
      </foaf:Organization>
    </frapo:isAwardedBy>
  </foaf:Project>
  <foaf:Project rdf:about="info:eu-repo/grantAgreement/EC/H2020/832876/">
    <dct:identifier rdf:datatype="http://www.w3.org/2001/XMLSchema#string">832876</dct:identifier>
    <dct:title>Enhancing Standardisation strategies to integrate innovative technologies for Safety and Security in existing water networks</dct:title>
    <frapo:isAwardedBy>
      <foaf:Organization>
        <dct:identifier rdf:datatype="http://www.w3.org/2001/XMLSchema#string">10.13039/501100000780</dct:identifier>
        <foaf:name>European Commission</foaf:name>
      </foaf:Organization>
    </frapo:isAwardedBy>
  </foaf:Project>
</rdf:RDF>
49
36
views
downloads
All versions This version
Views 4949
Downloads 3636
Data volume 131.5 MB131.5 MB
Unique views 4040
Unique downloads 3333
More info on how stats are collected.
Indexed in
Publication date:
March 9, 2020
DOI:
10.5281/zenodo.3701479

Zenodo DOI Badge

DOI 

10.5281/zenodo.3701479

Markdown 

[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.3701479.svg)](https://doi.org/10.5281/zenodo.3701479)

reStructedText 

.. image:: https://zenodo.org/badge/DOI/10.5281/zenodo.3701479.svg
   :target: https://doi.org/10.5281/zenodo.3701479

HTML 

<a href="https://doi.org/10.5281/zenodo.3701479"><img src="https://zenodo.org/badge/DOI/10.5281/zenodo.3701479.svg" alt="DOI"></a>

Image URL 

https://zenodo.org/badge/DOI/10.5281/zenodo.3701479.svg

Target URL 

https://doi.org/10.5281/zenodo.3701479

Keyword(s):
Crisis Management Real-Time Fire Severity Assessment Image Recognition Object Detection Semantic Segmentation
Grants:
European Commission:
  • beAWARE - Enhancing decision support and management services in extreme weather climate events (700475)
  • aqua3S - Enhancing Standardisation strategies to integrate innovative technologies for Safety and Security in existing water networks (832876)
Meeting:
17th International Conference on Information Systems for Crisis Response and Management (ISCRAM 2020), Blacksburg, Virginia, USA, May 24, 2020 - May 27, 202 (Session Track 1 - AI Systems for Crisis and Risks)
License (for files):
Creative Commons Attribution 4.0 International

Versions

Version 1 10.5281/zenodo.3701479 Mar 9, 2020
Cite all versions? You can cite all versions by using the DOI 10.5281/zenodo.3701478. This DOI represents all versions, and will always resolve to the latest one. Read more.

Share

Cite as

Export