March 9, 2020 Conference paper Open Access

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:cnt="http://www.w3.org/2011/content#" 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: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:rights>
          <dct:RightsStatement rdf:about="https://creativecommons.org/licenses/by/4.0/legalcode">
            <rdfs:label>Creative Commons Attribution 4.0 International</rdfs:label>
          </dct:RightsStatement>
        </dct:rights>
        <dcat:accessURL rdf:resource="https://doi.org/10.5281/zenodo.3701479"/>
      </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>