Conference paper Open Access
Gerasimos Antzoulatos; Panagiotis Giannakeris; Ilias Koulalis; Anastasios Karakostas; Stefanos Vrochidis; Ioannis Kompatsiaris
<?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><p>Shock forest fires have short and long-terms devastating impact on the sustainable management and viability of<br> natural, cultural and residential environments, the local and regional economies and societies. Thus, the utilisation of<br> risk-based decision support systems which encapsulate the technological achievements in Geographical Information<br> Systems (GIS) and fire growth simulation models have rapidly increased in the last decades. On the other hand,<br> the rise of image and video capturing technology, the usage mobile and wearable devices, and the availability of<br> large amounts of multimedia in social media or other online repositories has increased the interest in the image<br> understanding domain. Recent computer vision techniques endeavour to solve several societal problems with<br> security and safety domains to be one of the most serious amongst others. Out of the millions of images that exist<br> online in social media or news articles a great deal of them might include the existence of a crisis or emergency<br> event. In this work, we propose a Multi-Layer Fusion framework, for Real-Time Fire Severity Assessment, based<br> on knowledge extracted from the analysis of Fire Multimedia Incidents. Our approach consists of two levels: (a)<br> an Early Fusion level, in which state-of-the-art image understanding techniques are deployed so as to discover<br> fire incidents and objects from images, and (b) the Decision Fusion level which combines multiple fire incident<br> reports aiming to assess the severity of the ongoing fire event. We evaluate our image understanding techniques in a<br> collection of public fire image databases, and generate simulated incidents and feed them to our Decision Fusion<br> level so as to showcase our method&rsquo;s applicability.</p></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>
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