{"id":"https://openalex.org/W4389989144","doi":"https://doi.org/10.1109/ist59124.2023.10355703","title":"Wildforest Fire Detection with ShRe-Xception Network on Aerial Optical and Infrared Images","display_name":"Wildforest Fire Detection with ShRe-Xception Network on Aerial Optical and Infrared Images","publication_year":2023,"publication_date":"2023-10-17","ids":{"openalex":"https://openalex.org/W4389989144","doi":"https://doi.org/10.1109/ist59124.2023.10355703"},"language":"en","primary_location":{"id":"doi:10.1109/ist59124.2023.10355703","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ist59124.2023.10355703","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Imaging Systems and Techniques (IST)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5014315008","display_name":"Emmanouil E. Zachariadis","orcid":"https://orcid.org/0000-0001-8323-2023"},"institutions":[{"id":"https://openalex.org/I55741626","display_name":"Technical University of Crete","ror":"https://ror.org/03f8bz564","country_code":"GR","type":"education","lineage":["https://openalex.org/I55741626"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Emmanouil Zachariadis","raw_affiliation_strings":["Technical University of Crete,School of Electrical and Computer Engineering","School of Electrical and Computer Engineering, Technical University of Crete"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technical University of Crete,School of Electrical and Computer Engineering","institution_ids":["https://openalex.org/I55741626"]},{"raw_affiliation_string":"School of Electrical and Computer Engineering, Technical University of Crete","institution_ids":["https://openalex.org/I55741626"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079822864","display_name":"Marios Antonakakis","orcid":"https://orcid.org/0000-0003-1173-7895"},"institutions":[{"id":"https://openalex.org/I55741626","display_name":"Technical University of Crete","ror":"https://ror.org/03f8bz564","country_code":"GR","type":"education","lineage":["https://openalex.org/I55741626"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Marios Antonakakis","raw_affiliation_strings":["Technical University of Crete,School of Electrical and Computer Engineering","School of Electrical and Computer Engineering, Technical University of Crete"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technical University of Crete,School of Electrical and Computer Engineering","institution_ids":["https://openalex.org/I55741626"]},{"raw_affiliation_string":"School of Electrical and Computer Engineering, Technical University of Crete","institution_ids":["https://openalex.org/I55741626"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031391584","display_name":"Michalis Zervakis","orcid":"https://orcid.org/0000-0002-0705-631X"},"institutions":[{"id":"https://openalex.org/I55741626","display_name":"Technical University of Crete","ror":"https://ror.org/03f8bz564","country_code":"GR","type":"education","lineage":["https://openalex.org/I55741626"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Michalis Zervakis","raw_affiliation_strings":["Technical University of Crete,School of Electrical and Computer Engineering","School of Electrical and Computer Engineering, Technical University of Crete"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technical University of Crete,School of Electrical and Computer Engineering","institution_ids":["https://openalex.org/I55741626"]},{"raw_affiliation_string":"School of Electrical and Computer Engineering, Technical University of Crete","institution_ids":["https://openalex.org/I55741626"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I55741626"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12597","display_name":"Fire Detection and Safety Systems","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12597","display_name":"Fire Detection and Safety Systems","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10555","display_name":"Fire effects on ecosystems","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/rgb-color-model","display_name":"RGB color model","score":0.8395644426345825},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6956906318664551},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6865050792694092},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.573935866355896},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.43627676367759705},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.42469996213912964},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.42144787311553955},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.329373836517334},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.1202247142791748}],"concepts":[{"id":"https://openalex.org/C82990744","wikidata":"https://www.wikidata.org/wiki/Q166194","display_name":"RGB color model","level":2,"score":0.8395644426345825},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6956906318664551},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6865050792694092},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.573935866355896},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.43627676367759705},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.42469996213912964},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.42144787311553955},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.329373836517334},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.1202247142791748}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ist59124.2023.10355703","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ist59124.2023.10355703","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Imaging Systems and Techniques (IST)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.5600000023841858}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W1965229818","https://openalex.org/W2531409750","https://openalex.org/W2603776936","https://openalex.org/W2793947836","https://openalex.org/W3012420847","https://openalex.org/W3136217325","https://openalex.org/W4283323781","https://openalex.org/W4312250248","https://openalex.org/W6888446438","https://openalex.org/W6888447142"],"related_works":["https://openalex.org/W4206357785","https://openalex.org/W4281381188","https://openalex.org/W3192840557","https://openalex.org/W2951211570","https://openalex.org/W4375928479","https://openalex.org/W3167935049","https://openalex.org/W3023427754","https://openalex.org/W3131673289","https://openalex.org/W4393011546","https://openalex.org/W3198847674"],"abstract_inverted_index":{"It":[0],"is":[1],"commonly":[2],"accepted":[3],"that":[4,45,132],"wildforest":[5],"fires":[6],"are":[7,133],"one":[8,193],"of":[9,49,74,130,196],"the":[10,80,91,106,115,144,147,170,182,187,190,213],"major":[11],"natural":[12],"disasters":[13,39],"worldwide.":[14],"This":[15,32,185],"destruction":[16],"has":[17],"a":[18,42,207],"crucial":[19],"impact":[20],"to":[21],"fire":[22,215],"fighters":[23],"and":[24,29,53,61,79,122,127,137,173,209],"civilian":[25],"lives,":[26],"animal":[27],"extinction,":[28],"forest":[30],"degradation.":[31],"work":[33],"focuses":[34],"on":[35,90,159,212,220],"preventing":[36],"potentially":[37,205],"extensive":[38],"by":[40,110],"developing":[41],"detection":[43,216],"system":[44],"can":[46,204],"classify":[47],"images":[48,113,129,195],"forests":[50,131],"in":[51,139,199],"\"Fire\"":[52,126],"\"non-Fire\"":[54,128],"cases":[55],"with":[56,95],"input":[57,96],"from":[58,97,114,135],"both":[59,68,197],"RGB":[60,99],"Infrared":[62],"(IR)":[63],"cameras.":[64],"Our":[65],"design":[66],"uses":[67],"an":[69],"existing":[70],"small":[71],"\u2013":[72],"architecture":[73],"Xception":[75,93],"network":[76,94,109],"(small-arch":[77],"Xception)":[78],"proposed":[81,107],"Short":[82],"Recursive":[83],"(ShRe)-Xception.":[84],"We":[85,103],"first":[86],"use":[87],"transfer":[88,157],"learning":[89,158],"small-arch":[92,160,171],"either":[98],"or":[100],"IR":[101],"images.":[102],"also":[104],"train":[105],"ShRe-Xception":[108,183,203],"using":[111],"all":[112],"very":[116],"beginning.":[117],"Datasets":[118],"used":[119],"for":[120,194],"training":[121,169,181],"testing":[123,143],"purposes":[124],"contain":[125],"captured":[134],"UAVs":[136],"uploaded":[138],"IEEE":[140],"portal.":[141],"When":[142],"above":[145],"models,":[146],"estimated":[148],"accuracy":[149],"was":[150],"RGB:":[151,162,174],"77.72%":[152],"/":[153,164,176],"IR:":[154,165,177],"96.83%":[155],"after":[156,179],"Xception,":[161,172],"84.86%":[163],"29.18%":[166],"when":[167],"initially":[168,180],"90.10%":[175],"99.31%":[178],"model.":[184],"makes":[186],"latter":[188],"model":[189],"most":[191],"accurate":[192],"spectrums":[198],"our":[200],"experiments.":[201],"The":[202],"play":[206],"vital":[208],"efficient":[210],"role":[211],"real-time":[214],"during":[217],"aerial":[218],"surveillance":[219],"wild-forests.":[221]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}