{"id":"https://openalex.org/W4387503115","doi":"https://doi.org/10.3390/s23208374","title":"An Improved Wildfire Smoke Detection Based on YOLOv8 and UAV Images","display_name":"An Improved Wildfire Smoke Detection Based on YOLOv8 and UAV Images","publication_year":2023,"publication_date":"2023-10-10","ids":{"openalex":"https://openalex.org/W4387503115","doi":"https://doi.org/10.3390/s23208374","pmid":"https://pubmed.ncbi.nlm.nih.gov/37896467"},"language":"en","primary_location":{"id":"doi:10.3390/s23208374","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23208374","pdf_url":"https://www.mdpi.com/1424-8220/23/20/8374/pdf?version=1696946184","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/23/20/8374/pdf?version=1696946184","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5029530857","display_name":"Saydirasulov Norkobil Saydirasulovich","orcid":null},"institutions":[{"id":"https://openalex.org/I12832649","display_name":"Gachon University","ror":"https://ror.org/03ryywt80","country_code":"KR","type":"education","lineage":["https://openalex.org/I12832649"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Saydirasulov Norkobil Saydirasulovich","raw_affiliation_strings":["Department of Computer Engineering, Gachon University, Seongnam 13120, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Gachon University, Seongnam 13120, Republic of Korea","institution_ids":["https://openalex.org/I12832649"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054140053","display_name":"Mukhriddin Mukhiddinov","orcid":"https://orcid.org/0000-0002-1424-0799"},"institutions":[{"id":"https://openalex.org/I21256249","display_name":"Tashkent University of Information Technology","ror":"https://ror.org/05987a729","country_code":"UZ","type":"education","lineage":["https://openalex.org/I21256249"]}],"countries":["UZ"],"is_corresponding":false,"raw_author_name":"Mukhriddin Mukhiddinov","raw_affiliation_strings":["Department of Communication and Digital Technologies, University of Management and Future Technologies, Tashkent 100208, Uzbekistan"],"raw_orcid":"https://orcid.org/0000-0002-1424-0799","affiliations":[{"raw_affiliation_string":"Department of Communication and Digital Technologies, University of Management and Future Technologies, Tashkent 100208, Uzbekistan","institution_ids":["https://openalex.org/I21256249"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000464666","display_name":"Oybek Djuraev","orcid":"https://orcid.org/0000-0002-0478-7889"},"institutions":[{"id":"https://openalex.org/I21256249","display_name":"Tashkent University of Information Technology","ror":"https://ror.org/05987a729","country_code":"UZ","type":"education","lineage":["https://openalex.org/I21256249"]}],"countries":["UZ"],"is_corresponding":false,"raw_author_name":"Oybek Djuraev","raw_affiliation_strings":["Department of Communication and Digital Technologies, University of Management and Future Technologies, Tashkent 100208, Uzbekistan"],"raw_orcid":"https://orcid.org/0000-0002-0478-7889","affiliations":[{"raw_affiliation_string":"Department of Communication and Digital Technologies, University of Management and Future Technologies, Tashkent 100208, Uzbekistan","institution_ids":["https://openalex.org/I21256249"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036343089","display_name":"Akmalbek Abdusalomov","orcid":"https://orcid.org/0000-0001-5923-8695"},"institutions":[{"id":"https://openalex.org/I12832649","display_name":"Gachon University","ror":"https://ror.org/03ryywt80","country_code":"KR","type":"education","lineage":["https://openalex.org/I12832649"]},{"id":"https://openalex.org/I55383850","display_name":"Tashkent State University of Economics","ror":"https://ror.org/029t9db68","country_code":"UZ","type":"education","lineage":["https://openalex.org/I55383850"]}],"countries":["KR","UZ"],"is_corresponding":true,"raw_author_name":"Akmalbek Abdusalomov","raw_affiliation_strings":["Department of Artificial Intelligence, Tashkent State University of Economics, Tashkent 100066, Uzbekistan","Department of Computer Engineering, Gachon University, Seongnam 13120, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0001-5923-8695","affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence, Tashkent State University of Economics, Tashkent 100066, Uzbekistan","institution_ids":["https://openalex.org/I55383850"]},{"raw_affiliation_string":"Department of Computer Engineering, Gachon University, Seongnam 13120, Republic of Korea","institution_ids":["https://openalex.org/I12832649"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023896107","display_name":"Young Im Cho","orcid":"https://orcid.org/0000-0003-0184-7599"},"institutions":[{"id":"https://openalex.org/I12832649","display_name":"Gachon University","ror":"https://ror.org/03ryywt80","country_code":"KR","type":"education","lineage":["https://openalex.org/I12832649"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Young-Im Cho","raw_affiliation_strings":["Department of Computer Engineering, Gachon University, Seongnam 13120, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0003-0184-7599","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Gachon University, Seongnam 13120, Republic of Korea","institution_ids":["https://openalex.org/I12832649"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5023896107","https://openalex.org/A5036343089"],"corresponding_institution_ids":["https://openalex.org/I12832649","https://openalex.org/I55383850"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2673},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2673},"fwci":15.5968,"has_fulltext":true,"cited_by_count":111,"citation_normalized_percentile":{"value":0.99824407,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"23","issue":"20","first_page":"8374","last_page":"8374"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12597","display_name":"Fire Detection and Safety Systems","score":1.0,"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":1.0,"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":0.9991000294685364,"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/T11019","display_name":"Image Enhancement Techniques","score":0.9939000010490417,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/smoke","display_name":"Smoke","score":0.7519103288650513},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.4842788577079773},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.46070021390914917},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.4459303021430969},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2713142931461334},{"id":"https://openalex.org/keywords/waste-management","display_name":"Waste management","score":0.12257599830627441},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.12081420421600342}],"concepts":[{"id":"https://openalex.org/C58874564","wikidata":"https://www.wikidata.org/wiki/Q130768","display_name":"Smoke","level":2,"score":0.7519103288650513},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.4842788577079773},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.46070021390914917},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.4459303021430969},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2713142931461334},{"id":"https://openalex.org/C548081761","wikidata":"https://www.wikidata.org/wiki/Q180388","display_name":"Waste management","level":1,"score":0.12257599830627441},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.12081420421600342}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/s23208374","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23208374","pdf_url":"https://www.mdpi.com/1424-8220/23/20/8374/pdf?version=1696946184","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:37896467","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37896467","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10610991","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10610991","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10610991/pdf/sensors-23-08374.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:19c97fd5ea5a4168a2f448fbf4764af7","is_oa":true,"landing_page_url":"https://doaj.org/article/19c97fd5ea5a4168a2f448fbf4764af7","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 23, Iss 20, p 8374 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/s23208374","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23208374","pdf_url":"https://www.mdpi.com/1424-8220/23/20/8374/pdf?version=1696946184","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.6800000071525574}],"awards":[{"id":"https://openalex.org/G1562876257","display_name":null,"funder_award_id":"K_G012002236201","funder_id":"https://openalex.org/F4320321366","funder_display_name":"Gachon University"},{"id":"https://openalex.org/G227203477","display_name":null,"funder_award_id":"K_G012002073401","funder_id":"https://openalex.org/F4320321366","funder_display_name":"Gachon University"},{"id":"https://openalex.org/G8203394756","display_name":null,"funder_award_id":"202208820001","funder_id":"https://openalex.org/F4320321366","funder_display_name":"Gachon University"}],"funders":[{"id":"https://openalex.org/F4320321366","display_name":"Gachon University","ror":"https://ror.org/03ryywt80"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4387503115.pdf"},"referenced_works_count":70,"referenced_works":["https://openalex.org/W1536680647","https://openalex.org/W1984282654","https://openalex.org/W1984585877","https://openalex.org/W2013107860","https://openalex.org/W2109255472","https://openalex.org/W2111586857","https://openalex.org/W2163605009","https://openalex.org/W2193145675","https://openalex.org/W2194775991","https://openalex.org/W2510539108","https://openalex.org/W2604967609","https://openalex.org/W2744404719","https://openalex.org/W2756554574","https://openalex.org/W2779835965","https://openalex.org/W2790512519","https://openalex.org/W2791569356","https://openalex.org/W2899607431","https://openalex.org/W2962721361","https://openalex.org/W2963016543","https://openalex.org/W2963068995","https://openalex.org/W2963150697","https://openalex.org/W2963299996","https://openalex.org/W2963351448","https://openalex.org/W2963786238","https://openalex.org/W2963857746","https://openalex.org/W2964241181","https://openalex.org/W2964444661","https://openalex.org/W2977616508","https://openalex.org/W2979622578","https://openalex.org/W2992416566","https://openalex.org/W2997747012","https://openalex.org/W3022657898","https://openalex.org/W3029201656","https://openalex.org/W3034971973","https://openalex.org/W3049543438","https://openalex.org/W3080213850","https://openalex.org/W3080308370","https://openalex.org/W3106250896","https://openalex.org/W3137386584","https://openalex.org/W3158505286","https://openalex.org/W3159605905","https://openalex.org/W3161728163","https://openalex.org/W3168540574","https://openalex.org/W3170009461","https://openalex.org/W3176187859","https://openalex.org/W3202825385","https://openalex.org/W3203596689","https://openalex.org/W4200555195","https://openalex.org/W4205785826","https://openalex.org/W4210257375","https://openalex.org/W4210314824","https://openalex.org/W4213193982","https://openalex.org/W4214507171","https://openalex.org/W4224312477","https://openalex.org/W4224936685","https://openalex.org/W4290755474","https://openalex.org/W4297504216","https://openalex.org/W4303644807","https://openalex.org/W4306404511","https://openalex.org/W4307280068","https://openalex.org/W4311104091","https://openalex.org/W4313594276","https://openalex.org/W4317104075","https://openalex.org/W4318464214","https://openalex.org/W4327620340","https://openalex.org/W4381149204","https://openalex.org/W4385342336","https://openalex.org/W4386075524","https://openalex.org/W4386076325","https://openalex.org/W6782014368"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2328698228","https://openalex.org/W830499452","https://openalex.org/W2073410048","https://openalex.org/W2353278981","https://openalex.org/W2390279801","https://openalex.org/W4288693901","https://openalex.org/W2382876515","https://openalex.org/W3048832137","https://openalex.org/W2358668433"],"abstract_inverted_index":{"Forest":[0],"fires":[1,17],"rank":[2],"among":[3],"the":[4,12,22,66,76,87,117,124,129,136,149,154,172,180,184,193,205,226],"costliest":[5],"and":[6,48,79,147,237,247],"deadliest":[7],"natural":[8],"disasters":[9],"globally.":[10],"Identifying":[11],"smoke":[13,35,52,164,211],"generated":[14],"by":[15,101],"forest":[16,33,162,188],"is":[18,133],"pivotal":[19],"in":[20,46,50,83,210],"facilitating":[21],"prompt":[23],"suppression":[24],"of":[25,68,110,156,161,187,195,218,245],"developing":[26],"fires.":[27],"Nevertheless,":[28],"succeeding":[29],"techniques":[30],"for":[31,97,120],"detecting":[32],"fire":[34,163,189],"encounter":[36],"persistent":[37],"issues,":[38],"including":[39],"a":[40,94,102,221],"slow":[41],"identification":[42],"rate,":[43],"suboptimal":[44],"accuracy":[45],"detection,":[47,212],"challenges":[49,77],"distinguishing":[51],"originating":[53],"from":[54],"small":[55,235],"sources.":[56],"This":[57,113,141,176],"study":[58,170],"presents":[59],"an":[60,214],"enhanced":[61,206],"YOLOv8":[62,207],"model":[63,145],"customized":[64],"to":[65,74,232],"context":[67],"unmanned":[69],"aerial":[70],"vehicle":[71],"(UAV)":[72],"images":[73],"address":[75],"above":[78],"attain":[80],"heightened":[81],"precision":[82,216,234,239],"detection":[84],"accuracy.":[85],"Firstly,":[86],"research":[88],"incorporates":[89],"Wise-IoU":[90],"(WIoU)":[91],"v3":[92],"as":[93],"regression":[95],"loss":[96],"bounding":[98],"boxes,":[99],"supplemented":[100],"reasonable":[103],"gradient":[104],"allocation":[105],"strategy":[106],"that":[107],"prioritizes":[108],"samples":[109],"common":[111],"quality.":[112],"strategic":[114,142],"approach":[115],"enhances":[116],"model's":[118,181,208,229],"capacity":[119],"precise":[121],"localization.":[122],"Secondly,":[123],"conventional":[125],"convolutional":[126],"process":[127],"within":[128,165],"intermediate":[130],"neck":[131],"layer":[132],"substituted":[134],"with":[135],"Ghost":[137],"Shuffle":[138],"Convolution":[139],"mechanism.":[140,175],"substitution":[143],"reduces":[144],"parameters":[146],"expedites":[148],"convergence":[150],"rate.":[151],"Thirdly,":[152],"recognizing":[153],"challenge":[155],"inadequately":[157],"capturing":[158],"salient":[159],"features":[160],"intricate":[166],"wooded":[167],"settings,":[168],"this":[169],"introduces":[171],"BiFormer":[173],"attention":[174,182],"mechanism":[177],"strategically":[178],"directs":[179],"towards":[183],"feature":[185],"intricacies":[186],"smoke,":[190],"simultaneously":[191],"suppressing":[192],"influence":[194],"irrelevant,":[196],"non-target":[197],"background":[198],"information.":[199],"The":[200,228],"obtained":[201],"experimental":[202],"findings":[203],"highlight":[204],"effectiveness":[209],"proving":[213],"average":[215,233,238],"(AP)":[217],"79.4%,":[219],"signifying":[220],"notable":[222],"3.3%":[223],"enhancement":[224],"over":[225],"baseline.":[227],"performance":[230],"extends":[231],"(APS)":[236],"large":[240],"(APL),":[241],"registering":[242],"robust":[243],"values":[244],"71.3%":[246],"92.6%,":[248],"respectively.":[249]},"counts_by_year":[{"year":2026,"cited_by_count":22},{"year":2025,"cited_by_count":49},{"year":2024,"cited_by_count":39},{"year":2023,"cited_by_count":1}],"updated_date":"2026-08-04T08:18:43.703281","created_date":"2025-10-10T00:00:00"}
