{"id":"https://openalex.org/W4401907591","doi":"https://doi.org/10.1109/jstars.2024.3450714","title":"Wildfire Detection Powered by Involutional Neural Network and Multitask Learning With Dark Channel Prior Technique","display_name":"Wildfire Detection Powered by Involutional Neural Network and Multitask Learning With Dark Channel Prior Technique","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4401907591","doi":"https://doi.org/10.1109/jstars.2024.3450714"},"language":"en","primary_location":{"id":"doi:10.1109/jstars.2024.3450714","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2024.3450714","pdf_url":null,"source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/jstars.2024.3450714","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5094010518","display_name":"Md. Fahim-Ul-Islam","orcid":"https://orcid.org/0009-0002-0044-7569"},"institutions":[{"id":"https://openalex.org/I5518804","display_name":"BRAC University","ror":"https://ror.org/00sge8677","country_code":"BD","type":"education","lineage":["https://openalex.org/I5518804"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Md. Fahim-Ul-Islam","raw_affiliation_strings":["Department of Computer Science and Engineering, Brac University, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0009-0002-0044-7569","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Brac University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I5518804"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076601745","display_name":"Noshin Tabassum","orcid":null},"institutions":[{"id":"https://openalex.org/I5518804","display_name":"BRAC University","ror":"https://ror.org/00sge8677","country_code":"BD","type":"education","lineage":["https://openalex.org/I5518804"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Noshin Tabassum","raw_affiliation_strings":["Department of Computer Science and Engineering, Brac University, Dhaka, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Brac University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I5518804"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035270060","display_name":"Amitabha Chakrabarty","orcid":"https://orcid.org/0000-0003-0306-4029"},"institutions":[{"id":"https://openalex.org/I5518804","display_name":"BRAC University","ror":"https://ror.org/00sge8677","country_code":"BD","type":"education","lineage":["https://openalex.org/I5518804"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Amitabha Chakrabarty","raw_affiliation_strings":["Department of Computer Science and Engineering, Brac University, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0000-0003-0306-4029","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Brac University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I5518804"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034717122","display_name":"Syed Mahfuzul Aziz","orcid":"https://orcid.org/0000-0002-9627-7594"},"institutions":[{"id":"https://openalex.org/I5518804","display_name":"BRAC University","ror":"https://ror.org/00sge8677","country_code":"BD","type":"education","lineage":["https://openalex.org/I5518804"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Syed Mahfuzul Aziz","raw_affiliation_strings":["Brac University, Dhaka, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Brac University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I5518804"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108974979","display_name":"Mahdieh Shirmohammadi","orcid":null},"institutions":[{"id":"https://openalex.org/I192209268","display_name":"Shaoxing University","ror":"https://ror.org/0435tej63","country_code":"CN","type":"education","lineage":["https://openalex.org/I192209268"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mahdieh Shirmohammadi","raw_affiliation_strings":["Institute of Artificial Intelligence, Shaoxing University, Shaoxing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Artificial Intelligence, Shaoxing University, Shaoxing, China","institution_ids":["https://openalex.org/I192209268"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5096645777","display_name":"Nasim Khonsari","orcid":"https://orcid.org/0009-0006-3402-5021"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nasim Khonsari","raw_affiliation_strings":["Westcliff University, College of Business, Westcliff University, Irvine, CA, USA"],"raw_orcid":"https://orcid.org/0009-0006-3402-5021","affiliations":[{"raw_affiliation_string":"Westcliff University, College of Business, Westcliff University, Irvine, CA, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019347107","display_name":"Hyun\u2010Han Kwon","orcid":"https://orcid.org/0000-0003-4465-2708"},"institutions":[{"id":"https://openalex.org/I28777354","display_name":"Sejong University","ror":"https://ror.org/00aft1q37","country_code":"KR","type":"education","lineage":["https://openalex.org/I28777354"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Hyun-Han Kwon","raw_affiliation_strings":["Department of Civil and Environment Engineering, Sejong University, Seoul, South Korea"],"raw_orcid":"https://orcid.org/0000-0003-4465-2708","affiliations":[{"raw_affiliation_string":"Department of Civil and Environment Engineering, Sejong University, Seoul, South Korea","institution_ids":["https://openalex.org/I28777354"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047578139","display_name":"Md. Jalil Piran","orcid":"https://orcid.org/0000-0003-3229-6785"},"institutions":[{"id":"https://openalex.org/I28777354","display_name":"Sejong University","ror":"https://ror.org/00aft1q37","country_code":"KR","type":"education","lineage":["https://openalex.org/I28777354"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Md. Jalil Piran","raw_affiliation_strings":["Department of Computer Science and Engineering, Sejong University, Seoul, South Korea"],"raw_orcid":"https://orcid.org/0000-0003-3229-6785","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Sejong University, Seoul, South Korea","institution_ids":["https://openalex.org/I28777354"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1250,"currency":"USD","value_usd":1250},"apc_paid":{"value":1250,"currency":"USD","value_usd":1250},"fwci":1.4729,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.80862102,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"17","issue":null,"first_page":"19095","last_page":"19114"},"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":0.9988999962806702,"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":0.9972000122070312,"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/computer-science","display_name":"Computer science","score":0.7101520895957947},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5421271324157715},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.47724008560180664},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45740818977355957},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.45568087697029114},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.4305036664009094},{"id":"https://openalex.org/keywords/multi-task-learning","display_name":"Multi-task learning","score":0.4183931052684784},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3984823524951935},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.1792277693748474},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.17806681990623474},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11197903752326965}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7101520895957947},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5421271324157715},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.47724008560180664},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45740818977355957},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.45568087697029114},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.4305036664009094},{"id":"https://openalex.org/C28006648","wikidata":"https://www.wikidata.org/wiki/Q6934509","display_name":"Multi-task learning","level":3,"score":0.4183931052684784},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3984823524951935},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.1792277693748474},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.17806681990623474},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11197903752326965},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/jstars.2024.3450714","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2024.3450714","pdf_url":null,"source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:c0ca6b17294b40e499030005265bc0a0","is_oa":true,"landing_page_url":"https://doaj.org/article/c0ca6b17294b40e499030005265bc0a0","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":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol 17, Pp 19095-19114 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/jstars.2024.3450714","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2024.3450714","pdf_url":null,"source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Climate action","score":0.6399999856948853,"id":"https://metadata.un.org/sdg/13"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":81,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2128254161","https://openalex.org/W2133665775","https://openalex.org/W2194775991","https://openalex.org/W2520707372","https://openalex.org/W2560023338","https://openalex.org/W2794284562","https://openalex.org/W2960178672","https://openalex.org/W2962858109","https://openalex.org/W2962862396","https://openalex.org/W2963446712","https://openalex.org/W2963958344","https://openalex.org/W2969640942","https://openalex.org/W2985488694","https://openalex.org/W2985549915","https://openalex.org/W2998014461","https://openalex.org/W2999979194","https://openalex.org/W3001152983","https://openalex.org/W3005546201","https://openalex.org/W3006300626","https://openalex.org/W3008626511","https://openalex.org/W3017198067","https://openalex.org/W3022140654","https://openalex.org/W3026536359","https://openalex.org/W3034404898","https://openalex.org/W3099079911","https://openalex.org/W3106904274","https://openalex.org/W3134120907","https://openalex.org/W3136217325","https://openalex.org/W3140854437","https://openalex.org/W3151130473","https://openalex.org/W3155303419","https://openalex.org/W3158850270","https://openalex.org/W3162524694","https://openalex.org/W3165482332","https://openalex.org/W3165931591","https://openalex.org/W3176110204","https://openalex.org/W3177349073","https://openalex.org/W3194822352","https://openalex.org/W3196753292","https://openalex.org/W3197083592","https://openalex.org/W3204614423","https://openalex.org/W3205566854","https://openalex.org/W3211490618","https://openalex.org/W4205721704","https://openalex.org/W4210683801","https://openalex.org/W4220830592","https://openalex.org/W4223909265","https://openalex.org/W4223986678","https://openalex.org/W4225697225","https://openalex.org/W4293240516","https://openalex.org/W4295832403","https://openalex.org/W4309151968","https://openalex.org/W4318464214","https://openalex.org/W4361765030","https://openalex.org/W4366775377","https://openalex.org/W4366778238","https://openalex.org/W4378072317","https://openalex.org/W4382624116","https://openalex.org/W4382727442","https://openalex.org/W4383721837","https://openalex.org/W4386638461","https://openalex.org/W4386799099","https://openalex.org/W4386873870","https://openalex.org/W4387503115","https://openalex.org/W4388110893","https://openalex.org/W4389224949","https://openalex.org/W4391090728","https://openalex.org/W4391684165","https://openalex.org/W4391707499","https://openalex.org/W4392303500","https://openalex.org/W4393072609","https://openalex.org/W4393185602","https://openalex.org/W4394685521","https://openalex.org/W4396877795","https://openalex.org/W4398151339","https://openalex.org/W4398250709","https://openalex.org/W4400129589","https://openalex.org/W4400881081","https://openalex.org/W6762718338","https://openalex.org/W6797399245"],"related_works":["https://openalex.org/W4375867731","https://openalex.org/W2611989081","https://openalex.org/W4377865163","https://openalex.org/W3193857078","https://openalex.org/W2888956734","https://openalex.org/W3000197790","https://openalex.org/W4315865067","https://openalex.org/W3208304128","https://openalex.org/W2979433843","https://openalex.org/W2951720331"],"abstract_inverted_index":{"Wildfires":[0],"are":[1,56],"crucial":[2,37],"to":[3,14,50,207],"the":[4,18,51,70,96,112,117,147,159,173,192,199,233,236,265],"ecosystem":[5],"health,":[6],"yet":[7],"wildfires":[8,274],"also":[9],"pose":[10],"a":[11,164],"grave":[12],"threat":[13],"human":[15],"lives":[16],"and":[17,30,41,108,139,162,188,196,214,227,249,261,272],"environment.":[19],"Early":[20],"detection":[21,186],"remains":[22],"challenging,":[23],"especially":[24,69],"in":[25,64,82,158,172,216,270,275],"remote":[26,65,83],"areas.":[27],"Satellite":[28],"data":[29,67,85],"autonomous":[31],"aerial":[32],"vehicles":[33],"(AAVs)":[34],"have":[35],"become":[36],"tools":[38],"for":[39,105,133,179],"detecting":[40],"monitoring":[42],"wildfires.":[43],"Achieving":[44],"proper":[45],"identification":[46,92],"is":[47,103,205],"demanding":[48],"due":[49],"intricacy":[52],"of":[53,72,137,142,149,156,170,235,247,267],"wildfires,":[54],"which":[55,239],"impacted":[57],"by":[58,115,223],"various":[59],"environmental":[60],"factors.":[61],"Recent":[62],"advances":[63],"sensing":[66,84],"analysis,":[68,86],"use":[71],"machine":[73,80],"learning":[74,81],"models,":[75],"demonstrate":[76,264],"captivating":[77],"potential.":[78],"Applying":[79],"this":[87],"study":[88],"examines":[89],"state-of-the-art":[90],"wildfire":[91,106,180,185],"strategies":[93],"based":[94],"on":[95],"modified":[97],"involutional":[98,118],"neural":[99,119],"network":[100,120],"(Inv-Net).":[101],"Inv-Net":[102,152,190],"used":[104,178,206],"segmentation":[107,174],"classification":[109,160,195],"that":[110],"enhances":[111],"U-Net":[113],"architecture":[114],"incorporating":[116],"(INN)":[121],"as":[122,212],"its":[123],"backbone.":[124],"The":[125,230],"INN":[126],"layers":[127],"dynamically":[128],"perform":[129],"kernel":[130],"alterations,":[131],"allowing":[132],"more":[134],"efficient":[135],"extraction":[136],"features":[138],"improved":[140],"capture":[141],"spatial":[143],"correlations.":[144],"By":[145],"utilizing":[146],"concept":[148],"multitask":[150],"learning,":[151],"achieves":[153,240],"an":[154,241],"accuracy":[155,187],"98.1%":[157],"task":[161],"exhibits":[163],"noteworthy":[165],"Intersection":[166],"over":[167],"Union":[168],"score":[169],"97.6%":[171],"task,":[175],"notably":[176],"when":[177],"image":[181,255],"analysis.":[182],"To":[183],"improve":[184],"resilience,":[189],"uses":[191],"synergies":[193],"between":[194],"segmentation.":[197],"Furthermore,":[198],"dark":[200],"channel":[201],"prior":[202],"(DCP)":[203],"technique":[204],"address":[208],"atmospheric":[209],"disturbances":[210],"such":[211],"haze":[213],"fog":[215],"static":[217],"images.":[218],"DCP":[219,237],"reduces":[220],"optical":[221],"interference":[222],"estimating":[224],"depth":[225],"maps":[226],"transmission":[228],"maps.":[229],"results":[231],"highlight":[232],"importance":[234],"method,":[238],"excellent":[242],"structural":[243],"similarity":[244],"index":[245],"measure":[246],"0.7831":[248],"peak-signal-to-noise":[250],"ratioof":[251],"17.4321,":[252],"indicating":[253],"greater":[254],"dehazing":[256],"methods.":[257],"In":[258],"comprehensive":[259],"trials":[260],"comparisons,":[262],"we":[263],"robustness":[266],"our":[268],"approach":[269],"identifying":[271],"mapping":[273],"challenging":[276],"conditions.":[277]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}
