{"id":"https://openalex.org/W4283698609","doi":"https://doi.org/10.1109/atsip55956.2022.9805875","title":"ResNet-50 based fire and smoke images classification","display_name":"ResNet-50 based fire and smoke images classification","publication_year":2022,"publication_date":"2022-05-24","ids":{"openalex":"https://openalex.org/W4283698609","doi":"https://doi.org/10.1109/atsip55956.2022.9805875"},"language":"en","primary_location":{"id":"doi:10.1109/atsip55956.2022.9805875","is_oa":false,"landing_page_url":"https://doi.org/10.1109/atsip55956.2022.9805875","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 6th International Conference on Advanced Technologies for Signal and Image Processing (ATSIP)","raw_type":"proceedings-article"},"type":"article","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/A5086155446","display_name":"Hedi Jabnouni","orcid":null},"institutions":[{"id":"https://openalex.org/I8636806","display_name":"University of Sousse","ror":"https://ror.org/00dmpgj58","country_code":"TN","type":"education","lineage":["https://openalex.org/I8636806"]}],"countries":["TN"],"is_corresponding":true,"raw_author_name":"Hedi Jabnouni","raw_affiliation_strings":["Universit&#x00E9; de Sousse,Institut Sup&#x00E9;rieur d&#x2019;Informatique et des Techniques de Communication de H. Sousse,H. Sousse,Tunisie,4011","rieur d&#x2019","Institut Sup&#x00E9","de Sousse, H. Sousse, Tunisie","de Tunis, Tunis, Tunisia","LR13 ES03 SIME, ENSIT, Universit&#x00E9"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit&#x00E9; de Sousse,Institut Sup&#x00E9;rieur d&#x2019;Informatique et des Techniques de Communication de H. Sousse,H. Sousse,Tunisie,4011","institution_ids":["https://openalex.org/I8636806"]},{"raw_affiliation_string":"rieur d&#x2019","institution_ids":[]},{"raw_affiliation_string":"Institut Sup&#x00E9","institution_ids":[]},{"raw_affiliation_string":"de Sousse, H. Sousse, Tunisie","institution_ids":["https://openalex.org/I8636806"]},{"raw_affiliation_string":"de Tunis, Tunis, Tunisia","institution_ids":[]},{"raw_affiliation_string":"LR13 ES03 SIME, ENSIT, Universit&#x00E9","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072526903","display_name":"Imen Arfaoui","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Imen Arfaoui","raw_affiliation_strings":["Universit&#x00E9; de Tunis,LR13 ES03 SIME, ENSIT,Tunis,Tunisia,1008","de Tunis, Tunis, Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit&#x00E9; de Tunis,LR13 ES03 SIME, ENSIT,Tunis,Tunisia,1008","institution_ids":[]},{"raw_affiliation_string":"de Tunis, Tunis, Tunisia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056794813","display_name":"Mohamed Ali Cherni","orcid":"https://orcid.org/0000-0002-0736-9340"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mohamed Ali Cherni","raw_affiliation_strings":["Universit&#x00E9; de Tunis,LR13 ES03 SIME, ENSIT,Tunis,Tunisia,1008","de Tunis, Tunis, Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit&#x00E9; de Tunis,LR13 ES03 SIME, ENSIT,Tunis,Tunisia,1008","institution_ids":[]},{"raw_affiliation_string":"de Tunis, Tunis, Tunisia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061200301","display_name":"Moez Bouchouicha","orcid":"https://orcid.org/0000-0002-8174-6343"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I143002897","display_name":"Universit\u00e9 de Toulon","ror":"https://ror.org/02m9kbe37","country_code":"FR","type":"education","lineage":["https://openalex.org/I143002897"]},{"id":"https://openalex.org/I4210088137","display_name":"Toulon Var Technologies (France)","ror":"https://ror.org/009n2kd47","country_code":"FR","type":"company","lineage":["https://openalex.org/I4210088137"]},{"id":"https://openalex.org/I4210114274","display_name":"Laboratoire d\u2019Informatique et Syst\u00e8mes","ror":"https://ror.org/0257sgk90","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I143002897","https://openalex.org/I21491767","https://openalex.org/I4210114274"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Moez Bouchouicha","raw_affiliation_strings":["Universit&#x00E9; de Toulon,Aix Marseille Univ, CNRS, LIS,Toulon,France,83041","de Toulon, Toulon, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit&#x00E9; de Toulon,Aix Marseille Univ, CNRS, LIS,Toulon,France,83041","institution_ids":["https://openalex.org/I143002897","https://openalex.org/I4210114274","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"de Toulon, Toulon, France","institution_ids":["https://openalex.org/I4210088137"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007949063","display_name":"Mounir Sayadi","orcid":"https://orcid.org/0000-0003-4270-421X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mounir Sayadi","raw_affiliation_strings":["Universit&#x00E9; de Tunis,LR13 ES03 SIME, ENSIT,Tunis,Tunisia,1008","de Tunis, Tunis, Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit&#x00E9; de Tunis,LR13 ES03 SIME, ENSIT,Tunis,Tunisia,1008","institution_ids":[]},{"raw_affiliation_string":"de Tunis, Tunis, Tunisia","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5086155446"],"corresponding_institution_ids":["https://openalex.org/I8636806"],"apc_list":null,"apc_paid":null,"fwci":2.3278,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.86891327,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"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":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":0.9980999827384949,"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":0.9829000234603882,"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":0.7384027242660522},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5903202891349792},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.5725962519645691},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5631100535392761},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5474992990493774},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5359792113304138},{"id":"https://openalex.org/keywords/fire-detection","display_name":"Fire detection","score":0.48391395807266235},{"id":"https://openalex.org/keywords/residual-neural-network","display_name":"Residual neural network","score":0.45844435691833496},{"id":"https://openalex.org/keywords/smoke","display_name":"Smoke","score":0.4530654549598694},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.4248376786708832},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4233730435371399},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.42336559295654297},{"id":"https://openalex.org/keywords/chromatic-scale","display_name":"Chromatic scale","score":0.4222021698951721},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.42169299721717834},{"id":"https://openalex.org/keywords/constant-false-alarm-rate","display_name":"Constant false alarm rate","score":0.41803136467933655},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.38166937232017517},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.34850677847862244},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.34286972880363464},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1259777545928955},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.11391064524650574},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09836483001708984}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7384027242660522},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5903202891349792},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.5725962519645691},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5631100535392761},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5474992990493774},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5359792113304138},{"id":"https://openalex.org/C2780836893","wikidata":"https://www.wikidata.org/wiki/Q19922674","display_name":"Fire detection","level":2,"score":0.48391395807266235},{"id":"https://openalex.org/C2944601119","wikidata":"https://www.wikidata.org/wiki/Q43744058","display_name":"Residual neural network","level":3,"score":0.45844435691833496},{"id":"https://openalex.org/C58874564","wikidata":"https://www.wikidata.org/wiki/Q130768","display_name":"Smoke","level":2,"score":0.4530654549598694},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.4248376786708832},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4233730435371399},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.42336559295654297},{"id":"https://openalex.org/C196956537","wikidata":"https://www.wikidata.org/wiki/Q202021","display_name":"Chromatic scale","level":2,"score":0.4222021698951721},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.42169299721717834},{"id":"https://openalex.org/C77052588","wikidata":"https://www.wikidata.org/wiki/Q644307","display_name":"Constant false alarm rate","level":2,"score":0.41803136467933655},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.38166937232017517},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.34850677847862244},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.34286972880363464},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1259777545928955},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.11391064524650574},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09836483001708984},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C170154142","wikidata":"https://www.wikidata.org/wiki/Q150737","display_name":"Architectural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C548081761","wikidata":"https://www.wikidata.org/wiki/Q180388","display_name":"Waste management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/atsip55956.2022.9805875","is_oa":false,"landing_page_url":"https://doi.org/10.1109/atsip55956.2022.9805875","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 6th International Conference on Advanced Technologies for Signal and Image Processing (ATSIP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8","score":0.5699999928474426}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322001","display_name":"Ministry of Foreign Affairs","ror":"https://ror.org/03bgwd624"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1981527205","https://openalex.org/W1996199746","https://openalex.org/W1998733631","https://openalex.org/W2097117768","https://openalex.org/W2125375287","https://openalex.org/W2194775991","https://openalex.org/W2400707098","https://openalex.org/W2533130222","https://openalex.org/W2569436968","https://openalex.org/W2571300184","https://openalex.org/W2741119099","https://openalex.org/W2780222614","https://openalex.org/W2801492038","https://openalex.org/W2964350391"],"related_works":["https://openalex.org/W2599472179","https://openalex.org/W3196952692","https://openalex.org/W4323057981","https://openalex.org/W4308408209","https://openalex.org/W2181667894","https://openalex.org/W4318827522","https://openalex.org/W2995001409","https://openalex.org/W4360783045","https://openalex.org/W4212887358","https://openalex.org/W4322746360"],"abstract_inverted_index":{"Fires":[0],"are":[1,67],"becoming":[2],"a":[3,23,32,80,92,107,112],"greater":[4],"threat":[5],"to":[6,17,70,91],"people&#x2019;s":[7],"lives,":[8],"property,":[9],"and":[10,49,64,87,127],"the":[11,29,40],"environment.":[12],"Image":[13],"technologies,":[14],"as":[15,57],"compared":[16],"traditional":[18],"fire":[19,122],"detection":[20],"approaches,":[21],"hold":[22],"lot":[24],"of":[25,31,39,43,82,114],"promise":[26],"for":[27],"overcoming":[28],"problem":[30],"high":[33],"false":[34],"alarm":[35],"rate.":[36],"However,":[37],"one":[38],"key":[41],"drawbacks":[42],"these":[44],"systems":[45],"is":[46],"their":[47],"time-consuming":[48],"labor-intensive":[50],"creation.":[51],"In":[52],"fact,":[53],"multi-feature":[54],"techniques,":[55],"such":[56],"chromatic":[58],"characteristics,":[59],"dynamic":[60],"features,":[61,63,66],"texture":[62],"contour":[65],"frequently":[68],"used":[69],"create":[71],"implemented":[72],"algorithms.":[73],"Therefore,":[74],"we":[75,88,105],"provide,":[76],"in":[77],"this":[78],"paper,":[79],"study":[81],"some":[83],"transfer":[84],"learning":[85],"model,":[86],"compare":[89],"it":[90],"proposed":[93],"model":[94],"based":[95],"on":[96],"convolution":[97],"neural":[98],"network":[99],"(CNN)":[100],"algorithm.":[101],"To":[102],"do":[103],"this,":[104],"consider":[106],"proper":[108],"database":[109],"composed":[110],"by":[111],"total":[113],"28334":[115],"images":[116,126],"classified":[117],"into":[118],"three":[119],"categories:":[120],"7329":[121],"images,":[123],"9205":[124],"smoke":[125],"11800":[128],"other":[129],"images.":[130]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":4}],"updated_date":"2026-04-30T09:15:22.047038","created_date":"2025-10-10T00:00:00"}
