{"id":"https://openalex.org/W4409426132","doi":"https://doi.org/10.1109/access.2025.3560393","title":"GSF-YOLOv8: A Novel Approach for Fire Detection Using Gather-Distribute Mechanism and SimAM Attention","display_name":"GSF-YOLOv8: A Novel Approach for Fire Detection Using Gather-Distribute Mechanism and SimAM Attention","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4409426132","doi":"https://doi.org/10.1109/access.2025.3560393"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3560393","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3560393","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","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/access.2025.3560393","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5066277046","display_name":"Caixiong Li","orcid":"https://orcid.org/0009-0005-6558-2464"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Caixiong Li","raw_affiliation_strings":["School of Computer and Information Science, Qinghai Institute of Technology, Xining, China"],"raw_orcid":"https://orcid.org/0009-0005-6558-2464","affiliations":[{"raw_affiliation_string":"School of Computer and Information Science, Qinghai Institute of Technology, Xining, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102146636","display_name":"Dali Wu","orcid":"https://orcid.org/0000-0002-3117-7074"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dali Wu","raw_affiliation_strings":["School of Computer and Information Science, Qinghai Institute of Technology, Xining, China"],"raw_orcid":"https://orcid.org/0000-0002-3117-7074","affiliations":[{"raw_affiliation_string":"School of Computer and Information Science, Qinghai Institute of Technology, Xining, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"Xing Zhang","orcid":"https://orcid.org/0009-0001-4613-5352"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xing Zhang","raw_affiliation_strings":["School of Computer and Information Science, Qinghai Institute of Technology, Xining, China"],"raw_orcid":"https://orcid.org/0009-0001-4613-5352","affiliations":[{"raw_affiliation_string":"School of Computer and Information Science, Qinghai Institute of Technology, Xining, China","institution_ids":[]}]},{"author_position":"last","author":{"id":null,"display_name":"Peng Wu","orcid":"https://orcid.org/0009-0001-7341-6854"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Peng Wu","raw_affiliation_strings":["School of Computer and Information Science, Qinghai Institute of Technology, Xining, China"],"raw_orcid":"https://orcid.org/0009-0001-7341-6854","affiliations":[{"raw_affiliation_string":"School of Computer and Information Science, Qinghai Institute of Technology, Xining, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":2.6305,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.88206961,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"13","issue":null,"first_page":"66051","last_page":"66064"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12597","display_name":"Fire Detection and Safety Systems","score":0.9970999956130981,"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":0.9970999956130981,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.7574057579040527},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7244645953178406},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.32822805643081665},{"id":"https://openalex.org/keywords/epistemology","display_name":"Epistemology","score":0.08179366588592529}],"concepts":[{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.7574057579040527},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7244645953178406},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.32822805643081665},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.08179366588592529},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3560393","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3560393","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:a9e0e29f9d5c4fdca59543a05600936f","is_oa":true,"landing_page_url":"https://doaj.org/article/a9e0e29f9d5c4fdca59543a05600936f","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 Access, Vol 13, Pp 66051-66064 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3560393","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3560393","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7138840966","display_name":null,"funder_award_id":"2023-QLGKLYCZX-017","funder_id":"https://openalex.org/F4320322665","funder_display_name":"Natural Science Foundation of Jiangxi Province"}],"funders":[{"id":"https://openalex.org/F4320322665","display_name":"Natural Science Foundation of Jiangxi Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":61,"referenced_works":["https://openalex.org/W1536680647","https://openalex.org/W1968915671","https://openalex.org/W1990038401","https://openalex.org/W2013300501","https://openalex.org/W2029148636","https://openalex.org/W2051196660","https://openalex.org/W2073371483","https://openalex.org/W2103941746","https://openalex.org/W2193145675","https://openalex.org/W2412588858","https://openalex.org/W2570343428","https://openalex.org/W2738419683","https://openalex.org/W2746174042","https://openalex.org/W2780222614","https://openalex.org/W2791569356","https://openalex.org/W2792010672","https://openalex.org/W2936299508","https://openalex.org/W2963037989","https://openalex.org/W2963351448","https://openalex.org/W2969915407","https://openalex.org/W3018757597","https://openalex.org/W3020703583","https://openalex.org/W3034971973","https://openalex.org/W3053427166","https://openalex.org/W3087807709","https://openalex.org/W3110232229","https://openalex.org/W3158505286","https://openalex.org/W3161079486","https://openalex.org/W3196908521","https://openalex.org/W3209952223","https://openalex.org/W4206054559","https://openalex.org/W4224297527","https://openalex.org/W4224930816","https://openalex.org/W4297676427","https://openalex.org/W4382726656","https://openalex.org/W4384652394","https://openalex.org/W4385251878","https://openalex.org/W4385342336","https://openalex.org/W4386076325","https://openalex.org/W4386596896","https://openalex.org/W4387385646","https://openalex.org/W4387843573","https://openalex.org/W4391104375","https://openalex.org/W4391545970","https://openalex.org/W4391754623","https://openalex.org/W4392911314","https://openalex.org/W4393223468","https://openalex.org/W4394748062","https://openalex.org/W4394819366","https://openalex.org/W4396952193","https://openalex.org/W4402754006","https://openalex.org/W6620707391","https://openalex.org/W6750227808","https://openalex.org/W6796538260","https://openalex.org/W6798838024","https://openalex.org/W6803865744","https://openalex.org/W6849535052","https://openalex.org/W6854511533","https://openalex.org/W6856831935","https://openalex.org/W6857622863","https://openalex.org/W6868582632"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"To":[0],"address":[1],"the":[2,45,53,68,74,94,109,129,137,149,169,186],"current":[3],"challenges":[4],"in":[5,140,205],"fire":[6,57,142,191],"detection":[7,164,192,204],"algorithms,":[8],"including":[9],"insufficient":[10],"feature":[11,48,78],"extraction,":[12],"high":[13],"computational":[14],"complexity,":[15],"limited":[16],"deployment":[17],"on":[18,85,124,148],"resource-constrained":[19],"devices,":[20],"missed":[21],"detections,":[22,24],"false":[23],"and":[25,61,81,117,162,172,188,199],"low":[26],"accuracy,":[27],"we":[28,43,66,102],"developed":[29],"a":[30,104,196],"high-precision":[31],"algorithm":[32],"named":[33],"GSF-YOLOv8.":[34],"The":[35,152,180],"GSF-YOLOv8":[36,157,181],"consists":[37],"of":[38,56,77,131,174,190],"three":[39],"main":[40],"parts:":[41],"Firstly,":[42],"introduced":[44],"Gather-Distribute":[46],"(GD)":[47],"aggregation":[49],"module,":[50],"which":[51],"enhances":[52],"recognition":[54],"accuracy":[55,189],"features":[58],"by":[59],"fusing":[60],"extracting":[62],"multi-scale":[63],"information.":[64],"Secondly,":[65],"integrated":[67],"SimAM":[69],"attention":[70],"module":[71],"to":[72,82,99,107,127],"optimize":[73],"collaborative":[75],"learning":[76],"map":[79],"dimensions":[80],"reduce":[83,128],"reliance":[84],"hyperparameter":[86],"tuning":[87],"through":[88],"precise":[89],"weight":[90],"allocation,":[91],"thereby":[92,135],"improving":[93,118],"model\u2019s":[95,138,170],"rapid":[96],"response":[97],"capability":[98],"fires.":[100],"Lastly,":[101],"proposed":[103],"Focal-DIoU":[105],"Loss":[106],"replace":[108],"original":[110],"loss":[111],"function,":[112],"optimizing":[113],"bounding":[114],"box":[115],"regression":[116],"localization":[119],"accuracy.":[120],"It":[121],"also":[122,194],"focuses":[123],"hard":[125],"samples":[126],"impact":[130],"easily":[132],"misclassified":[133],"samples,":[134],"enhancing":[136],"performance":[139],"complex":[141,207],"detection.":[143],"We":[144],"tested":[145],"our":[146],"method":[147],"D-Fire":[150],"dataset.":[151],"experimental":[153],"results":[154],"showed":[155],"that":[156],"achieved":[158],"higher":[159],"mAP":[160],"(80.65%)":[161],"faster":[163],"speed":[165],"(118":[166],"FPS).":[167],"Meanwhile,":[168],"complexity":[171],"number":[173],"parameters":[175],"have":[176],"been":[177],"significantly":[178,184],"optimized.":[179],"not":[182],"only":[183],"improves":[185],"efficiency":[187],"but":[193],"provides":[195],"more":[197],"reliable":[198],"accurate":[200],"solution":[201],"for":[202],"real-time":[203],"similarly":[206],"environments.":[208]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}