{"id":"https://openalex.org/W4290717061","doi":"https://doi.org/10.1109/jsyst.2022.3193951","title":"BCMNet: Cross-Layer Extraction Structure and Multiscale Downsampling Network With Bidirectional Transpose FPN for Fast Detection of Wildfire Smoke","display_name":"BCMNet: Cross-Layer Extraction Structure and Multiscale Downsampling Network With Bidirectional Transpose FPN for Fast Detection of Wildfire Smoke","publication_year":2022,"publication_date":"2022-08-08","ids":{"openalex":"https://openalex.org/W4290717061","doi":"https://doi.org/10.1109/jsyst.2022.3193951"},"language":"en","primary_location":{"id":"doi:10.1109/jsyst.2022.3193951","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsyst.2022.3193951","pdf_url":null,"source":{"id":"https://openalex.org/S95999327","display_name":"IEEE Systems Journal","issn_l":"1932-8184","issn":["1932-8184","1937-9234","2373-7816"],"is_oa":false,"is_in_doaj":false,"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 Systems Journal","raw_type":"journal-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/A5103146860","display_name":"Jiayong Li","orcid":"https://orcid.org/0000-0002-2772-977X"},"institutions":[{"id":"https://openalex.org/I119273862","display_name":"Central South University of Forestry and Technology","ror":"https://ror.org/02czw2k81","country_code":"CN","type":"education","lineage":["https://openalex.org/I119273862"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiayong Li","raw_affiliation_strings":["Institute of Artificial Intelligence Applications, School of Computer Information and Engineering, Central South Forestry University of Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-2772-977X","affiliations":[{"raw_affiliation_string":"Institute of Artificial Intelligence Applications, School of Computer Information and Engineering, Central South Forestry University of Technology, Changsha, China","institution_ids":["https://openalex.org/I119273862"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102751840","display_name":"Guoxiong Zhou","orcid":"https://orcid.org/0000-0002-8295-3862"},"institutions":[{"id":"https://openalex.org/I119273862","display_name":"Central South University of Forestry and Technology","ror":"https://ror.org/02czw2k81","country_code":"CN","type":"education","lineage":["https://openalex.org/I119273862"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guoxiong Zhou","raw_affiliation_strings":["Institute of Artificial Intelligence Applications, School of Computer Information and Engineering, Central South Forestry University of Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-8295-3862","affiliations":[{"raw_affiliation_string":"Institute of Artificial Intelligence Applications, School of Computer Information and Engineering, Central South Forestry University of Technology, Changsha, China","institution_ids":["https://openalex.org/I119273862"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000858657","display_name":"Aibin Chen","orcid":"https://orcid.org/0000-0001-8917-8398"},"institutions":[{"id":"https://openalex.org/I119273862","display_name":"Central South University of Forestry and Technology","ror":"https://ror.org/02czw2k81","country_code":"CN","type":"education","lineage":["https://openalex.org/I119273862"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Aibin Chen","raw_affiliation_strings":["Institute of Artificial Intelligence Applications, School of Computer Information and Engineering, Central South Forestry University of Technology, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Artificial Intelligence Applications, School of Computer Information and Engineering, Central South Forestry University of Technology, Changsha, China","institution_ids":["https://openalex.org/I119273862"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100639051","display_name":"Chao L\u00fc","orcid":"https://orcid.org/0000-0002-6451-8453"},"institutions":[{"id":"https://openalex.org/I119273862","display_name":"Central South University of Forestry and Technology","ror":"https://ror.org/02czw2k81","country_code":"CN","type":"education","lineage":["https://openalex.org/I119273862"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Lu","raw_affiliation_strings":["Institute of Artificial Intelligence Applications, School of Computer Information and Engineering, Central South Forestry University of Technology, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Artificial Intelligence Applications, School of Computer Information and Engineering, Central South Forestry University of Technology, Changsha, China","institution_ids":["https://openalex.org/I119273862"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001305383","display_name":"Liujun Li","orcid":"https://orcid.org/0000-0002-4245-3628"},"institutions":[{"id":"https://openalex.org/I20382870","display_name":"Missouri University of Science and Technology","ror":"https://ror.org/00scwqd12","country_code":"US","type":"education","lineage":["https://openalex.org/I20382870"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Liujun Li","raw_affiliation_strings":["Department of Civil, Architectural and Environmental Engineering, University of Missouri, Rolla, MO, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil, Architectural and Environmental Engineering, University of Missouri, Rolla, MO, USA","institution_ids":["https://openalex.org/I20382870"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.9243,"has_fulltext":false,"cited_by_count":28,"citation_normalized_percentile":{"value":0.93655687,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"17","issue":"1","first_page":"1235","last_page":"1246"},"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":0.9976999759674072,"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":0.9818000197410583,"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/upsampling","display_name":"Upsampling","score":0.8454229831695557},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6736916303634644},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.6327037811279297},{"id":"https://openalex.org/keywords/transpose","display_name":"Transpose","score":0.5178526043891907},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5148486495018005},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4913314878940582},{"id":"https://openalex.org/keywords/fire-detection","display_name":"Fire detection","score":0.4603670835494995},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3471706509590149},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.32754477858543396},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3202999532222748},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.2131536602973938},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10186043381690979},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.09638261795043945}],"concepts":[{"id":"https://openalex.org/C110384440","wikidata":"https://www.wikidata.org/wiki/Q1143270","display_name":"Upsampling","level":3,"score":0.8454229831695557},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6736916303634644},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.6327037811279297},{"id":"https://openalex.org/C200106649","wikidata":"https://www.wikidata.org/wiki/Q223683","display_name":"Transpose","level":3,"score":0.5178526043891907},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5148486495018005},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4913314878940582},{"id":"https://openalex.org/C2780836893","wikidata":"https://www.wikidata.org/wiki/Q19922674","display_name":"Fire detection","level":2,"score":0.4603670835494995},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3471706509590149},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.32754477858543396},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3202999532222748},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.2131536602973938},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10186043381690979},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.09638261795043945},{"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/C158693339","wikidata":"https://www.wikidata.org/wiki/Q190524","display_name":"Eigenvalues and eigenvectors","level":2,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jsyst.2022.3193951","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsyst.2022.3193951","pdf_url":null,"source":{"id":"https://openalex.org/S95999327","display_name":"IEEE Systems Journal","issn_l":"1932-8184","issn":["1932-8184","1937-9234","2373-7816"],"is_oa":false,"is_in_doaj":false,"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 Systems Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8079395575","display_name":null,"funder_award_id":"2021JJ41087","funder_id":"https://openalex.org/F4320322843","funder_display_name":"Natural Science Foundation of\u00a0Hunan Province"}],"funders":[{"id":"https://openalex.org/F4320322843","display_name":"Natural Science Foundation of\u00a0Hunan Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W1536680647","https://openalex.org/W2059639989","https://openalex.org/W2089049036","https://openalex.org/W2102605133","https://openalex.org/W2151103935","https://openalex.org/W2184485208","https://openalex.org/W2495551231","https://openalex.org/W2565639579","https://openalex.org/W2570343428","https://openalex.org/W2648363638","https://openalex.org/W2751420734","https://openalex.org/W2752782242","https://openalex.org/W2763047734","https://openalex.org/W2791569356","https://openalex.org/W2919011445","https://openalex.org/W2936404177","https://openalex.org/W2963037989","https://openalex.org/W2963150697","https://openalex.org/W2963163009","https://openalex.org/W2968774960","https://openalex.org/W2975915077","https://openalex.org/W2979526390","https://openalex.org/W3007243582","https://openalex.org/W3012573144","https://openalex.org/W3018757597","https://openalex.org/W3035414587","https://openalex.org/W3080594017","https://openalex.org/W3085323774","https://openalex.org/W3096617547","https://openalex.org/W3136015793","https://openalex.org/W3137386584","https://openalex.org/W3164612304","https://openalex.org/W3179888767","https://openalex.org/W3184439416","https://openalex.org/W4239147634","https://openalex.org/W4293584584","https://openalex.org/W6750227808","https://openalex.org/W6761481031","https://openalex.org/W6777046832","https://openalex.org/W6796223860","https://openalex.org/W6798838024"],"related_works":["https://openalex.org/W2062399876","https://openalex.org/W2099244661","https://openalex.org/W2607795551","https://openalex.org/W2003786218","https://openalex.org/W2097753256","https://openalex.org/W4313549635","https://openalex.org/W2376104713","https://openalex.org/W3155117723","https://openalex.org/W1991429770","https://openalex.org/W4212888438"],"abstract_inverted_index":{"At":[0],"present,":[1],"the":[2,63,88,91,123,146,157,167,195],"wildfire":[3,42,68,141],"smoke":[4,69,131,142,197],"detection":[5,18,40,143,160,198],"algorithm":[6],"based":[7,100,150],"on":[8,101,122,151,185],"YOLOv3":[9],"has":[10],"problems,":[11],"such":[12],"as":[13],"low":[14],"accuracy":[15,66],"and":[16,29,54,65,80,116,159,176],"slow":[17],"speed.":[19],"In":[20],"this":[21],"article,":[22],"we":[23],"propose":[24],"a":[25,45,72,96,140],"cross-layer":[26,46],"extraction":[27,47],"structure":[28],"multiscale":[30,73],"downsampling":[31,74],"network":[32],"with":[33,76],"bidirectional":[34,97],"transpose":[35],"FPN":[36,99],"(BCMNet)":[37],"for":[38],"fast":[39],"of":[41,67,90,113,119,134,145,148],"smoke.":[43],"First,":[44],"module,":[48],"which":[49,191],"combines":[50],"linear":[51],"feature":[52,127,132],"multiplexing":[53],"receptive":[55],"field":[56],"amplification,":[57],"is":[58,84,105,137,153,192],"designed.":[59,106],"It":[60,107],"can":[61,108],"improve":[62],"speed":[64],"detection.":[70],"Second,":[71],"module":[75],"different":[77,135],"convolution":[78,103],"kernels":[79],"maximum":[81],"pooling":[82],"operation":[83],"designed":[85],"to":[86,194],"preserve":[87],"details":[89],"image":[92],"while":[93],"downsampling.":[94],"Then,":[95],"transposed":[98,102],"upsampling":[104],"bidirectionally":[109],"fuse":[110],"visual":[111],"features":[112,118],"shallow":[114],"layer":[115,121],"semantic":[117],"deep":[120],"corresponding":[124],"scale.":[125],"The":[126,162],"information":[128],"flow":[129],"between":[130],"maps":[133],"resolution":[136],"emphasized.":[138],"Finally,":[139],"system":[144],"Internet":[147],"Things":[149],"BCMNet":[152],"built":[154],"by":[155],"combining":[156],"hardware":[158],"model.":[161],"experimental":[163],"results":[164],"show":[165],"that":[166],"proposed":[168],"method":[169],"achieves":[170],"85.50%":[171],"mAP":[172,178],"<sup":[173,179],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[174,180],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">50</sup>":[175],"79.98%":[177],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">75</sup>":[181],"at":[182],"40":[183],"FPS":[184],"NVIDIA":[186],"Geforce":[187],"RTX":[188],"2080":[189],"Ti,":[190],"superior":[193],"common":[196],"methods.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":13},{"year":2023,"cited_by_count":5}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
