{"id":"https://openalex.org/W4413017657","doi":"https://doi.org/10.1109/access.2025.3596300","title":"LARNet-SAP-YOLOv11: A Joint Model for Image Restoration and Corrosion Defect Detection of Transmission Line Fittings Under Multiple Adverse Weather Conditions","display_name":"LARNet-SAP-YOLOv11: A Joint Model for Image Restoration and Corrosion Defect Detection of Transmission Line Fittings Under Multiple Adverse Weather Conditions","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4413017657","doi":"https://doi.org/10.1109/access.2025.3596300"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3596300","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3596300","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.2025.3596300","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102324109","display_name":"Yuxiang Gong","orcid":null},"institutions":[{"id":"https://openalex.org/I145897649","display_name":"Minzu University of China","ror":"https://ror.org/0044e2g62","country_code":"CN","type":"education","lineage":["https://openalex.org/I145897649"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yuxiang Gong","raw_affiliation_strings":["College of Intelligent Systems Science and Engineering, Hubei Minzu University, Enshi, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligent Systems Science and Engineering, Hubei Minzu University, Enshi, China","institution_ids":["https://openalex.org/I145897649"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002775930","display_name":"Lin Gao","orcid":"https://orcid.org/0000-0003-2871-9239"},"institutions":[{"id":"https://openalex.org/I145897649","display_name":"Minzu University of China","ror":"https://ror.org/0044e2g62","country_code":"CN","type":"education","lineage":["https://openalex.org/I145897649"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Gao","raw_affiliation_strings":["College of Intelligent Systems Science and Engineering, Hubei Minzu University, Enshi, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligent Systems Science and Engineering, Hubei Minzu University, Enshi, China","institution_ids":["https://openalex.org/I145897649"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100397050","display_name":"Hao Zhang","orcid":"https://orcid.org/0009-0005-3933-3819"},"institutions":[{"id":"https://openalex.org/I145897649","display_name":"Minzu University of China","ror":"https://ror.org/0044e2g62","country_code":"CN","type":"education","lineage":["https://openalex.org/I145897649"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Zhang","raw_affiliation_strings":["College of Intelligent Systems Science and Engineering, Hubei Minzu University, Enshi, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligent Systems Science and Engineering, Hubei Minzu University, Enshi, China","institution_ids":["https://openalex.org/I145897649"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039355828","display_name":"Huaguo Liu","orcid":"https://orcid.org/0000-0002-8533-9104"},"institutions":[{"id":"https://openalex.org/I3129996945","display_name":"Guilin University of Aerospace Technology","ror":"https://ror.org/00h1gc758","country_code":"CN","type":"education","lineage":["https://openalex.org/I3129996945"]},{"id":"https://openalex.org/I38706770","display_name":"Guilin University of Technology","ror":"https://ror.org/03z391397","country_code":"CN","type":"education","lineage":["https://openalex.org/I38706770"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huaguo Liu","raw_affiliation_strings":["College of Mechanical and Electrical Engineering, Guilin University of Aerospace Technology, Guilin, China"],"affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering, Guilin University of Aerospace Technology, Guilin, China","institution_ids":["https://openalex.org/I3129996945","https://openalex.org/I38706770"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010625877","display_name":"Yongdan Zhu","orcid":"https://orcid.org/0000-0003-4358-4686"},"institutions":[{"id":"https://openalex.org/I145897649","display_name":"Minzu University of China","ror":"https://ror.org/0044e2g62","country_code":"CN","type":"education","lineage":["https://openalex.org/I145897649"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongdan Zhu","raw_affiliation_strings":["College of Intelligent Systems Science and Engineering, Hubei Minzu University, Enshi, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligent Systems Science and Engineering, Hubei Minzu University, Enshi, China","institution_ids":["https://openalex.org/I145897649"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072136839","display_name":"Yang Yu","orcid":"https://orcid.org/0000-0002-8442-3232"},"institutions":[{"id":"https://openalex.org/I145897649","display_name":"Minzu University of China","ror":"https://ror.org/0044e2g62","country_code":"CN","type":"education","lineage":["https://openalex.org/I145897649"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Yang","raw_affiliation_strings":["College of Intelligent Systems Science and Engineering, Hubei Minzu University, Enshi, China"],"affiliations":[{"raw_affiliation_string":"College of Intelligent Systems Science and Engineering, Hubei Minzu University, Enshi, China","institution_ids":["https://openalex.org/I145897649"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5102324109"],"corresponding_institution_ids":["https://openalex.org/I145897649"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.20720214,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":null,"first_page":"139310","last_page":"139329"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9973999857902527,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural Engineering"},"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/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9973999857902527,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural Engineering"},"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/T12169","display_name":"Non-Destructive Testing Techniques","score":0.9900000095367432,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"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/T13715","display_name":"Power Line Inspection Robots","score":0.9879999756813049,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"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/joint","display_name":"Joint (building)","score":0.7040172815322876},{"id":"https://openalex.org/keywords/corrosion","display_name":"Corrosion","score":0.6264792680740356},{"id":"https://openalex.org/keywords/transmission-line","display_name":"Transmission line","score":0.5665387511253357},{"id":"https://openalex.org/keywords/adverse-weather","display_name":"Adverse weather","score":0.4991474151611328},{"id":"https://openalex.org/keywords/line","display_name":"Line (geometry)","score":0.4968006908893585},{"id":"https://openalex.org/keywords/transmission","display_name":"Transmission (telecommunications)","score":0.4893171489238739},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4691815674304962},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4397388994693756},{"id":"https://openalex.org/keywords/image-restoration","display_name":"Image restoration","score":0.4206800162792206},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3672596514225006},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.34035009145736694},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.3300168514251709},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.24559196829795837},{"id":"https://openalex.org/keywords/structural-engineering","display_name":"Structural engineering","score":0.23369985818862915},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.16260653734207153},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.16028821468353271},{"id":"https://openalex.org/keywords/metallurgy","display_name":"Metallurgy","score":0.15742909908294678},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.14392247796058655}],"concepts":[{"id":"https://openalex.org/C18555067","wikidata":"https://www.wikidata.org/wiki/Q8375051","display_name":"Joint (building)","level":2,"score":0.7040172815322876},{"id":"https://openalex.org/C20625102","wikidata":"https://www.wikidata.org/wiki/Q137056","display_name":"Corrosion","level":2,"score":0.6264792680740356},{"id":"https://openalex.org/C33441834","wikidata":"https://www.wikidata.org/wiki/Q693004","display_name":"Transmission line","level":2,"score":0.5665387511253357},{"id":"https://openalex.org/C2992147540","wikidata":"https://www.wikidata.org/wiki/Q1277161","display_name":"Adverse weather","level":2,"score":0.4991474151611328},{"id":"https://openalex.org/C198352243","wikidata":"https://www.wikidata.org/wiki/Q37105","display_name":"Line (geometry)","level":2,"score":0.4968006908893585},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.4893171489238739},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4691815674304962},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4397388994693756},{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.4206800162792206},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3672596514225006},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.34035009145736694},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.3300168514251709},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.24559196829795837},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.23369985818862915},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.16260653734207153},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.16028821468353271},{"id":"https://openalex.org/C191897082","wikidata":"https://www.wikidata.org/wiki/Q11467","display_name":"Metallurgy","level":1,"score":0.15742909908294678},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.14392247796058655},{"id":"https://openalex.org/C49204034","wikidata":"https://www.wikidata.org/wiki/Q52139","display_name":"Climatology","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3596300","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3596300","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:29da95c954914ce79b0d48624781a61c","is_oa":true,"landing_page_url":"https://doaj.org/article/29da95c954914ce79b0d48624781a61c","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 139310-139329 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3596300","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3596300","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":[{"id":"https://metadata.un.org/sdg/13","score":0.4399999976158142,"display_name":"Climate action"}],"awards":[{"id":"https://openalex.org/G119434553","display_name":null,"funder_award_id":"61562025","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4385790972","display_name":null,"funder_award_id":"12464004","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":56,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W1536680647","https://openalex.org/W2102605133","https://openalex.org/W2121396509","https://openalex.org/W2128254161","https://openalex.org/W2132819211","https://openalex.org/W2156936307","https://openalex.org/W2193145675","https://openalex.org/W2466666260","https://openalex.org/W2617199345","https://openalex.org/W2740982616","https://openalex.org/W2748263833","https://openalex.org/W2963037989","https://openalex.org/W2963150697","https://openalex.org/W2997747012","https://openalex.org/W3018757597","https://openalex.org/W3215632849","https://openalex.org/W4205521763","https://openalex.org/W4297676427","https://openalex.org/W4306947627","https://openalex.org/W4308128287","https://openalex.org/W4312639873","https://openalex.org/W4312880823","https://openalex.org/W4318049991","https://openalex.org/W4324139719","https://openalex.org/W4327808545","https://openalex.org/W4379033857","https://openalex.org/W4386072291","https://openalex.org/W4386076325","https://openalex.org/W4386838102","https://openalex.org/W4387656313","https://openalex.org/W4388322996","https://openalex.org/W4390873793","https://openalex.org/W4392172875","https://openalex.org/W4394797470","https://openalex.org/W4396707260","https://openalex.org/W4401170823","https://openalex.org/W4401326423","https://openalex.org/W4401979980","https://openalex.org/W4402481570","https://openalex.org/W4402754006","https://openalex.org/W4402915827","https://openalex.org/W4402952381","https://openalex.org/W4402998552","https://openalex.org/W4403080858","https://openalex.org/W4403770406","https://openalex.org/W4404687984","https://openalex.org/W4405138794","https://openalex.org/W4405273633","https://openalex.org/W4406716708","https://openalex.org/W4406899922","https://openalex.org/W6750227808","https://openalex.org/W6750330310","https://openalex.org/W6849047285","https://openalex.org/W6853672178","https://openalex.org/W6868582632"],"related_works":["https://openalex.org/W2730104357","https://openalex.org/W2353693354","https://openalex.org/W1996130883","https://openalex.org/W2748574964","https://openalex.org/W2357322570","https://openalex.org/W1933776184","https://openalex.org/W2997591215","https://openalex.org/W2227541280","https://openalex.org/W2888483922","https://openalex.org/W2166644210"],"abstract_inverted_index":{"Adverse":[0],"weather":[1,90,176],"conditions":[2],"such":[3],"as":[4],"haze,":[5],"rain,":[6],"and":[7,21,49,63,78,113,138,184],"snow":[8],"degrade":[9],"images":[10],"captured":[11],"by":[12,97,152,172],"unmanned":[13],"aerial":[14],"vehicles":[15],"(UAVs)":[16],"during":[17],"transmission":[18,30,192],"line":[19,31],"inspections":[20],"severely":[22],"affect":[23],"the":[24,75,94,150,156,169],"detection":[25],"of":[26,135,140,166,191],"corrosion":[27,123],"defects":[28],"in":[29,174],"fittings.":[32],"To":[33],"address":[34],"this":[35],"challenge,":[36],"we":[37],"propose":[38],"LARNet-SAP-YOLOv11,":[39],"a":[40,57,80,99,114],"unified":[41,179],"end-to-end":[42],"model":[43,54,180],"that":[44,129],"integrates":[45],"lightweight":[46,58],"image":[47,60],"restoration":[48,61],"defect":[50,146],"detection.":[51],"The":[52],"proposed":[53],"comprises":[55],"LARNet,":[56],"all-in-one":[59],"network,":[62],"SAP-YOLOv11,":[64],"an":[65,106,132,164,182],"enhanced":[66],"object":[67],"detector":[68],"based":[69],"on":[70],"YOLOv11.LARNet":[71],"is":[72],"built":[73],"upon":[74],"DehazeFormer":[76],"architecture":[77],"introduces":[79],"Triplet":[81],"Attention":[82,110],"Block":[83],"(TAB)":[84],"to":[85,88,155],"improve":[86],"adaptability":[87],"various":[89],"degradations.":[91],"SAP-YOLOv11":[92,148],"enhances":[93],"baseline":[95,170],"YOLOv11n":[96,171],"incorporating":[98],"Shallow":[100],"Robust":[101],"Feature":[102,117],"Downsampling":[103],"(SRFD)":[104],"module,":[105,120],"Adaptive":[107],"Fine-Grained":[108],"Channel":[109],"(AFGCAttention)":[111],"mechanism,":[112],"Pixel-level":[115],"Cross-Attention":[116],"Fusion":[118],"(PCAFFusion)":[119],"significantly":[121],"improving":[122],"area":[124],"perception.":[125],"Experimental":[126],"results":[127],"show":[128],"LARNet":[130],"achieves":[131,163],"average":[133],"PSNR":[134],"30.43":[136],"dB":[137],"SSIM":[139],"0.951":[141],"across":[142],"different":[143],"conditions.":[144,177,197],"For":[145],"detection,":[147],"improves":[149],"mAP@50":[151,165],"2.1%":[153],"compared":[154],"original":[157],"YOLOv11n.":[158],"When":[159],"jointly":[160],"applied,":[161],"LARNet-SAP-YOLOv11":[162],"88.6%,":[167],"outperforming":[168],"12.1%":[173],"challenging":[175],"This":[178],"offers":[181],"efficient":[183],"reliable":[185],"solution":[186],"for":[187],"UAV-based":[188],"intelligent":[189],"inspection":[190],"lines":[193],"under":[194],"diverse":[195],"environmental":[196]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
