{"id":"https://openalex.org/W7076052219","doi":"https://doi.org/10.1109/tii.2025.3594177","title":"A Double Knowledge Distillation Framework for Insulator Defect Detection","display_name":"A Double Knowledge Distillation Framework for Insulator Defect Detection","publication_year":2025,"publication_date":"2025-08-15","ids":{"openalex":"https://openalex.org/W7076052219","doi":"https://doi.org/10.1109/tii.2025.3594177"},"language":"en","primary_location":{"id":"doi:10.1109/tii.2025.3594177","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2025.3594177","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"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 Transactions on Industrial Informatics","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":null,"display_name":"Ling Yi","orcid":"https://orcid.org/0000-0002-3128-3619"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ling Yi","raw_affiliation_strings":["School of Communications and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"School of Communications and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jiajie Song","orcid":"https://orcid.org/0009-0008-2556-3965"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiajie Song","raw_affiliation_strings":["School of Communications and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"School of Communications and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yihang Huang","orcid":"https://orcid.org/0000-0003-4979-3999"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yihang Huang","raw_affiliation_strings":["School of Communications and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"School of Communications and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Li Zhou","orcid":"https://orcid.org/0000-0003-4099-6917"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Zhou","raw_affiliation_strings":["College of Electronic Science and Technology, National University of Defense Technology, Changsha, China"],"affiliations":[{"raw_affiliation_string":"College of Electronic Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jinliang Ding","orcid":"https://orcid.org/0000-0003-3735-0672"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinliang Ding","raw_affiliation_strings":["State Key Laboratory of Synthetical Automation for Process Industries, Northeastern University, Shenyang, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Synthetical Automation for Process Industries, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Chun Li","orcid":"https://orcid.org/0000-0002-0912-649X"},"institutions":[{"id":"https://openalex.org/I100357981","display_name":"Wannan Medical College","ror":"https://ror.org/037ejjy86","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I100357981"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chun Li","raw_affiliation_strings":["School of Medical Information, Wannan Medical College, Wuhu, China"],"affiliations":[{"raw_affiliation_string":"School of Medical Information, Wannan Medical College, Wuhu, China","institution_ids":["https://openalex.org/I100357981"]}]},{"author_position":"last","author":{"id":null,"display_name":"Zhaolong Ning","orcid":"https://orcid.org/0000-0002-7870-5524"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhaolong Ning","raw_affiliation_strings":["School of Communications and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"School of Communications and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I10535382"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.63474128,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"21","issue":"11","first_page":"9126","last_page":"9136"},"is_retracted":false,"is_paratext":false,"is_xpac":true,"primary_topic":{"id":"https://openalex.org/T13370","display_name":"Diverse Scientific and Economic Studies","score":0.03750000149011612,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T13370","display_name":"Diverse Scientific and Economic Studies","score":0.03750000149011612,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12773","display_name":"Water Quality and Resources Studies","score":0.034699998795986176,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13398","display_name":"Data Analysis with R","score":0.027300000190734863,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/insulator","display_name":"Insulator (electricity)","score":0.7024999856948853},{"id":"https://openalex.org/keywords/granularity","display_name":"Granularity","score":0.6471999883651733},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6377999782562256},{"id":"https://openalex.org/keywords/distillation","display_name":"Distillation","score":0.5942000150680542},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.46709999442100525},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.4246000051498413},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.37940001487731934},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.3531000018119812}],"concepts":[{"id":"https://openalex.org/C212702","wikidata":"https://www.wikidata.org/wiki/Q178150","display_name":"Insulator (electricity)","level":2,"score":0.7024999856948853},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6933000087738037},{"id":"https://openalex.org/C177774035","wikidata":"https://www.wikidata.org/wiki/Q1246948","display_name":"Granularity","level":2,"score":0.6471999883651733},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6377999782562256},{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.5942000150680542},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5246999859809875},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.46709999442100525},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44679999351501465},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.4246000051498413},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.37940001487731934},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.3531000018119812},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3450999855995178},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.3314000070095062},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.33070001006126404},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.30309998989105225},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.29739999771118164},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.2903999984264374},{"id":"https://openalex.org/C2776502983","wikidata":"https://www.wikidata.org/wiki/Q690182","display_name":"Contrast (vision)","level":2,"score":0.29030001163482666},{"id":"https://openalex.org/C131017901","wikidata":"https://www.wikidata.org/wiki/Q170451","display_name":"Logic gate","level":2,"score":0.2874000072479248},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.2856000065803528},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2590000033378601},{"id":"https://openalex.org/C2779231336","wikidata":"https://www.wikidata.org/wiki/Q7534724","display_name":"Sketch","level":2,"score":0.2574000060558319},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.25060001015663147}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tii.2025.3594177","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2025.3594177","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"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 Transactions on Industrial Informatics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.47212928533554077,"display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W2138621090","https://openalex.org/W2734349601","https://openalex.org/W2798729263","https://openalex.org/W2798991696","https://openalex.org/W2889985731","https://openalex.org/W2963201933","https://openalex.org/W2963881378","https://openalex.org/W3034870355","https://openalex.org/W3035524453","https://openalex.org/W3084953805","https://openalex.org/W3096831136","https://openalex.org/W3108655343","https://openalex.org/W3213997984","https://openalex.org/W4285236097","https://openalex.org/W4293057111","https://openalex.org/W4306910464","https://openalex.org/W4312456926","https://openalex.org/W4386076215","https://openalex.org/W4386432206","https://openalex.org/W4390908058","https://openalex.org/W4392173929","https://openalex.org/W4400228092","https://openalex.org/W4400905672","https://openalex.org/W4402816839"],"related_works":[],"abstract_inverted_index":{"Insulator":[0],"defect":[1,55,192],"detection":[2,14,69],"is":[3,89],"essential":[4],"for":[5],"maintaining":[6,187],"reliable":[7],"power":[8],"delivery":[9],"systems.":[10],"Recently,":[11],"insulator":[12,54,191],"image":[13],"has":[15],"emerged":[16],"as":[17],"a":[18,52,59,72,81,99],"promising":[19],"alternative":[20],"to":[21],"traditional":[22],"manual":[23],"inspections.":[24],"However,":[25],"existing":[26,105],"datasets":[27],"primarily":[28],"focus":[29],"on":[30],"object":[31],"detection,":[32],"and":[33,42,58,141,163],"current":[34],"methods":[35,106],"often":[36],"suffer":[37],"from":[38],"limitations":[39],"in":[40,190],"accuracy":[41],"computational":[43],"efficiency.":[44],"To":[45],"address":[46],"these":[47],"challenges,":[48],"this":[49],"article":[50],"develops":[51],"specialized":[53],"segmentation":[56,110],"dataset":[57],"novel":[60],"double":[61],"knowledge":[62,95,134,154],"distillation":[63,96],"framework":[64,181],"aimed":[65],"at":[66],"achieving":[67],"superior":[68],"performance":[70,189],"with":[71,79,121,136],"lightweight":[73],"model.":[74,84],"The":[75],"proposed":[76,180],"method":[77],"begins":[78],"fine-tuning":[80],"large-scale":[82],"teacher":[83,119,165],"A":[85],"compact":[86],"student":[87,128,158],"model":[88,120,159,166,184],"then":[90],"trained":[91],"through":[92],"the":[93,114,118,122,127,131,137,144,157,164,172,179],"first":[94],"process,":[97],"utilizing":[98],"distinctive":[100],"contrastive":[101],"learning":[102],"strategy.":[103],"Unlike":[104],"that":[107,178],"directly":[108],"compare":[109],"masks,":[111],"we":[112],"contrast":[113],"no-prompt":[115],"output":[116,123],"of":[117,133,147],"mask":[124],"generated":[125],"by":[126],"model,":[129],"enhancing":[130],"granularity":[132],"transfer,":[135],"underlying":[138],"theory":[139],"established":[140],"proven.":[142],"In":[143],"second":[145],"phase":[146],"distillation,":[148,155],"generative":[149],"adversarial":[150],"networks":[151],"facilitate":[152],"deeper":[153],"where":[156],"generates":[160],"synthetic":[161],"labels":[162],"provides":[167],"ground-truth":[168],"labels,":[169],"iteratively":[170],"refining":[171],"student\u2019s":[173],"capabilities.":[174],"Experimental":[175],"results":[176],"show":[177],"significantly":[182],"reduces":[183],"size":[185],"while":[186],"high":[188],"segmentation.":[193]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}