{"id":"https://openalex.org/W2562062856","doi":"https://doi.org/10.1109/tii.2016.2641472","title":"Defect Detection in SEM Images of Nanofibrous Materials","display_name":"Defect Detection in SEM Images of Nanofibrous Materials","publication_year":2016,"publication_date":"2016-12-19","ids":{"openalex":"https://openalex.org/W2562062856","doi":"https://doi.org/10.1109/tii.2016.2641472","mag":"2562062856"},"language":"en","primary_location":{"id":"doi:10.1109/tii.2016.2641472","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2016.2641472","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":true,"oa_status":"green","oa_url":"http://hdl.handle.net/11311/1024586","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5068666949","display_name":"Diego Carrera","orcid":"https://orcid.org/0000-0002-5455-5867"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Diego Carrera","raw_affiliation_strings":["Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Milan, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Milan, Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069560972","display_name":"Fabio Manganini","orcid":null},"institutions":[{"id":"https://openalex.org/I4210137033","display_name":"Istituto di Matematica Applicata e Tecnologie Informatiche","ror":"https://ror.org/03m0n3c07","country_code":"IT","type":"education","lineage":["https://openalex.org/I4210137033","https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Fabio Manganini","raw_affiliation_strings":["Istituto di Matematica Applicata e Tecnologie Informatiche, Consiglio Nazionale delle Ricerche, Milan, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Istituto di Matematica Applicata e Tecnologie Informatiche, Consiglio Nazionale delle Ricerche, Milan, Italy","institution_ids":["https://openalex.org/I4210137033"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006716646","display_name":"Giacomo Boracchi","orcid":"https://orcid.org/0000-0002-1650-3054"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giacomo Boracchi","raw_affiliation_strings":["Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Milan, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dipartimento di Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Milan, Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043740841","display_name":"Ettore Lanzarone","orcid":"https://orcid.org/0000-0001-8816-9086"},"institutions":[{"id":"https://openalex.org/I4210137033","display_name":"Istituto di Matematica Applicata e Tecnologie Informatiche","ror":"https://ror.org/03m0n3c07","country_code":"IT","type":"education","lineage":["https://openalex.org/I4210137033","https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Ettore Lanzarone","raw_affiliation_strings":["Istituto di Matematica Applicata e Tecnologie Informatiche, Consiglio Nazionale delle Ricerche, Milan, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Istituto di Matematica Applicata e Tecnologie Informatiche, Consiglio Nazionale delle Ricerche, Milan, Italy","institution_ids":["https://openalex.org/I4210137033"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":9.4331,"has_fulltext":false,"cited_by_count":131,"citation_normalized_percentile":{"value":0.98136173,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"13","issue":"2","first_page":"551","last_page":"561"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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":0.9959999918937683,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9926000237464905,"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":0.5895838737487793},{"id":"https://openalex.org/keywords/electrospinning","display_name":"Electrospinning","score":0.5510042309761047},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.5177758932113647},{"id":"https://openalex.org/keywords/production","display_name":"Production (economics)","score":0.48328426480293274},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4655630588531494},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4626074731349945},{"id":"https://openalex.org/keywords/scanning-electron-microscope","display_name":"Scanning electron microscope","score":0.45769554376602173},{"id":"https://openalex.org/keywords/nanoscopic-scale","display_name":"Nanoscopic scale","score":0.45389461517333984},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4113909602165222},{"id":"https://openalex.org/keywords/process-engineering","display_name":"Process engineering","score":0.3385220170021057},{"id":"https://openalex.org/keywords/nanotechnology","display_name":"Nanotechnology","score":0.30117374658584595},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1735900640487671},{"id":"https://openalex.org/keywords/composite-material","display_name":"Composite material","score":0.1253979504108429}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5895838737487793},{"id":"https://openalex.org/C144796933","wikidata":"https://www.wikidata.org/wiki/Q1533542","display_name":"Electrospinning","level":3,"score":0.5510042309761047},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.5177758932113647},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.48328426480293274},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4655630588531494},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4626074731349945},{"id":"https://openalex.org/C26771246","wikidata":"https://www.wikidata.org/wiki/Q321095","display_name":"Scanning electron microscope","level":2,"score":0.45769554376602173},{"id":"https://openalex.org/C45206210","wikidata":"https://www.wikidata.org/wiki/Q2415817","display_name":"Nanoscopic scale","level":2,"score":0.45389461517333984},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4113909602165222},{"id":"https://openalex.org/C21880701","wikidata":"https://www.wikidata.org/wiki/Q2144042","display_name":"Process engineering","level":1,"score":0.3385220170021057},{"id":"https://openalex.org/C171250308","wikidata":"https://www.wikidata.org/wiki/Q11468","display_name":"Nanotechnology","level":1,"score":0.30117374658584595},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1735900640487671},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.1253979504108429},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C521977710","wikidata":"https://www.wikidata.org/wiki/Q81163","display_name":"Polymer","level":2,"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tii.2016.2641472","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2016.2641472","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"},{"id":"pmh:oai:aisberg.unibg.it:10446/170569","is_oa":false,"landing_page_url":"http://hdl.handle.net/10446/170569","pdf_url":null,"source":{"id":"https://openalex.org/S4377196347","display_name":"Aisberg (University of Bergamo)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I11039511","host_organization_name":"University of Bergamo","host_organization_lineage":["https://openalex.org/I11039511"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:re.public.polimi.it:11311/1024586","is_oa":true,"landing_page_url":"http://hdl.handle.net/11311/1024586","pdf_url":null,"source":{"id":"https://openalex.org/S4306400312","display_name":"Virtual Community of Pathological Anatomy (University of Castilla La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:re.public.polimi.it:11311/1024586","is_oa":true,"landing_page_url":"http://hdl.handle.net/11311/1024586","pdf_url":null,"source":{"id":"https://openalex.org/S4306400312","display_name":"Virtual Community of Pathological Anatomy (University of Castilla La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[{"score":0.41999998688697815,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321408","display_name":"Ministry of Education","ror":"https://ror.org/01p262204"},{"id":"https://openalex.org/F4320322651","display_name":"Consiglio Nazionale delle Ricerche","ror":"https://ror.org/04zaypm56"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":65,"referenced_works":["https://openalex.org/W42243633","https://openalex.org/W1199906314","https://openalex.org/W1499399937","https://openalex.org/W1635340334","https://openalex.org/W1889303000","https://openalex.org/W1968463584","https://openalex.org/W1972495091","https://openalex.org/W1976709621","https://openalex.org/W1985768241","https://openalex.org/W1989187574","https://openalex.org/W1991953816","https://openalex.org/W2006776449","https://openalex.org/W2008732654","https://openalex.org/W2012496675","https://openalex.org/W2017159998","https://openalex.org/W2031586513","https://openalex.org/W2044346148","https://openalex.org/W2044374157","https://openalex.org/W2047288490","https://openalex.org/W2060078807","https://openalex.org/W2063978378","https://openalex.org/W2068730093","https://openalex.org/W2071448691","https://openalex.org/W2072390770","https://openalex.org/W2074266529","https://openalex.org/W2077190953","https://openalex.org/W2088684662","https://openalex.org/W2091848147","https://openalex.org/W2095345875","https://openalex.org/W2103924242","https://openalex.org/W2105497548","https://openalex.org/W2107844156","https://openalex.org/W2109812093","https://openalex.org/W2110355666","https://openalex.org/W2112447569","https://openalex.org/W2115627867","https://openalex.org/W2122646361","https://openalex.org/W2135046866","https://openalex.org/W2143168132","https://openalex.org/W2145346270","https://openalex.org/W2152524298","https://openalex.org/W2153464267","https://openalex.org/W2157248428","https://openalex.org/W2162280586","https://openalex.org/W2164452299","https://openalex.org/W2164653394","https://openalex.org/W2186498237","https://openalex.org/W2290378166","https://openalex.org/W2297663743","https://openalex.org/W2318451426","https://openalex.org/W2509624038","https://openalex.org/W2517295796","https://openalex.org/W2545601451","https://openalex.org/W2574422968","https://openalex.org/W2792953270","https://openalex.org/W3104298728","https://openalex.org/W4206310440","https://openalex.org/W4235713725","https://openalex.org/W4243650072","https://openalex.org/W4247680705","https://openalex.org/W4252813286","https://openalex.org/W4292363360","https://openalex.org/W4298870207","https://openalex.org/W6652654393","https://openalex.org/W6676727762"],"related_works":["https://openalex.org/W1996613650","https://openalex.org/W2937080130","https://openalex.org/W3149742932","https://openalex.org/W3015062640","https://openalex.org/W846098613","https://openalex.org/W4376278614","https://openalex.org/W2435793863","https://openalex.org/W2073231449","https://openalex.org/W1983649834","https://openalex.org/W2095122465"],"abstract_inverted_index":{"Nanoproducts":[0],"represent":[1],"a":[2,44,59,85,107,110,167,185],"potential":[3],"growing":[4],"sector":[5],"and":[6,15,29,63,74,136],"nanofibrous":[7,92],"materials":[8,93],"are":[9,25,125],"widely":[10],"requested":[11],"in":[12,48,91,184],"industrial,":[13],"medical,":[14],"environmental":[16],"applications.":[17],"Unfortunately,":[18],"the":[19,23,71,76,79,116,143,149,177],"production":[20,66],"processes":[21,67],"at":[22],"nanoscale":[24],"difficult":[26],"to":[27,51,64,88,148],"control":[28,75],"nanoproducts":[30],"often":[31],"exhibit":[32],"localized":[33],"defects":[34,57,90],"that":[35,68,104,118,139,176],"impair":[36],"their":[37],"functional":[38],"properties.":[39],"Therefore,":[40],"defect":[41],"detection":[42],"is":[43],"particularly":[45],"important":[46],"feature":[47],"smart-manufacturing":[49],"systems":[50],"raise":[52],"alerts":[53],"as":[54,56],"soon":[55],"exceed":[58],"given":[60],"tolerance":[61],"level":[62],"design":[65],"both":[69],"optimize":[70],"physical":[72],"properties":[73],"defectiveness":[77],"of":[78,115,132],"produced":[80,121,165],"materials.":[81,123],"Here,":[82],"we":[83],"present":[84],"novel":[86],"solution":[87,154,179],"detect":[89],"by":[94,128,166],"analyzing":[95,129],"scanning":[96],"electron":[97],"microscope":[98],"images.":[99],"We":[100],"employ":[101],"an":[102,133],"algorithm":[103],"learns,":[105],"during":[106],"training":[108],"phase,":[109],"model":[111],"yielding":[112],"sparse":[113],"representations":[114],"structures":[117],"characterize":[119],"correctly":[120],"nanofiborus":[122],"Defects":[124],"then":[126],"detected":[127],"each":[130],"patch":[131,144],"input":[134],"image":[135],"extracting":[137],"features":[138],"quantitatively":[140],"assess":[141],"whether":[142],"conforms":[145],"or":[146],"not":[147],"learned":[150],"model.":[151],"The":[152,171],"proposed":[153,178],"has":[155],"been":[156],"successfully":[157],"validated":[158],"over":[159],"45":[160],"images":[161],"acquired":[162],"from":[163],"samples":[164],"prototype":[168],"electrospinning":[169],"machine.":[170],"low":[172],"computational":[173],"times":[174],"indicate":[175],"can":[180],"be":[181],"effectively":[182],"adopted":[183],"monitoring":[186],"system":[187],"for":[188],"industrial":[189],"production.":[190]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":19},{"year":2023,"cited_by_count":20},{"year":2022,"cited_by_count":20},{"year":2021,"cited_by_count":17},{"year":2020,"cited_by_count":16},{"year":2019,"cited_by_count":15},{"year":2018,"cited_by_count":5},{"year":2017,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
