{"id":"https://openalex.org/W3192317549","doi":"https://doi.org/10.1109/icphm51084.2021.9486573","title":"Guided Visual Inspection enabled by AI-based Detection Models","display_name":"Guided Visual Inspection enabled by AI-based Detection Models","publication_year":2021,"publication_date":"2021-06-07","ids":{"openalex":"https://openalex.org/W3192317549","doi":"https://doi.org/10.1109/icphm51084.2021.9486573","mag":"3192317549"},"language":"en","primary_location":{"id":"doi:10.1109/icphm51084.2021.9486573","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icphm51084.2021.9486573","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Prognostics and Health Management (ICPHM)","raw_type":"proceedings-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/A5072406517","display_name":"Maria Teresa Gonzalez Diaz","orcid":null},"institutions":[{"id":"https://openalex.org/I86725329","display_name":"Hitachi Global Storage Technologies (United States)","ror":"https://ror.org/02q0s1x22","country_code":"US","type":"company","lineage":["https://openalex.org/I86725329"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Maria Teresa Gonzalez Diaz","raw_affiliation_strings":["Hitachi America Limited,Industrial AI Lab,Santa Clara,CA,USA","Industrial AI Lab, Hitachi America Limited, Santa Clara, CA, USA"],"affiliations":[{"raw_affiliation_string":"Hitachi America Limited,Industrial AI Lab,Santa Clara,CA,USA","institution_ids":["https://openalex.org/I86725329"]},{"raw_affiliation_string":"Industrial AI Lab, Hitachi America Limited, Santa Clara, CA, USA","institution_ids":["https://openalex.org/I86725329"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056882169","display_name":"Dipanjan Ghosh","orcid":"https://orcid.org/0000-0003-3266-9262"},"institutions":[{"id":"https://openalex.org/I86725329","display_name":"Hitachi Global Storage Technologies (United States)","ror":"https://ror.org/02q0s1x22","country_code":"US","type":"company","lineage":["https://openalex.org/I86725329"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dipanjan Ghosh","raw_affiliation_strings":["Hitachi America Limited,Industrial AI Lab,Santa Clara,CA,USA","Industrial AI Lab, Hitachi America Limited, Santa Clara, CA, USA"],"affiliations":[{"raw_affiliation_string":"Hitachi America Limited,Industrial AI Lab,Santa Clara,CA,USA","institution_ids":["https://openalex.org/I86725329"]},{"raw_affiliation_string":"Industrial AI Lab, Hitachi America Limited, Santa Clara, CA, USA","institution_ids":["https://openalex.org/I86725329"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002730302","display_name":"Adriano S. Arantes","orcid":null},"institutions":[{"id":"https://openalex.org/I86725329","display_name":"Hitachi Global Storage Technologies (United States)","ror":"https://ror.org/02q0s1x22","country_code":"US","type":"company","lineage":["https://openalex.org/I86725329"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Adriano Arantes","raw_affiliation_strings":["Hitachi America Limited,Industrial AI Lab,Santa Clara,CA,USA","Industrial AI Lab, Hitachi America Limited, Santa Clara, CA, USA"],"affiliations":[{"raw_affiliation_string":"Hitachi America Limited,Industrial AI Lab,Santa Clara,CA,USA","institution_ids":["https://openalex.org/I86725329"]},{"raw_affiliation_string":"Industrial AI Lab, Hitachi America Limited, Santa Clara, CA, USA","institution_ids":["https://openalex.org/I86725329"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074874867","display_name":"Hamed Khorosgani","orcid":null},"institutions":[{"id":"https://openalex.org/I86725329","display_name":"Hitachi Global Storage Technologies (United States)","ror":"https://ror.org/02q0s1x22","country_code":"US","type":"company","lineage":["https://openalex.org/I86725329"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hamed Khorosgani","raw_affiliation_strings":["Hitachi America Limited,Industrial AI Lab,Santa Clara,CA,USA","Industrial AI Lab, Hitachi America Limited, Santa Clara, CA, USA"],"affiliations":[{"raw_affiliation_string":"Hitachi America Limited,Industrial AI Lab,Santa Clara,CA,USA","institution_ids":["https://openalex.org/I86725329"]},{"raw_affiliation_string":"Industrial AI Lab, Hitachi America Limited, Santa Clara, CA, USA","institution_ids":["https://openalex.org/I86725329"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110724724","display_name":"Mahbubul Alam","orcid":null},"institutions":[{"id":"https://openalex.org/I86725329","display_name":"Hitachi Global Storage Technologies (United States)","ror":"https://ror.org/02q0s1x22","country_code":"US","type":"company","lineage":["https://openalex.org/I86725329"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mahbubul Alam","raw_affiliation_strings":["Hitachi America Limited,Industrial AI Lab,Santa Clara,CA,USA","Industrial AI Lab, Hitachi America Limited, Santa Clara, CA, USA"],"affiliations":[{"raw_affiliation_string":"Hitachi America Limited,Industrial AI Lab,Santa Clara,CA,USA","institution_ids":["https://openalex.org/I86725329"]},{"raw_affiliation_string":"Industrial AI Lab, Hitachi America Limited, Santa Clara, CA, USA","institution_ids":["https://openalex.org/I86725329"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042337743","display_name":"Gregory Sin","orcid":null},"institutions":[{"id":"https://openalex.org/I86725329","display_name":"Hitachi Global Storage Technologies (United States)","ror":"https://ror.org/02q0s1x22","country_code":"US","type":"company","lineage":["https://openalex.org/I86725329"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gregory Sin","raw_affiliation_strings":["Hitachi America Limited,Industrial AI Lab,Santa Clara,CA,USA","Industrial AI Lab, Hitachi America Limited, Santa Clara, CA, USA"],"affiliations":[{"raw_affiliation_string":"Hitachi America Limited,Industrial AI Lab,Santa Clara,CA,USA","institution_ids":["https://openalex.org/I86725329"]},{"raw_affiliation_string":"Industrial AI Lab, Hitachi America Limited, Santa Clara, CA, USA","institution_ids":["https://openalex.org/I86725329"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103731588","display_name":"Chetan Gupta","orcid":null},"institutions":[{"id":"https://openalex.org/I86725329","display_name":"Hitachi Global Storage Technologies (United States)","ror":"https://ror.org/02q0s1x22","country_code":"US","type":"company","lineage":["https://openalex.org/I86725329"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chetan Gupta","raw_affiliation_strings":["Hitachi America Limited,Industrial AI Lab,Santa Clara,CA,USA","Industrial AI Lab, Hitachi America Limited, Santa Clara, CA, USA"],"affiliations":[{"raw_affiliation_string":"Hitachi America Limited,Industrial AI Lab,Santa Clara,CA,USA","institution_ids":["https://openalex.org/I86725329"]},{"raw_affiliation_string":"Industrial AI Lab, Hitachi America Limited, Santa Clara, CA, USA","institution_ids":["https://openalex.org/I86725329"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5072406517"],"corresponding_institution_ids":["https://openalex.org/I86725329"],"apc_list":null,"apc_paid":null,"fwci":0.4448,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.69773537,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"11","issue":null,"first_page":"1","last_page":"8"},"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":0.9998000264167786,"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":0.9998000264167786,"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/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9980000257492065,"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/T12549","display_name":"Image and Object Detection Techniques","score":0.9965999722480774,"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":0.7775018215179443},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6557397842407227},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6409328579902649},{"id":"https://openalex.org/keywords/visual-inspection","display_name":"Visual inspection","score":0.6391489505767822},{"id":"https://openalex.org/keywords/orientation","display_name":"Orientation (vector space)","score":0.5936389565467834},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.550041913986206},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.5479927659034729},{"id":"https://openalex.org/keywords/robot","display_name":"Robot","score":0.4975567162036896},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.47153836488723755},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.45179155468940735},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.44477012753486633},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4266887605190277},{"id":"https://openalex.org/keywords/mobile-robot","display_name":"Mobile robot","score":0.4124051332473755},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.22804871201515198}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7775018215179443},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6557397842407227},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6409328579902649},{"id":"https://openalex.org/C168820333","wikidata":"https://www.wikidata.org/wiki/Q448889","display_name":"Visual inspection","level":2,"score":0.6391489505767822},{"id":"https://openalex.org/C16345878","wikidata":"https://www.wikidata.org/wiki/Q107472979","display_name":"Orientation (vector space)","level":2,"score":0.5936389565467834},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.550041913986206},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.5479927659034729},{"id":"https://openalex.org/C90509273","wikidata":"https://www.wikidata.org/wiki/Q11012","display_name":"Robot","level":2,"score":0.4975567162036896},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.47153836488723755},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.45179155468940735},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.44477012753486633},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4266887605190277},{"id":"https://openalex.org/C19966478","wikidata":"https://www.wikidata.org/wiki/Q4810574","display_name":"Mobile robot","level":3,"score":0.4124051332473755},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.22804871201515198},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icphm51084.2021.9486573","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icphm51084.2021.9486573","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Prognostics and Health Management (ICPHM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6499999761581421,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W1510343741","https://openalex.org/W1861492603","https://openalex.org/W2108598243","https://openalex.org/W2127578024","https://openalex.org/W2138011018","https://openalex.org/W2146881125","https://openalex.org/W2173199691","https://openalex.org/W2194775991","https://openalex.org/W2612445135","https://openalex.org/W2783365216","https://openalex.org/W2801073287","https://openalex.org/W2917883994","https://openalex.org/W2923486253","https://openalex.org/W2953106684","https://openalex.org/W2955425717","https://openalex.org/W2962973039","https://openalex.org/W2963037989","https://openalex.org/W2970362668","https://openalex.org/W2972006294","https://openalex.org/W2976519442","https://openalex.org/W2978854499","https://openalex.org/W2980379449","https://openalex.org/W3034971973","https://openalex.org/W3104156061","https://openalex.org/W3106250896","https://openalex.org/W4297775537","https://openalex.org/W6620707391","https://openalex.org/W6639102338","https://openalex.org/W6734582178","https://openalex.org/W6737664043","https://openalex.org/W6762718338","https://openalex.org/W6785652829"],"related_works":["https://openalex.org/W2068608913","https://openalex.org/W3124914020","https://openalex.org/W2141033859","https://openalex.org/W2077542787","https://openalex.org/W2156434174","https://openalex.org/W2071701083","https://openalex.org/W2383687187","https://openalex.org/W2070401501","https://openalex.org/W2121496884","https://openalex.org/W2387910809"],"abstract_inverted_index":{"One":[0],"of":[1,102,128,162],"the":[2,7,40,97,103,126],"most":[3],"critical":[4],"challenges":[5],"in":[6,13,54],"industry":[8],"is":[9,27,46,61,69,85],"to":[10,16,31,70,120,186,227,240],"maintain":[11],"assets":[12,173],"good":[14],"condition":[15],"avoid":[17],"breakdowns":[18],"and":[19,37,96,100,124,131,143,178,184,206,225,244],"downtimes.":[20],"Therefore,":[21],"effective":[22],"automated":[23,43],"visual":[24,44,113],"inspection":[25,45,114,132,155,242],"process":[26],"a":[28,58,111,191,236],"key":[29],"practice":[30],"proactively":[32],"streamline":[33],"maintenance,":[34],"quality":[35,127],"control":[36],"safety.":[38],"Despite":[39],"fact":[41],"that":[42],"usually":[47],"implemented":[48],"with":[49,74,181,222,229],"fixed-cameras":[50],"or":[51,80,246],"robotic":[52],"arms,":[53],"several":[55],"industrial":[56],"cases,":[57,66],"fixed":[59],"infrastructure":[60,73,84],"not":[62,170],"possible.":[63],"For":[64],"those":[65],"one":[67],"solution":[68,135],"use":[71],"mobile":[72,83],"cameras":[75],"manipulated":[76],"by":[77,88,117,202,218],"operators":[78],"(robot":[79],"human).":[81],"However,":[82],"highly":[86],"impacted":[87],"aspects":[89],"like":[90],"occlusion,":[91],"orientation,":[92],"lighting":[93],"conditions,":[94],"dimensions":[95],"overall":[98],"localization":[99],"navigation":[101],"operator.":[104],"To":[105],"address":[106],"these":[107],"issues,":[108],"we":[109],"present":[110],"guided":[112,140,149],"approach":[115,234],"enabled":[116],"AI-based":[118],"models":[119,160],"automate":[121],"defect":[122,146,196,200],"detection":[123,159,168,205],"ensure":[125],"collected":[129],"data":[130,141,150],"results.":[133],"The":[134,148,194,209],"includes":[136],"two":[137],"methods:":[138],"1)":[139],"acquisition":[142,151],"2)":[144],"3-level":[145,195],"analysis.":[147],"method":[152,198,210],"facilitates":[153],"multi-point":[154],"using":[156],"2D":[157],"object":[158,204],"instead":[161],"traditional":[163],"3D":[164,192],"reconstruction":[165],"models.":[166,208],"Our":[167],"methods":[169],"only":[171],"detect":[172],"but":[174],"also":[175],"its":[176],"conditions":[177],"localize":[179],"objects":[180],"92%":[182],"accuracy":[183,217],"demonstrated":[185],"be":[187],"10-13x":[188],"faster":[189],"than":[190],"model.":[193],"analysis":[197],"learns":[199],"representations":[201],"combining":[203],"classification":[207],"reduces":[211],"false-positive":[212],"for":[213],"small":[214],"datasets,":[215],"achieving":[216],"at":[219],"least":[220],"89%":[221],"custom":[223],"CNN":[224],"up":[226],"98%":[228],"transfer":[230],"learning.":[231],"Finally,":[232],"our":[233],"provides":[235],"general":[237],"framework":[238],"applicable":[239],"multiple":[241],"domains":[243],"robot":[245],"human":[247],"operators.":[248]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}