{"id":"https://openalex.org/W4408897833","doi":"https://doi.org/10.1109/ism63611.2024.00038","title":"AI Maintenance Techniques by Detecting Performance Degradation in Domain Shift Using Model Ensembles","display_name":"AI Maintenance Techniques by Detecting Performance Degradation in Domain Shift Using Model Ensembles","publication_year":2024,"publication_date":"2024-12-11","ids":{"openalex":"https://openalex.org/W4408897833","doi":"https://doi.org/10.1109/ism63611.2024.00038"},"language":"en","primary_location":{"id":"doi:10.1109/ism63611.2024.00038","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ism63611.2024.00038","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Symposium on Multimedia (ISM)","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/A5008995588","display_name":"Keita Yamane","orcid":"https://orcid.org/0009-0004-2382-6670"},"institutions":[{"id":"https://openalex.org/I65143321","display_name":"Hitachi (Japan)","ror":"https://ror.org/02exqgm79","country_code":"JP","type":"company","lineage":["https://openalex.org/I65143321"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Keita Yamane","raw_affiliation_strings":["Center for Digital Service Research &amp; Development Group, Hitachi Ltd.,Sensing Integration Innovation Center,Tokyo,Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Digital Service Research &amp; Development Group, Hitachi Ltd.,Sensing Integration Innovation Center,Tokyo,Japan","institution_ids":["https://openalex.org/I65143321"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108249113","display_name":"Akira Kitayama","orcid":null},"institutions":[{"id":"https://openalex.org/I65143321","display_name":"Hitachi (Japan)","ror":"https://ror.org/02exqgm79","country_code":"JP","type":"company","lineage":["https://openalex.org/I65143321"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Akira Kitayama","raw_affiliation_strings":["Center for Digital Service Research &amp; Development Group, Hitachi Ltd.,Sensing Integration Innovation Center,Tokyo,Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Digital Service Research &amp; Development Group, Hitachi Ltd.,Sensing Integration Innovation Center,Tokyo,Japan","institution_ids":["https://openalex.org/I65143321"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058569028","display_name":"Keigo Hasegawa","orcid":null},"institutions":[{"id":"https://openalex.org/I65143321","display_name":"Hitachi (Japan)","ror":"https://ror.org/02exqgm79","country_code":"JP","type":"company","lineage":["https://openalex.org/I65143321"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Keigo Hasegawa","raw_affiliation_strings":["Hitachi Kokusai Electric Inc.,Next Generation Engineering, Development Department Research and Development Division,Tokyo,Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hitachi Kokusai Electric Inc.,Next Generation Engineering, Development Department Research and Development Division,Tokyo,Japan","institution_ids":["https://openalex.org/I65143321"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116820936","display_name":"Yusuke Obonai","orcid":null},"institutions":[{"id":"https://openalex.org/I65143321","display_name":"Hitachi (Japan)","ror":"https://ror.org/02exqgm79","country_code":"JP","type":"company","lineage":["https://openalex.org/I65143321"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Yusuke Obonai","raw_affiliation_strings":["Hitachi Kokusai Electric Inc.,Next Generation Engineering, Development Department Research and Development Division,Tokyo,Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hitachi Kokusai Electric Inc.,Next Generation Engineering, Development Department Research and Development Division,Tokyo,Japan","institution_ids":["https://openalex.org/I65143321"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066473712","display_name":"Hiroto Sasao","orcid":null},"institutions":[{"id":"https://openalex.org/I65143321","display_name":"Hitachi (Japan)","ror":"https://ror.org/02exqgm79","country_code":"JP","type":"company","lineage":["https://openalex.org/I65143321"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Hiroto Sasao","raw_affiliation_strings":["Hitachi Kokusai Electric Inc.,Next Generation Engineering, Development Department Research and Development Division,Tokyo,Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hitachi Kokusai Electric Inc.,Next Generation Engineering, Development Department Research and Development Division,Tokyo,Japan","institution_ids":["https://openalex.org/I65143321"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3044,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.67770823,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"174","last_page":"175"},"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":0.9297999739646912,"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":0.9297999739646912,"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/T13293","display_name":"Engineering and Test Systems","score":0.9090999960899353,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/degradation","display_name":"Degradation (telecommunications)","score":0.7587959170341492},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6276088953018188},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4453825354576111},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37125080823898315},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1340915560722351},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.09529584646224976}],"concepts":[{"id":"https://openalex.org/C2779679103","wikidata":"https://www.wikidata.org/wiki/Q5251805","display_name":"Degradation (telecommunications)","level":2,"score":0.7587959170341492},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6276088953018188},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4453825354576111},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37125080823898315},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1340915560722351},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.09529584646224976},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ism63611.2024.00038","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ism63611.2024.00038","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Symposium on Multimedia (ISM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Climate action","id":"https://metadata.un.org/sdg/13","score":0.41999998688697815}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":3,"referenced_works":["https://openalex.org/W1861492603","https://openalex.org/W2968924835","https://openalex.org/W6750227808"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"We":[0],"propose":[1],"the":[2,29,36,68,99,106,110],"method":[3,31,108],"to":[4,10,98],"automatically":[5],"detect":[6,116],"performance":[7,79,117],"degradation":[8],"due":[9],"domain":[11],"shifts,":[12],"such":[13],"as":[14],"changes":[15],"in":[16,67],"location":[17],"and":[18,77,88],"weather,":[19],"for":[20],"object":[21],"detection":[22],"AI.":[23],"The":[24,71],"algorithm":[25],"is":[26],"based":[27],"on":[28],"conventional":[30,100],"of":[32],"estimating":[33],"uncertainty":[34,69,76],"using":[35,82],"diversity":[37],"from":[38],"a":[39,45,83,90],"deep":[40],"ensemble.":[41],"However,":[42],"by":[43],"introducing":[44],"\u201cbackground":[46],"class\u201d,":[47],"models":[48,56],"that":[49,105],"do":[50],"not":[51],"output":[52],"bounding":[53],"boxes":[54],"(i.e.,":[55],"with":[57],"false":[58,111],"negatives)":[59],"which":[60],"were":[61],"previously":[62],"ignored":[63],"are":[64],"also":[65],"included":[66],"definition.":[70],"correlation":[72,93],"between":[73],"this":[74],"new":[75],"model":[78,113],"was":[80],"evaluated":[81],"custom-created":[84],"gas":[85],"station":[86],"dataset,":[87],"showed":[89],"strong":[91],"negative":[92,112],"(\u22120.96":[94],"or":[95],"less)":[96],"compared":[97],"method.":[101],"This":[102],"results":[103],"indicats":[104],"proposed":[107],"considering":[109],"can":[114],"accurately":[115],"degradation.":[118]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-06-12T08:23:45.883708","created_date":"2025-10-10T00:00:00"}
