{"id":"https://openalex.org/W3017485379","doi":"https://doi.org/10.1109/icmew46912.2020.9105992","title":"Deep Learning Classification with Noisy Labels","display_name":"Deep Learning Classification with Noisy Labels","publication_year":2020,"publication_date":"2020-06-09","ids":{"openalex":"https://openalex.org/W3017485379","doi":"https://doi.org/10.1109/icmew46912.2020.9105992","mag":"3017485379"},"language":"en","primary_location":{"id":"doi:10.1109/icmew46912.2020.9105992","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmew46912.2020.9105992","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Multimedia & Expo Workshops (ICMEW)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2004.11116","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5006277764","display_name":"Guillaume Sanchez","orcid":null},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I143002897","display_name":"Universit\u00e9 de Toulon","ror":"https://ror.org/02m9kbe37","country_code":"FR","type":"education","lineage":["https://openalex.org/I143002897"]},{"id":"https://openalex.org/I4210105651","display_name":"Laboratoire Traitement du Signal et de l'Image","ror":"https://ror.org/01f1amm71","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I154526488","https://openalex.org/I154526488","https://openalex.org/I4210105651","https://openalex.org/I4210105774","https://openalex.org/I56067802"]},{"id":"https://openalex.org/I4210114274","display_name":"Laboratoire d\u2019Informatique et Syst\u00e8mes","ror":"https://ror.org/0257sgk90","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I143002897","https://openalex.org/I21491767","https://openalex.org/I4210114274"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Guillaume SANCHEZ","raw_affiliation_strings":["CNRS, LIS, Universit\u00e9 de Toulon, Aix Marseille Univ, Marseille, France","DYNamiques de l\u2019Information","Signal et Image"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CNRS, LIS, Universit\u00e9 de Toulon, Aix Marseille Univ, Marseille, France","institution_ids":["https://openalex.org/I143002897","https://openalex.org/I4210114274","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"DYNamiques de l\u2019Information","institution_ids":[]},{"raw_affiliation_string":"Signal et Image","institution_ids":["https://openalex.org/I4210105651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024158230","display_name":"V. Guis","orcid":null},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I143002897","display_name":"Universit\u00e9 de Toulon","ror":"https://ror.org/02m9kbe37","country_code":"FR","type":"education","lineage":["https://openalex.org/I143002897"]},{"id":"https://openalex.org/I4210105651","display_name":"Laboratoire Traitement du Signal et de l'Image","ror":"https://ror.org/01f1amm71","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I154526488","https://openalex.org/I154526488","https://openalex.org/I4210105651","https://openalex.org/I4210105774","https://openalex.org/I56067802"]},{"id":"https://openalex.org/I4210114274","display_name":"Laboratoire d\u2019Informatique et Syst\u00e8mes","ror":"https://ror.org/0257sgk90","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I143002897","https://openalex.org/I21491767","https://openalex.org/I4210114274"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Vincente GUIS","raw_affiliation_strings":["CNRS, LIS, Universit\u00e9 de Toulon, Aix Marseille Univ, Marseille, France","Signal et Image"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CNRS, LIS, Universit\u00e9 de Toulon, Aix Marseille Univ, Marseille, France","institution_ids":["https://openalex.org/I143002897","https://openalex.org/I4210114274","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"Signal et Image","institution_ids":["https://openalex.org/I4210105651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013266148","display_name":"Ricard Marxer","orcid":"https://orcid.org/0000-0001-5099-5059"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I143002897","display_name":"Universit\u00e9 de Toulon","ror":"https://ror.org/02m9kbe37","country_code":"FR","type":"education","lineage":["https://openalex.org/I143002897"]},{"id":"https://openalex.org/I4210114274","display_name":"Laboratoire d\u2019Informatique et Syst\u00e8mes","ror":"https://ror.org/0257sgk90","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I143002897","https://openalex.org/I21491767","https://openalex.org/I4210114274"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Ricard MARXER","raw_affiliation_strings":["CNRS, LIS, Universit\u00e9 de Toulon, Aix Marseille Univ, Marseille, France","DYNamiques de l\u2019Information"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CNRS, LIS, Universit\u00e9 de Toulon, Aix Marseille Univ, Marseille, France","institution_ids":["https://openalex.org/I143002897","https://openalex.org/I4210114274","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"DYNamiques de l\u2019Information","institution_ids":[]}]},{"author_position":"last","author":{"id":null,"display_name":"Frederic BOUCHARA","orcid":null},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I143002897","display_name":"Universit\u00e9 de Toulon","ror":"https://ror.org/02m9kbe37","country_code":"FR","type":"education","lineage":["https://openalex.org/I143002897"]},{"id":"https://openalex.org/I4210105651","display_name":"Laboratoire Traitement du Signal et de l'Image","ror":"https://ror.org/01f1amm71","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I154526488","https://openalex.org/I154526488","https://openalex.org/I4210105651","https://openalex.org/I4210105774","https://openalex.org/I56067802"]},{"id":"https://openalex.org/I4210114274","display_name":"Laboratoire d\u2019Informatique et Syst\u00e8mes","ror":"https://ror.org/0257sgk90","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I143002897","https://openalex.org/I21491767","https://openalex.org/I4210114274"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Frederic BOUCHARA","raw_affiliation_strings":["CNRS, LIS, Universit\u00e9 de Toulon, Aix Marseille Univ, Marseille, France","Signal et Image"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CNRS, LIS, Universit\u00e9 de Toulon, Aix Marseille Univ, Marseille, France","institution_ids":["https://openalex.org/I143002897","https://openalex.org/I4210114274","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"Signal et Image","institution_ids":["https://openalex.org/I4210105651"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9995999932289124,"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"}},{"id":"https://openalex.org/T11448","display_name":"Face recognition and analysis","score":0.9991000294685364,"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"}},{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9986000061035156,"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/computer-science","display_name":"Computer science","score":0.707277774810791},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7032062411308289},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5160090923309326},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3449524939060211},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3236508071422577}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.707277774810791},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7032062411308289},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5160090923309326},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3449524939060211},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3236508071422577}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1109/icmew46912.2020.9105992","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmew46912.2020.9105992","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Multimedia & Expo Workshops (ICMEW)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2004.11116","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2004.11116","pdf_url":"https://arxiv.org/pdf/2004.11116","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:HAL:hal-02552375v1","is_oa":false,"landing_page_url":"https://hal.science/hal-02552375","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ICME Workshop, Jul 2020, Londres, United Kingdom","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"doi:10.48550/arxiv.2004.11116","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2004.11116","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"},{"id":"doi:10.17023/e6bp-rh84","is_oa":true,"landing_page_url":"https://doi.org/10.17023/e6bp-rh84","pdf_url":null,"source":{"id":"https://openalex.org/S7407051697","display_name":"IEEE RESOURCE CENTERS","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Audiovisual"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2004.11116","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2004.11116","pdf_url":"https://arxiv.org/pdf/2004.11116","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.7699999809265137}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W1921293667","https://openalex.org/W2097117768","https://openalex.org/W2108598243","https://openalex.org/W2144182447","https://openalex.org/W2167460663","https://openalex.org/W2194775991","https://openalex.org/W2403681572","https://openalex.org/W2743200750","https://openalex.org/W2942203175","https://openalex.org/W2943865428","https://openalex.org/W2948643221","https://openalex.org/W2952051629","https://openalex.org/W2962762068","https://openalex.org/W2962835968","https://openalex.org/W2963371670","https://openalex.org/W2963759070","https://openalex.org/W2964155802","https://openalex.org/W2964309657","https://openalex.org/W2966540341","https://openalex.org/W2981952612","https://openalex.org/W2985817549","https://openalex.org/W2990019157","https://openalex.org/W4254182148","https://openalex.org/W6637373629","https://openalex.org/W6674914833","https://openalex.org/W6742511895","https://openalex.org/W6745977163","https://openalex.org/W6747898760","https://openalex.org/W6750523955","https://openalex.org/W6751420435","https://openalex.org/W6754029020","https://openalex.org/W6761827036","https://openalex.org/W6762913911","https://openalex.org/W6763028528","https://openalex.org/W6763094270"],"related_works":["https://openalex.org/W2731899572","https://openalex.org/W2961085424","https://openalex.org/W3215138031","https://openalex.org/W4306674287","https://openalex.org/W3009238340","https://openalex.org/W2939353110","https://openalex.org/W4321369474","https://openalex.org/W4360585206","https://openalex.org/W4285208911","https://openalex.org/W3046775127"],"abstract_inverted_index":{"Deep":[0],"Learning":[1],"systems":[2,55],"have":[3],"shown":[4],"tremendous":[5],"accuracy":[6],"in":[7,27,108],"image":[8,15],"classification,":[9],"at":[10],"the":[11,28],"cost":[12],"of":[13,20,63,72],"big":[14],"datasets.":[16],"Collecting":[17],"such":[18],"amounts":[19],"data":[21],"can":[22,39],"lead":[23],"to":[24,68,76,83,86,95],"labelling":[25],"errors":[26],"training":[29,100],"set.":[30],"Indexing":[31],"multimedia":[32],"content":[33],"for":[34,56],"retrieval,":[35],"classification":[36,43],"or":[37,42],"recommendation":[38],"involve":[40],"tagging":[41],"based":[44],"on":[45,93],"multiple":[46],"criteria.":[47],"In":[48],"our":[49,77,106],"case,":[50],"we":[51],"train":[52],"face":[53,109],"recognition":[54],"actors":[57],"identification":[58],"with":[59],"a":[60,69],"closed":[61],"set":[62],"identities":[64],"while":[65],"being":[66],"exposed":[67],"significant":[70],"number":[71],"perturbators":[73],"(actors":[74],"unknown":[75],"database).":[78],"Face":[79],"classifiers":[80],"are":[81],"known":[82],"be":[84],"sensitive":[85],"label":[87],"noise.":[88],"We":[89],"review":[90],"recent":[91],"works":[92],"how":[94],"manage":[96],"noisy":[97],"annotations":[98],"when":[99],"deep":[101],"learning":[102],"classifiers,":[103],"independently":[104],"from":[105],"interest":[107],"recognition.":[110]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}