{"id":"https://openalex.org/W4405754134","doi":"https://doi.org/10.1109/tmm.2024.3521722","title":"Combating Noisy Labels by Alleviating the Memorization of DNNs to Noisy Labels","display_name":"Combating Noisy Labels by Alleviating the Memorization of DNNs to Noisy Labels","publication_year":2024,"publication_date":"2024-12-24","ids":{"openalex":"https://openalex.org/W4405754134","doi":"https://doi.org/10.1109/tmm.2024.3521722"},"language":"en","primary_location":{"id":"doi:10.1109/tmm.2024.3521722","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2024.3521722","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"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 Multimedia","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://ink.library.smu.edu.sg/sis_research/10456","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5063026980","display_name":"S.W. Yuan","orcid":"https://orcid.org/0000-0003-1874-9792"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shunjie Yuan","raw_affiliation_strings":["State Key Laboratory of Integrated Services Networks, and the School of Cyber Engineering, Xidian University, Xi&#x0027;an, China"],"raw_orcid":"https://orcid.org/0000-0003-1874-9792","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks, and the School of Cyber Engineering, Xidian University, Xi&#x0027;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100626958","display_name":"Xinghua Li","orcid":"https://orcid.org/0000-0002-5583-4155"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinghua Li","raw_affiliation_strings":["State Key Laboratory of Integrated Services Networks, and the School of Cyber Engineering, Xidian University, Xi&#x0027;an, China"],"raw_orcid":"https://orcid.org/0000-0002-5583-4155","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks, and the School of Cyber Engineering, Xidian University, Xi&#x0027;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102885964","display_name":"Yinbin Miao","orcid":null},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yinbin Miao","raw_affiliation_strings":["State Key Laboratory of Integrated Services Networks, and the School of Cyber Engineering, Xidian University, Xi&#x0027;an, China"],"raw_orcid":"https://orcid.org/0000-0001-5437-3572","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks, and the School of Cyber Engineering, Xidian University, Xi&#x0027;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092253105","display_name":"Haiyan Zhang","orcid":"https://orcid.org/0000-0001-5647-0958"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haiyan Zhang","raw_affiliation_strings":["State Key Laboratory of Integrated Services Networks, and the School of Cyber Engineering, Xidian University, Xi&#x0027;an, China"],"raw_orcid":"https://orcid.org/0000-0001-5647-0958","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks, and the School of Cyber Engineering, Xidian University, Xi&#x0027;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058120371","display_name":"Ximeng Liu","orcid":"https://orcid.org/0000-0002-4238-3295"},"institutions":[{"id":"https://openalex.org/I80947539","display_name":"Fuzhou University","ror":"https://ror.org/011xvna82","country_code":"CN","type":"education","lineage":["https://openalex.org/I80947539"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ximeng Liu","raw_affiliation_strings":["College of Mathematics and Computer Science, Fuzhou University, Fuzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-4238-3295","affiliations":[{"raw_affiliation_string":"College of Mathematics and Computer Science, Fuzhou University, Fuzhou, China","institution_ids":["https://openalex.org/I80947539"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001712801","display_name":"Robert H. Deng","orcid":"https://orcid.org/0000-0003-3491-8146"},"institutions":[{"id":"https://openalex.org/I79891267","display_name":"Singapore Management University","ror":"https://ror.org/050qmg959","country_code":"SG","type":"education","lineage":["https://openalex.org/I79891267"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Robert H. Deng","raw_affiliation_strings":["School of Information Systems, Singapore Management University, Singapore"],"raw_orcid":"https://orcid.org/0000-0003-3491-8146","affiliations":[{"raw_affiliation_string":"School of Information Systems, Singapore Management University, Singapore","institution_ids":["https://openalex.org/I79891267"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5063026980"],"corresponding_institution_ids":["https://openalex.org/I149594827"],"apc_list":null,"apc_paid":null,"fwci":0.6609,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.7693133,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"27","issue":null,"first_page":"597","last_page":"609"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","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"}},"topics":[{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","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"}},{"id":"https://openalex.org/T11550","display_name":"Text and Document Classification Technologies","score":0.9678999781608582,"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"}},{"id":"https://openalex.org/T14189","display_name":"Intravenous Infusion Technology and Safety","score":0.9498999714851379,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/computer-science","display_name":"Computer science","score":0.8278591632843018},{"id":"https://openalex.org/keywords/memorization","display_name":"Memorization","score":0.7749856114387512},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5418184399604797},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3757610619068146},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3450472950935364},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.14850115776062012},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.08652186393737793}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8278591632843018},{"id":"https://openalex.org/C30038468","wikidata":"https://www.wikidata.org/wiki/Q4354775","display_name":"Memorization","level":2,"score":0.7749856114387512},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5418184399604797},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3757610619068146},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3450472950935364},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.14850115776062012},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.08652186393737793}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tmm.2024.3521722","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2024.3521722","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"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 Multimedia","raw_type":"journal-article"},{"id":"pmh:oai:ink.library.smu.edu.sg:sis_research-11458","is_oa":true,"landing_page_url":"https://ink.library.smu.edu.sg/sis_research/10456","pdf_url":null,"source":{"id":"https://openalex.org/S4306401925","display_name":"Singapore Management University Institutional Knowledge (InK) (Singapore Management University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79891267","host_organization_name":"Singapore Management University","host_organization_lineage":["https://openalex.org/I79891267"],"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":"https://doi.org/10.1109/TMM.2024.3521722","raw_type":"Journal Article"}],"best_oa_location":{"id":"pmh:oai:ink.library.smu.edu.sg:sis_research-11458","is_oa":true,"landing_page_url":"https://ink.library.smu.edu.sg/sis_research/10456","pdf_url":null,"source":{"id":"https://openalex.org/S4306401925","display_name":"Singapore Management University Institutional Knowledge (InK) (Singapore Management University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79891267","host_organization_name":"Singapore Management University","host_organization_lineage":["https://openalex.org/I79891267"],"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":"https://doi.org/10.1109/TMM.2024.3521722","raw_type":"Journal Article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1819083007","display_name":null,"funder_award_id":"62125205","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4365675440","display_name":null,"funder_award_id":"U23A20303","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7544090443","display_name":null,"funder_award_id":"2021ZDLGYO5-04","funder_id":"https://openalex.org/F4320336350","funder_display_name":"Key Research and Development Projects of Shaanxi Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320336350","display_name":"Key Research and Development Projects of Shaanxi Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":71,"referenced_works":["https://openalex.org/W369786348","https://openalex.org/W1866072925","https://openalex.org/W1921293667","https://openalex.org/W1972675781","https://openalex.org/W2059471177","https://openalex.org/W2065151783","https://openalex.org/W2399587145","https://openalex.org/W2566079294","https://openalex.org/W2618530766","https://openalex.org/W2752971446","https://openalex.org/W2895758197","https://openalex.org/W2896457183","https://openalex.org/W2963026768","https://openalex.org/W2963037989","https://openalex.org/W2963618920","https://openalex.org/W2963909971","https://openalex.org/W2964155802","https://openalex.org/W2964292098","https://openalex.org/W2967052791","https://openalex.org/W2981873476","https://openalex.org/W2981952612","https://openalex.org/W3034185248","https://openalex.org/W3112288498","https://openalex.org/W3121661476","https://openalex.org/W3135179859","https://openalex.org/W3139463697","https://openalex.org/W3180352486","https://openalex.org/W3185386766","https://openalex.org/W3204785235","https://openalex.org/W3204785911","https://openalex.org/W3206067628","https://openalex.org/W4221161368","https://openalex.org/W4224224340","https://openalex.org/W4285222939","https://openalex.org/W4285404754","https://openalex.org/W4287947470","https://openalex.org/W4312249250","https://openalex.org/W4312357822","https://openalex.org/W4312601326","https://openalex.org/W4317384349","https://openalex.org/W4381568418","https://openalex.org/W4385572603","https://openalex.org/W4386072209","https://openalex.org/W4389252434","https://openalex.org/W6639331287","https://openalex.org/W6677302653","https://openalex.org/W6678280073","https://openalex.org/W6717772578","https://openalex.org/W6733814495","https://openalex.org/W6738471490","https://openalex.org/W6740005241","https://openalex.org/W6743885473","https://openalex.org/W6745136726","https://openalex.org/W6747898760","https://openalex.org/W6751420435","https://openalex.org/W6753772092","https://openalex.org/W6758632346","https://openalex.org/W6759215631","https://openalex.org/W6762913911","https://openalex.org/W6764051988","https://openalex.org/W6771630921","https://openalex.org/W6773005947","https://openalex.org/W6773116539","https://openalex.org/W6774433549","https://openalex.org/W6781063151","https://openalex.org/W6785714404","https://openalex.org/W6789476682","https://openalex.org/W6796290586","https://openalex.org/W6796912519","https://openalex.org/W6839041728","https://openalex.org/W6854494801"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W3093895509","https://openalex.org/W3163481960","https://openalex.org/W2323394100","https://openalex.org/W280704926","https://openalex.org/W2476068070","https://openalex.org/W2033914206","https://openalex.org/W2042327336"],"abstract_inverted_index":{"Data":[0],"is":[1,29,61],"the":[2,14,23,65,79,87,97,109,119,155,172,185,200],"essential":[3],"fuel":[4],"for":[5,68],"deep":[6],"neural":[7],"networks":[8],"(DNNs),":[9],"and":[10,51,86,166,197],"its":[11],"quality":[12],"affects":[13],"practical":[15],"performance":[16,26,121],"of":[17,27,99,111,122,174,202],"DNNs.":[18,123],"In":[19],"real-world":[20],"training":[21,82,156],"scenarios,":[22],"successful":[24],"generalization":[25,120],"DNNs":[28,92,115,150,175],"severely":[30],"challenged":[31],"by":[32,114],"noisy":[33,40,75,84,101,112,135,147,177],"samples":[34,41,113,148],"with":[35,96,184],"incorrect":[36],"labels.":[37],"To":[38,124],"combat":[39,134],"in":[42,73],"image":[43],"classification,":[44],"numerous":[45],"methods":[46,105],"based":[47],"on":[48,83,194],"sample":[49,59,89,163],"selection":[50,60,90,164],"semi-supervised":[52],"learning":[53],"(SSL)":[54],"have":[55,151],"been":[56],"developed,":[57],"where":[58],"used":[62],"to":[63,78,133,145,170,176],"provide":[64],"supervision":[66],"signal":[67],"SSL,":[69],"achieving":[70],"great":[71],"success":[72],"resisting":[74],"samples.":[76,102,136,178],"Due":[77],"necessary":[80],"warm-up":[81],"datasets":[85],"basic":[88],"mechanism,":[91],"are":[93],"still":[94],"confronted":[95],"challenge":[98],"memorizing":[100],"However,":[103],"existing":[104],"do":[106],"not":[107],"address":[108],"memorization":[110,173],"explicitly,":[116],"which":[117],"hinders":[118],"alleviate":[125,171],"this":[126],"issue,":[127],"we":[128,138,159,180],"present":[129],"a":[130,140,161,167],"new":[131],"approach":[132,183],"First,":[137],"propose":[139],"memorized":[141,153],"noise":[142],"detection":[143],"method":[144,165,187],"detect":[146],"that":[149],"already":[152],"during":[154],"process.":[157],"Next,":[158],"design":[160],"noise-excluded":[162],"noise-alleviated":[168],"MixMatch":[169],"Finally,":[179],"integrate":[181],"our":[182,203],"established":[186],"DivideMix,":[188],"proposing":[189],"Modified-DivideMix.":[190],"The":[191],"experimental":[192],"results":[193],"CIFAR-10,":[195],"CIFAR-100,":[196],"Clothing1M":[198],"demonstrate":[199],"effectiveness":[201],"approach.":[204]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-25T08:17:42.794288","created_date":"2025-10-10T00:00:00"}
