{"id":"https://openalex.org/W4402980006","doi":"https://doi.org/10.1109/icme57554.2024.10688133","title":"Distillation Excluding Positives for Few-Shot Class-Incremental Learning","display_name":"Distillation Excluding Positives for Few-Shot Class-Incremental Learning","publication_year":2024,"publication_date":"2024-07-15","ids":{"openalex":"https://openalex.org/W4402980006","doi":"https://doi.org/10.1109/icme57554.2024.10688133"},"language":"en","primary_location":{"id":"doi:10.1109/icme57554.2024.10688133","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icme57554.2024.10688133","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Multimedia and Expo (ICME)","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/A5100675843","display_name":"Duo Liu","orcid":"https://orcid.org/0000-0002-3040-2065"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Duo Liu","raw_affiliation_strings":["Shanghai Jiao Tong University,Department of Electronic Engineering,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Department of Electronic Engineering,Shanghai,China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114949372","display_name":"Linglan Zhao","orcid":"https://orcid.org/0009-0008-6232-762X"},"institutions":[{"id":"https://openalex.org/I2250653659","display_name":"Tencent (China)","ror":"https://ror.org/00hhjss72","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250653659"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Linglan Zhao","raw_affiliation_strings":["Youtu Lab Tencent,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"Youtu Lab Tencent,Shanghai,China","institution_ids":["https://openalex.org/I2250653659"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003595112","display_name":"Zhongqiang Zhang","orcid":"https://orcid.org/0000-0003-2755-003X"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongqiang Zhang","raw_affiliation_strings":["Shanghai Jiao Tong University,Department of Electronic Engineering,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Department of Electronic Engineering,Shanghai,China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111043241","display_name":"Fuhan Cai","orcid":null},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fuhan Cai","raw_affiliation_strings":["Shanghai Jiao Tong University,Department of Electronic Engineering,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Department of Electronic Engineering,Shanghai,China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065484189","display_name":"Xiangzhong Fang","orcid":null},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangzhong Fang","raw_affiliation_strings":["Shanghai Jiao Tong University,Department of Electronic Engineering,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Department of Electronic Engineering,Shanghai,China","institution_ids":["https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100675843"],"corresponding_institution_ids":["https://openalex.org/I183067930"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.14609415,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9775999784469604,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9775999784469604,"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":0.9002000093460083,"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/distillation","display_name":"Distillation","score":0.7104182243347168},{"id":"https://openalex.org/keywords/shot","display_name":"Shot (pellet)","score":0.6477562189102173},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6090500950813293},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.5827983021736145},{"id":"https://openalex.org/keywords/false-positive-paradox","display_name":"False positive paradox","score":0.5323888063430786},{"id":"https://openalex.org/keywords/one-shot","display_name":"One shot","score":0.5290448069572449},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3711557686328888},{"id":"https://openalex.org/keywords/chromatography","display_name":"Chromatography","score":0.22666075825691223},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.18294382095336914},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.16361099481582642},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.09176391363143921}],"concepts":[{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.7104182243347168},{"id":"https://openalex.org/C2778344882","wikidata":"https://www.wikidata.org/wiki/Q278938","display_name":"Shot (pellet)","level":2,"score":0.6477562189102173},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6090500950813293},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.5827983021736145},{"id":"https://openalex.org/C64869954","wikidata":"https://www.wikidata.org/wiki/Q1859747","display_name":"False positive paradox","level":2,"score":0.5323888063430786},{"id":"https://openalex.org/C2992734406","wikidata":"https://www.wikidata.org/wiki/Q413267","display_name":"One shot","level":2,"score":0.5290448069572449},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3711557686328888},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.22666075825691223},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18294382095336914},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.16361099481582642},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.09176391363143921},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icme57554.2024.10688133","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icme57554.2024.10688133","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Multimedia and Expo (ICME)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2497720472","https://openalex.org/W4292659306","https://openalex.org/W3044321615","https://openalex.org/W4294892107","https://openalex.org/W2806221744","https://openalex.org/W2326937258","https://openalex.org/W394267150","https://openalex.org/W2773965352","https://openalex.org/W2357748469","https://openalex.org/W2392917037"],"abstract_inverted_index":{"Few-Shot":[0],"Class-Incremental":[1],"Learning":[2],"(FSCIL)":[3],"defines":[4],"a":[5,34,125],"challenging":[6],"task":[7],"to":[8,32,124],"continually":[9],"recognize":[10],"novel":[11,61],"classes":[12],"with":[13,59],"few":[14],"training":[15],"data":[16],"without":[17],"forgetting":[18,24],"old":[19],"classes.":[20],"Considering":[21],"the":[22,38,53,66,92,118,136],"catastrophic":[23],"and":[25,41,86,111],"overfitting":[26],"issues,":[27],"mainstream":[28],"FSCIL":[29,85,102,133],"methods":[30,49,81],"resort":[31],"obtaining":[33],"strong":[35],"model":[36],"in":[37,44,52],"base":[39,54],"session":[40],"freezing":[42],"it":[43],"incremental":[45],"sessions.":[46],"Although":[47],"prevailing":[48],"perform":[50],"well":[51],"classes,":[55],"they":[56],"often":[57],"struggle":[58],"poor":[60],"class":[62],"generalization.":[63],"To":[64],"strengthen":[65],"representation":[67],"of":[68,107,120,138],"these":[69],"models,":[70],"this":[71],"paper":[72],"focuses":[73],"on":[74,101,131],"Knowledge":[75],"Distillation":[76,93],"(KD).":[77],"Since":[78],"existing":[79],"KD":[80],"are":[82],"incompetent":[83],"for":[84,98],"introduce":[87],"limited":[88],"improvement,":[89],"we":[90],"propose":[91],"Excluding":[94],"Positives":[95],"(DEP)":[96],"method":[97],"boosting":[99],"performance":[100],"tasks.":[103],"Specifically,":[104],"DEP":[105,139],"consists":[106],"negative":[108],"relationship":[109],"distillation":[110],"asymmetric":[112],"self-feature":[113],"distillation.":[114],"It":[115],"can":[116],"mitigate":[117],"over-similarity":[119],"intra-class":[121],"features,":[122],"leading":[123],"more":[126],"generalized":[127],"model.":[128],"Extensive":[129],"experiments":[130],"three":[132],"benchmarks":[134],"validate":[135],"superiority":[137],"over":[140],"current":[141],"SOTAs.":[142]},"counts_by_year":[],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}
