{"id":"https://openalex.org/W4400877553","doi":"https://doi.org/10.1109/tcsvt.2024.3424302","title":"Class Incremental Learning for Light-Weighted Networks","display_name":"Class Incremental Learning for Light-Weighted Networks","publication_year":2024,"publication_date":"2024-07-22","ids":{"openalex":"https://openalex.org/W4400877553","doi":"https://doi.org/10.1109/tcsvt.2024.3424302"},"language":"en","primary_location":{"id":"doi:10.1109/tcsvt.2024.3424302","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2024.3424302","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"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 Circuits and Systems for Video Technology","raw_type":"journal-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":null,"display_name":"Zhe Tao","orcid":"https://orcid.org/0009-0002-4409-5227"},"institutions":[{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhe Tao","raw_affiliation_strings":["School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, China","School of Computer Science and Engineering, Tianjin University of Technology, China"],"raw_orcid":"https://orcid.org/0009-0002-4409-5227","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I136765683"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Tianjin University of Technology, China","institution_ids":["https://openalex.org/I136765683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102765121","display_name":"Lu Yu","orcid":"https://orcid.org/0000-0003-0578-6869"},"institutions":[{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lu Yu","raw_affiliation_strings":["School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, China","School of Computer Science and Engineering, Tianjin University of Technology, China"],"raw_orcid":"https://orcid.org/0000-0003-0578-6869","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I136765683"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Tianjin University of Technology, China","institution_ids":["https://openalex.org/I136765683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018564842","display_name":"Hantao Yao","orcid":"https://orcid.org/0000-0001-8125-2864"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210112150","display_name":"Institute of Automation","ror":"https://ror.org/022c3hy66","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hantao Yao","raw_affiliation_strings":["State Key Laboratory of Multimodal Artificial Intelligence Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China","Institute of Automation, State Key Laboratory of Multimodal Artificial Intelligence Systems, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-8125-2864","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Multimodal Artificial Intelligence Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]},{"raw_affiliation_string":"Institute of Automation, State Key Laboratory of Multimodal Artificial Intelligence Systems, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083070890","display_name":"Shucheng Huang","orcid":"https://orcid.org/0000-0002-5435-5961"},"institutions":[{"id":"https://openalex.org/I4210096899","display_name":"Jiangsu University of Science and Technology","ror":"https://ror.org/00tyjp878","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210096899"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shucheng Huang","raw_affiliation_strings":["College of Computer Science, Jiangsu University of Science and Technology, Zhenjiang, China","College of Computer Science, Jiangsu University of Science and Technology, China"],"raw_orcid":"https://orcid.org/0000-0002-5435-5961","affiliations":[{"raw_affiliation_string":"College of Computer Science, Jiangsu University of Science and Technology, Zhenjiang, China","institution_ids":["https://openalex.org/I4210096899"]},{"raw_affiliation_string":"College of Computer Science, Jiangsu University of Science and Technology, China","institution_ids":["https://openalex.org/I4210096899"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022636178","display_name":"Changsheng Xu","orcid":"https://orcid.org/0000-0001-8343-9665"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210112150","display_name":"Institute of Automation","ror":"https://ror.org/022c3hy66","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changsheng Xu","raw_affiliation_strings":["State Key Laboratory of Multimodal Artificial Intelligence Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China","Institute of Automation, corresponding authorand also with State Key Laboratory of Multimodal Artificial Intelligence Systems, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-8343-9665","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Multimodal Artificial Intelligence Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]},{"raw_affiliation_string":"Institute of Automation, corresponding authorand also with State Key Laboratory of Multimodal Artificial Intelligence Systems, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.445,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.83989095,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"34","issue":"12","first_page":"12210","last_page":"12220"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14413","display_name":"Advanced Technologies in Various Fields","score":0.8155999779701233,"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/T14413","display_name":"Advanced Technologies in Various Fields","score":0.8155999779701233,"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/T13955","display_name":"Evaluation Methods in Various Fields","score":0.7350000143051147,"subfield":{"id":"https://openalex.org/subfields/2302","display_name":"Ecological Modeling"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12676","display_name":"Machine Learning and ELM","score":0.7307000160217285,"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":0.6582238078117371},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.6157997250556946},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5274800658226013},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.35453104972839355}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6582238078117371},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.6157997250556946},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5274800658226013},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.35453104972839355}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcsvt.2024.3424302","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2024.3424302","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"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 Circuits and Systems for Video Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1498893086","display_name":null,"funder_award_id":"62036012","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2143742008","display_name":null,"funder_award_id":"62202331","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2246614840","display_name":null,"funder_award_id":"2021ZD0112200","funder_id":"https://openalex.org/F4320329860","funder_display_name":"National Science and Technology Major Project"},{"id":"https://openalex.org/G3087610523","display_name":null,"funder_award_id":"U23A20387","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6396449109","display_name":null,"funder_award_id":"62276118","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320329860","display_name":"National Science and Technology Major Project","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":69,"referenced_works":["https://openalex.org/W1821462560","https://openalex.org/W2117539524","https://openalex.org/W2194775991","https://openalex.org/W2294370754","https://openalex.org/W2473930607","https://openalex.org/W2549545452","https://openalex.org/W2560647685","https://openalex.org/W2620998106","https://openalex.org/W2739879705","https://openalex.org/W2786446225","https://openalex.org/W2795024892","https://openalex.org/W2887783173","https://openalex.org/W2948734064","https://openalex.org/W2952787292","https://openalex.org/W2963125010","https://openalex.org/W2963140444","https://openalex.org/W2963588172","https://openalex.org/W2964005298","https://openalex.org/W2964189064","https://openalex.org/W2972313371","https://openalex.org/W3005248472","https://openalex.org/W3015735225","https://openalex.org/W3034368386","https://openalex.org/W3034695001","https://openalex.org/W3034856281","https://openalex.org/W3035807818","https://openalex.org/W3041400765","https://openalex.org/W3112561780","https://openalex.org/W3127555982","https://openalex.org/W3159551428","https://openalex.org/W3163939464","https://openalex.org/W3169422999","https://openalex.org/W3175294706","https://openalex.org/W3177196641","https://openalex.org/W3178686235","https://openalex.org/W3204023867","https://openalex.org/W3211407538","https://openalex.org/W4200056912","https://openalex.org/W4200260563","https://openalex.org/W4221161784","https://openalex.org/W4225484930","https://openalex.org/W4226426325","https://openalex.org/W4289656127","https://openalex.org/W4312287801","https://openalex.org/W4312533113","https://openalex.org/W4312754066","https://openalex.org/W4312791158","https://openalex.org/W4313028293","https://openalex.org/W4317795300","https://openalex.org/W4319299931","https://openalex.org/W4361741631","https://openalex.org/W4385245566","https://openalex.org/W4389925216","https://openalex.org/W4390872637","https://openalex.org/W4393241273","https://openalex.org/W4394670654","https://openalex.org/W6637551013","https://openalex.org/W6677258307","https://openalex.org/W6737664043","https://openalex.org/W6741217325","https://openalex.org/W6761472960","https://openalex.org/W6762187592","https://openalex.org/W6767117800","https://openalex.org/W6769906912","https://openalex.org/W6776700526","https://openalex.org/W6796401684","https://openalex.org/W6803451136","https://openalex.org/W6838571599","https://openalex.org/W6850439770"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Despite":[0],"deep":[1],"neural":[2,56],"networks":[3,94,97,195],"(DNNs)":[4],"show":[5],"impressive":[6],"performance":[7,210],"across":[8],"diverse":[9],"tasks,":[10],"they":[11],"suffer":[12],"from":[13,91,122],"catastrophic":[14],"forgetting":[15],"when":[16],"dealing":[17],"with":[18,38,190],"continuous":[19],"data":[20],"streams.":[21],"Incremental":[22],"learning":[23,53],"aims":[24],"to":[25,32,36,49,95,125,133,149],"alleviate":[26],"this":[27,82],"phenomenon":[28],"and":[29,141,187,219,229,243],"enable":[30],"DNNs":[31],"accumulate":[33],"new":[34],"knowledge":[35,90,121,202],"cope":[37],"the":[39,51,64,68,106,123,126,130,135,138,146,167,173,181,206,215,227],"ever-changing":[40],"world.":[41],"Recently":[42],"numerous":[43],"advanced":[44],"methods":[45,60,183],"have":[46],"been":[47],"developed":[48],"enhance":[50,134],"incremental":[52,100],"capabilities":[54],"of":[55,71,113,137,165,193,231],"networks.":[57],"However,":[58],"these":[59],"mainly":[61],"focus":[62],"on":[63,129,145,176,184,223],"large":[65,92,111],"networks,":[66],"neglecting":[67],"unique":[69],"needs":[70],"edged-device":[72],"applications,":[73],"which":[74],"is":[75],"surprisingly":[76],"under-investigated":[77],"in":[78,98,103,205],"previous":[79],"literature.":[80],"In":[81,153],"paper,":[83],"we":[84],"propose":[85],"two":[86],"strategies":[87],"for":[88],"transferring":[89,120],"teacher":[93,117,124,169,216],"light-weighted":[96,194],"class":[99],"learning.":[101],"Specifically,":[102],"cases":[104],"where":[105,158],"initial":[107,131],"task":[108,132,148,160],"contains":[109],"a":[110,154],"number":[112,164],"categories,":[114,166],"our":[115,232],"static":[116],"strategy":[118,170],"involves":[119],"student":[127,139,174,207],"network":[128,175,208],"plasticity":[136],"network,":[140],"applying":[142],"regularization":[143],"constraints":[144],"subsequent":[147],"improve":[150],"its":[151],"stability.":[152],"more":[155],"challenging":[156],"scenario":[157],"each":[159,177],"includes":[161],"an":[162],"equal":[163],"dynamic":[168],"continuously":[171],"guides":[172],"task.":[178],"We":[179,198],"evaluate":[180],"proposed":[182,233],"CIFAR100,":[185],"Tiny-ImageNet":[186],"ImageNet-subset":[188],"datasets":[189,225],"different":[191,241],"types":[192],"(MobileNet,":[196],"ShuffleNet).":[197],"observed":[199],"that":[200],"effective":[201],"transfer":[203],"resulting":[204],"achieving":[209],"comparable":[211],"or":[212],"even":[213],"outperform":[214],"network.":[217],"Extensive":[218],"detailed":[220],"experiments":[221],"conducted":[222,239],"three":[224],"demonstrated":[226],"simplicity":[228],"effectiveness":[230],"method.":[234],"Comprehensive":[235],"analysis":[236],"are":[237],"also":[238],"including":[240],"factors":[242],"visualization.":[244]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":4}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}