{"id":"https://openalex.org/W4312572587","doi":"https://doi.org/10.1109/mmsp55362.2022.9949516","title":"Nonlinear Multi-Model Reuse","display_name":"Nonlinear Multi-Model Reuse","publication_year":2022,"publication_date":"2022-09-26","ids":{"openalex":"https://openalex.org/W4312572587","doi":"https://doi.org/10.1109/mmsp55362.2022.9949516"},"language":"en","primary_location":{"id":"doi:10.1109/mmsp55362.2022.9949516","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mmsp55362.2022.9949516","pdf_url":null,"source":{"id":"https://openalex.org/S4363605768","display_name":"2022 IEEE 24th International Workshop on Multimedia Signal Processing (MMSP)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 24th International Workshop on Multimedia Signal Processing (MMSP)","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/A5039158745","display_name":"Yong Luo","orcid":"https://orcid.org/0000-0002-2296-6370"},"institutions":[{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]},{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yong Luo","raw_affiliation_strings":["Peng Cheng Laboratory,Shenzhen,China","School of Computer Science Wuhan University, Wuhan, China","Peng Cheng Laboratory, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Peng Cheng Laboratory,Shenzhen,China","institution_ids":["https://openalex.org/I4210136793"]},{"raw_affiliation_string":"School of Computer Science Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]},{"raw_affiliation_string":"Peng Cheng Laboratory, Shenzhen, China","institution_ids":["https://openalex.org/I4210136793"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024879728","display_name":"Ling\u2010Yu Duan","orcid":"https://orcid.org/0000-0002-4491-2023"},"institutions":[{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]},{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ling-Yu Duan","raw_affiliation_strings":["Peng Cheng Laboratory,Shenzhen,China","Peng Cheng Laboratory, Shenzhen, China","Institute of Digital Media Peking University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Peng Cheng Laboratory,Shenzhen,China","institution_ids":["https://openalex.org/I4210136793"]},{"raw_affiliation_string":"Peng Cheng Laboratory, Shenzhen, China","institution_ids":["https://openalex.org/I4210136793"]},{"raw_affiliation_string":"Institute of Digital Media Peking University, Beijing, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100619463","display_name":"Yan Bai","orcid":"https://orcid.org/0000-0002-2152-9611"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yan Bai","raw_affiliation_strings":["Institute of Digital Media Peking University,Beijing,China","Institute of Digital Media Peking University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Institute of Digital Media Peking University,Beijing,China","institution_ids":["https://openalex.org/I20231570"]},{"raw_affiliation_string":"Institute of Digital Media Peking University, Beijing, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065250332","display_name":"Tongliang Liu","orcid":"https://orcid.org/0000-0002-9640-6472"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Tongliang Liu","raw_affiliation_strings":["School of Computer Science The University of Sydney,Sydney,Australia","School of Computer Science The University of Sydney, Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"School of Computer Science The University of Sydney,Sydney,Australia","institution_ids":["https://openalex.org/I129604602"]},{"raw_affiliation_string":"School of Computer Science The University of Sydney, Sydney, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063901345","display_name":"Yihang Lou","orcid":"https://orcid.org/0000-0002-8143-389X"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yihang Lou","raw_affiliation_strings":["Institute of Digital Media Peking University,Beijing,China","Institute of Digital Media Peking University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Institute of Digital Media Peking University,Beijing,China","institution_ids":["https://openalex.org/I20231570"]},{"raw_affiliation_string":"Institute of Digital Media Peking University, Beijing, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041572550","display_name":"Yonggang Wen","orcid":"https://orcid.org/0000-0002-2751-5114"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Yonggang Wen","raw_affiliation_strings":["School of Computer Science and Engineering Nanyang Technological University,Singapore,639798"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering Nanyang Technological University,Singapore,639798","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5039158745"],"corresponding_institution_ids":["https://openalex.org/I37461747","https://openalex.org/I4210136793"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.14551547,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"2","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9998999834060669,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9998999834060669,"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/T10812","display_name":"Human Pose and Action Recognition","score":0.9951000213623047,"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/T12740","display_name":"Gait Recognition and Analysis","score":0.9861999750137329,"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/reuse","display_name":"Reuse","score":0.895513653755188},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7725828886032104},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.6681185960769653},{"id":"https://openalex.org/keywords/regularization","display_name":"Regularization (linguistics)","score":0.6004107594490051},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.5338870882987976},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4818064570426941},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.46634170413017273},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.43551135063171387},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4237663149833679},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3675759434700012},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.11402428150177002},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10450559854507446},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10385364294052124}],"concepts":[{"id":"https://openalex.org/C206588197","wikidata":"https://www.wikidata.org/wiki/Q846574","display_name":"Reuse","level":2,"score":0.895513653755188},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7725828886032104},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.6681185960769653},{"id":"https://openalex.org/C2776135515","wikidata":"https://www.wikidata.org/wiki/Q17143721","display_name":"Regularization (linguistics)","level":2,"score":0.6004107594490051},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.5338870882987976},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4818064570426941},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.46634170413017273},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.43551135063171387},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4237663149833679},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3675759434700012},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.11402428150177002},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10450559854507446},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10385364294052124},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C548081761","wikidata":"https://www.wikidata.org/wiki/Q180388","display_name":"Waste management","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mmsp55362.2022.9949516","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mmsp55362.2022.9949516","pdf_url":null,"source":{"id":"https://openalex.org/S4363605768","display_name":"2022 IEEE 24th International Workshop on Multimedia Signal Processing (MMSP)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 24th International Workshop on Multimedia Signal Processing (MMSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities","score":0.5600000023841858}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W91932901","https://openalex.org/W1966347620","https://openalex.org/W1982925187","https://openalex.org/W2097308346","https://openalex.org/W2159291411","https://openalex.org/W2194775991","https://openalex.org/W2204750386","https://openalex.org/W2412094331","https://openalex.org/W2585635281","https://openalex.org/W2604559389","https://openalex.org/W2740168373","https://openalex.org/W2741700122","https://openalex.org/W2766692039","https://openalex.org/W2803106750","https://openalex.org/W2805752625","https://openalex.org/W2963047834","https://openalex.org/W2997701990","https://openalex.org/W4255421341","https://openalex.org/W6603746958","https://openalex.org/W6646071477","https://openalex.org/W6675747103","https://openalex.org/W6683633756","https://openalex.org/W7034108470"],"related_works":["https://openalex.org/W17155033","https://openalex.org/W3207760230","https://openalex.org/W1496222301","https://openalex.org/W4312814274","https://openalex.org/W1590307681","https://openalex.org/W2536018345","https://openalex.org/W4285370786","https://openalex.org/W2296488620","https://openalex.org/W2358353312","https://openalex.org/W2353836703"],"abstract_inverted_index":{"The":[0],"goal":[1],"of":[2,41,54,96,161],"model":[3,9,44,64,71],"reuse":[4,45,48,82],"is":[5,84,125,164],"to":[6,86,100,149],"build":[7],"a":[8,11,69],"in":[10,62,75,105,133,171],"new":[12],"target":[13,107,121,158],"domain":[14],"by":[15,90,143,167],"reusing":[16],"some":[17],"pre-trained":[18],"source":[19,56,98,119,156],"models.":[20,122,159],"It":[21],"can":[22,72],"significantly":[23],"reduce":[24],"the":[25,29,42,49,55,63,92,103,106,118,145,155,168,172],"training":[26],"costs":[27],"and":[28,34,58,120,128,157],"data":[30],"required":[31],"for":[32,177],"training,":[33],"hence":[35],"has":[36],"various":[37],"potential":[38],"applications.":[39,135],"Most":[40],"existing":[43],"approaches":[46],"only":[47,68],"output":[50],"features":[51],"or":[52],"labels":[53],"model,":[57,108],"more":[59],"information":[60],"contained":[61],"are":[65,114],"ignored.":[66],"Besides,":[67],"single":[70],"be":[73,130],"utilized":[74],"these":[76,88],"approaches.":[77],"A":[78],"recently":[79],"proposed":[80],"multi-model":[81],"method":[83,163],"able":[85],"remedy":[87],"drawbacks":[89],"utilizing":[91],"hidden":[93],"layer":[94],"representations":[95,104],"multiple":[97],"models":[99],"help":[101],"improve":[102],"but":[109],"it":[110],"assumes":[111],"that":[112],"there":[113],"linear":[115],"connections":[116],"between":[117,154],"This":[123],"assumption":[124,142],"too":[126],"restrictive":[127],"may":[129],"not":[131],"valid":[132],"real-world":[134],"In":[136],"this":[137,141],"paper,":[138],"we":[139],"relax":[140],"introducing":[144],"manifold":[146],"regularization":[147],"scheme":[148],"exploit":[150],"arbitrary":[151],"nonlinear":[152],"relationships":[153],"Effectiveness":[160],"our":[162],"demonstrated":[165],"empirically":[166],"extensive":[169],"experiments":[170],"popular":[173],"person":[174],"re-identification":[175],"task":[176],"smart":[178],"city":[179],"application.":[180]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}