{"id":"https://openalex.org/W4401567208","doi":"https://doi.org/10.1109/tmc.2024.3443057","title":"Patching in Order: Efficient On-Device Model Fine-Tuning for Multi-DNN Vision Applications","display_name":"Patching in Order: Efficient On-Device Model Fine-Tuning for Multi-DNN Vision Applications","publication_year":2024,"publication_date":"2024-08-14","ids":{"openalex":"https://openalex.org/W4401567208","doi":"https://doi.org/10.1109/tmc.2024.3443057"},"language":"en","primary_location":{"id":"doi:10.1109/tmc.2024.3443057","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2024.3443057","pdf_url":null,"source":{"id":"https://openalex.org/S69141925","display_name":"IEEE Transactions on Mobile Computing","issn_l":"1536-1233","issn":["1536-1233","1558-0660","2161-9875"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Mobile Computing","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":"https://openalex.org/A5103142063","display_name":"Zhiqiang Cao","orcid":"https://orcid.org/0000-0002-7351-5887"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiqiang Cao","raw_affiliation_strings":["Faculty of Computing, Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0002-7351-5887","affiliations":[{"raw_affiliation_string":"Faculty of Computing, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087680636","display_name":"Yun Cheng","orcid":"https://orcid.org/0000-0002-0421-1716"},"institutions":[{"id":"https://openalex.org/I4210122261","display_name":"Swiss Data Science Center","ror":"https://ror.org/02hdt9m26","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I2799323385","https://openalex.org/I35440088","https://openalex.org/I4210122261","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Yun Cheng","raw_affiliation_strings":["Swiss Data Science Center, Zurich, Switzerland"],"raw_orcid":"https://orcid.org/0000-0002-0421-1716","affiliations":[{"raw_affiliation_string":"Swiss Data Science Center, Zurich, Switzerland","institution_ids":["https://openalex.org/I4210122261"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011140675","display_name":"Zimu Zhou","orcid":"https://orcid.org/0000-0002-5457-6967"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Zimu Zhou","raw_affiliation_strings":["School of Data Science (SDSC), City University of Hong Kong, Kowloon Tong, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0002-5457-6967","affiliations":[{"raw_affiliation_string":"School of Data Science (SDSC), City University of Hong Kong, Kowloon Tong, Hong Kong","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081725107","display_name":"Anqi Lu","orcid":"https://orcid.org/0000-0002-8835-6938"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Anqi Lu","raw_affiliation_strings":["Faculty of Computing, Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0002-8835-6938","affiliations":[{"raw_affiliation_string":"Faculty of Computing, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004160862","display_name":"Youbing Hu","orcid":null},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Youbing Hu","raw_affiliation_strings":["Faculty of Computing, Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0003-2181-9659","affiliations":[{"raw_affiliation_string":"Faculty of Computing, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100454005","display_name":"Jie Liu","orcid":"https://orcid.org/0000-0001-6209-6886"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Liu","raw_affiliation_strings":["Faculty of Computing, Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0001-6209-6886","affiliations":[{"raw_affiliation_string":"Faculty of Computing, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100402911","display_name":"Min Zhang","orcid":"https://orcid.org/0000-0002-3895-5510"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Min Zhang","raw_affiliation_strings":["Faculty of Computing, Harbin Institute of Technology, Harbin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computing, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100450015","display_name":"Zhijun Li","orcid":"https://orcid.org/0000-0001-9129-9957"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhijun Li","raw_affiliation_strings":["Faculty of Computing, Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0001-9129-9957","affiliations":[{"raw_affiliation_string":"Faculty of Computing, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.6656,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.66214262,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"23","issue":"12","first_page":"14484","last_page":"14501"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","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/T10036","display_name":"Advanced Neural Network Applications","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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9983999729156494,"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/T11019","display_name":"Image Enhancement Techniques","score":0.9976000189781189,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8799130320549011},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.6171086430549622},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.6116452217102051},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.5651979446411133},{"id":"https://openalex.org/keywords/workload","display_name":"Workload","score":0.5618619322776794},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.5335009694099426},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.502835214138031},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.49869227409362793},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.4770968556404114},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.44556230306625366},{"id":"https://openalex.org/keywords/adapter","display_name":"Adapter (computing)","score":0.4328838288784027},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.43192416429519653},{"id":"https://openalex.org/keywords/augmented-reality","display_name":"Augmented reality","score":0.41656485199928284},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.4009406268596649},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.3943743109703064},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.35050520300865173},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.14319327473640442}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8799130320549011},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.6171086430549622},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.6116452217102051},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.5651979446411133},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.5618619322776794},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5335009694099426},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.502835214138031},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.49869227409362793},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.4770968556404114},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.44556230306625366},{"id":"https://openalex.org/C177284502","wikidata":"https://www.wikidata.org/wiki/Q1005390","display_name":"Adapter (computing)","level":2,"score":0.4328838288784027},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.43192416429519653},{"id":"https://openalex.org/C153715457","wikidata":"https://www.wikidata.org/wiki/Q254183","display_name":"Augmented reality","level":2,"score":0.41656485199928284},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.4009406268596649},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3943743109703064},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.35050520300865173},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.14319327473640442},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tmc.2024.3443057","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2024.3443057","pdf_url":null,"source":{"id":"https://openalex.org/S69141925","display_name":"IEEE Transactions on Mobile Computing","issn_l":"1536-1233","issn":["1536-1233","1558-0660","2161-9875"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Mobile Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6945628064","display_name":"\u7269\u8054\u7f51\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u9ad8\u6027\u80fd\u90e8\u7f72\u7f51\u7edc\u4f18\u5316\u6280\u672f\u7814\u7a76","funder_award_id":"62072137","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"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":78,"referenced_works":["https://openalex.org/W1686810756","https://openalex.org/W1900913856","https://openalex.org/W2029205712","https://openalex.org/W2092803368","https://openalex.org/W2144794286","https://openalex.org/W2194775991","https://openalex.org/W2326626448","https://openalex.org/W2525851376","https://openalex.org/W2625157458","https://openalex.org/W2743151379","https://openalex.org/W2753992645","https://openalex.org/W2787091153","https://openalex.org/W2794506852","https://openalex.org/W2950142196","https://openalex.org/W2959349511","https://openalex.org/W2962884963","https://openalex.org/W2963163009","https://openalex.org/W2974097864","https://openalex.org/W2981114133","https://openalex.org/W2987014658","https://openalex.org/W2990502263","https://openalex.org/W3003903839","https://openalex.org/W3018757597","https://openalex.org/W3035499408","https://openalex.org/W3046689865","https://openalex.org/W3088076788","https://openalex.org/W3116942696","https://openalex.org/W3133540327","https://openalex.org/W3138516171","https://openalex.org/W3152187098","https://openalex.org/W3159535809","https://openalex.org/W3166146665","https://openalex.org/W3172419167","https://openalex.org/W3176828726","https://openalex.org/W3193898792","https://openalex.org/W3198025215","https://openalex.org/W3207649350","https://openalex.org/W3208371501","https://openalex.org/W3212514695","https://openalex.org/W3217445637","https://openalex.org/W4210320089","https://openalex.org/W4210686719","https://openalex.org/W4283020086","https://openalex.org/W4283712390","https://openalex.org/W4284897569","https://openalex.org/W4287238428","https://openalex.org/W4308089797","https://openalex.org/W4310723023","https://openalex.org/W4312393046","https://openalex.org/W4313254663","https://openalex.org/W4330337388","https://openalex.org/W4364322549","https://openalex.org/W4378697064","https://openalex.org/W4379382589","https://openalex.org/W4380925616","https://openalex.org/W4381586770","https://openalex.org/W4385553150","https://openalex.org/W4386071603","https://openalex.org/W4386736665","https://openalex.org/W4387087714","https://openalex.org/W4387211593","https://openalex.org/W4387212784","https://openalex.org/W4387967984","https://openalex.org/W4390819468","https://openalex.org/W4390873358","https://openalex.org/W6631943919","https://openalex.org/W6637373629","https://openalex.org/W6682132143","https://openalex.org/W6688325169","https://openalex.org/W6737377802","https://openalex.org/W6738045163","https://openalex.org/W6777046832","https://openalex.org/W6785440099","https://openalex.org/W6787395356","https://openalex.org/W6793100996","https://openalex.org/W6839562487","https://openalex.org/W6851570637","https://openalex.org/W6853517571"],"related_works":["https://openalex.org/W4322761281","https://openalex.org/W4238233472","https://openalex.org/W3111395152","https://openalex.org/W4313526662","https://openalex.org/W4313463218","https://openalex.org/W3106131444","https://openalex.org/W3216099748","https://openalex.org/W4205963435","https://openalex.org/W4312996489","https://openalex.org/W3214037210"],"abstract_inverted_index":{"The":[0],"increasing":[1,45],"deployment":[2],"of":[3,88,97,134,165],"multiple":[4,57],"deep":[5],"neural":[6],"networks":[7],"(DNNs)":[8],"on":[9,37,59,143],"edge":[10,38,60],"devices":[11,39,61],"is":[12,99],"revolutionizing":[13],"mobile":[14],"vision":[15,92,147],"applications,":[16],"spanning":[17],"autonomous":[18],"vehicles,":[19],"augmented":[20],"reality,":[21],"and":[22,31,49,125,139,151],"video":[23],"surveillance.":[24],"These":[25],"applications":[26],"demand":[27],"adaptation":[28],"to":[29,44,66,129,171],"contextual":[30],"environmental":[32],"drifts,":[33],"typically":[34],"through":[35],"fine-tuning":[36,56,89],"without":[40,167],"cloud":[41],"access,":[42],"due":[43,65],"data":[46],"privacy":[47],"concerns":[48],"the":[50,67,86,95,132,158,172],"urgency":[51],"for":[52,81,90],"timely":[53],"responses.":[54],"However,":[55],"DNNs":[58],"faces":[62],"significant":[63],"challenges":[64],"substantial":[68],"computational":[69,160],"workload.":[70],"In":[71],"this":[72],"paper,":[73],"we":[74],"present":[75],"PatchLine,":[76],"a":[77,109],"novel":[78],"framework":[79],"tailored":[80],"efficient":[82],"on-device":[83],"training":[84,137,140],"in":[85],"form":[87],"multi-DNN":[91],"applications.":[93],"At":[94],"core":[96],"PatchLine":[98,117,156],"an":[100,163],"innovative":[101],"lightweight":[102],"adapter":[103],"design":[104],"called":[105],"patches":[106],"coupled":[107],"with":[108],"strategic":[110],"patch":[111],"updating":[112],"approach":[113],"across":[114],"models.":[115],"Specifically,":[116],"adopts":[118],"drift-adaptive":[119],"incremental":[120],"patching,":[121,124],"correlation-aware":[122],"warm":[123],"entropy-based":[126],"sample":[127],"selection,":[128],"holistically":[130],"reduce":[131],"number":[133],"trainable":[135],"parameters,":[136],"epochs,":[138],"samples.":[141],"Experiments":[142],"four":[144,149],"datasets,":[145],"three":[146],"tasks,":[148],"backbones,":[150],"two":[152],"platforms":[153],"demonstrate":[154],"that":[155],"reduces":[157],"total":[159],"cost":[161],"by":[162],"average":[164],"55%":[166],"sacrificing":[168],"accuracy":[169],"compared":[170],"state-of-the-art.":[173]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}