{"id":"https://openalex.org/W4229018382","doi":"https://doi.org/10.1145/3476883.3524048","title":"Exploration of privacy preserving deep learning framework for computer vision tasks","display_name":"Exploration of privacy preserving deep learning framework for computer vision tasks","publication_year":2022,"publication_date":"2022-04-18","ids":{"openalex":"https://openalex.org/W4229018382","doi":"https://doi.org/10.1145/3476883.3524048"},"language":"en","primary_location":{"id":"doi:10.1145/3476883.3524048","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3476883.3524048","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Southeast Conference","raw_type":"proceedings-article"},"type":"conference-paper","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/A5047537701","display_name":"Amala Wilson","orcid":null},"institutions":[{"id":"https://openalex.org/I51504820","display_name":"San Jose State University","ror":"https://ror.org/04qyvz380","country_code":"US","type":"education","lineage":["https://openalex.org/I51504820"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Amala Wilson","raw_affiliation_strings":["San Jose State University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"San Jose State University","institution_ids":["https://openalex.org/I51504820"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046216010","display_name":"Mashhour Solh","orcid":null},"institutions":[{"id":"https://openalex.org/I51504820","display_name":"San Jose State University","ror":"https://ror.org/04qyvz380","country_code":"US","type":"education","lineage":["https://openalex.org/I51504820"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mashhour Solh","raw_affiliation_strings":["San Jose State University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"San Jose State University","institution_ids":["https://openalex.org/I51504820"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021884742","display_name":"Melody Moh","orcid":"https://orcid.org/0000-0002-8313-6645"},"institutions":[{"id":"https://openalex.org/I51504820","display_name":"San Jose State University","ror":"https://ror.org/04qyvz380","country_code":"US","type":"education","lineage":["https://openalex.org/I51504820"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Melody Moh","raw_affiliation_strings":["San Jose State University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"San Jose State University","institution_ids":["https://openalex.org/I51504820"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I51504820"],"apc_list":null,"apc_paid":null,"fwci":0.1687,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.37630191,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"130","last_page":"137"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9998999834060669,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9998999834060669,"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/T11045","display_name":"Privacy, Security, and Data Protection","score":0.9879000186920166,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9783999919891357,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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":0.8792331218719482},{"id":"https://openalex.org/keywords/retraining","display_name":"Retraining","score":0.5700438618659973},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.43661993741989136},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.4315507411956787},{"id":"https://openalex.org/keywords/user-modeling","display_name":"User modeling","score":0.4299362897872925},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.41599130630493164},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.41249457001686096},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3999381959438324},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.38873815536499023},{"id":"https://openalex.org/keywords/user-interface","display_name":"User interface","score":0.2522345185279846},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.1578320562839508}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8792331218719482},{"id":"https://openalex.org/C2778712577","wikidata":"https://www.wikidata.org/wiki/Q3505966","display_name":"Retraining","level":2,"score":0.5700438618659973},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43661993741989136},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.4315507411956787},{"id":"https://openalex.org/C67712803","wikidata":"https://www.wikidata.org/wiki/Q7901853","display_name":"User modeling","level":3,"score":0.4299362897872925},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.41599130630493164},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.41249457001686096},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3999381959438324},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.38873815536499023},{"id":"https://openalex.org/C89505385","wikidata":"https://www.wikidata.org/wiki/Q47146","display_name":"User interface","level":2,"score":0.2522345185279846},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.1578320562839508},{"id":"https://openalex.org/C155202549","wikidata":"https://www.wikidata.org/wiki/Q178803","display_name":"International trade","level":1,"score":0.0},{"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},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3476883.3524048","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3476883.3524048","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Southeast Conference","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":5,"referenced_works":["https://openalex.org/W2734358244","https://openalex.org/W2997721570","https://openalex.org/W3034442443","https://openalex.org/W3209696639","https://openalex.org/W4250737575"],"related_works":["https://openalex.org/W2081982437","https://openalex.org/W4394857231","https://openalex.org/W2027050655","https://openalex.org/W3028244590","https://openalex.org/W4254349500","https://openalex.org/W2014369232","https://openalex.org/W3122042562","https://openalex.org/W2050078012","https://openalex.org/W2060761133","https://openalex.org/W4249070543"],"abstract_inverted_index":{"Privacy-preserving":[0],"visual":[1,65],"recognition":[2],"is":[3,10,24,48,116,132],"an":[4],"important":[5,136],"area":[6],"of":[7,16,63,93,121,158,178,183,204],"research":[8,170],"that":[9,173],"gaining":[11],"momentum":[12],"in":[13,110],"the":[14,61,99,111,156,159,175,179,199],"field":[15],"computer":[17],"vision.":[18],"In":[19],"a":[20,46,52,72,119],"production":[21],"environment,":[22],"it":[23],"critical":[25],"to":[26,36,89,124,137,153],"have":[27],"neural":[28],"network":[29],"models":[30],"learn":[31],"continually":[32],"from":[33,51,186],"user":[34,43,102,107,114,130,187],"data":[35,44,131,144,188,195,208],"provide":[37],"personalized":[38],"models.":[39],"However,":[40,128],"sharing":[41],"raw":[42],"with":[45,189,193],"server":[47,112,190],"less":[49],"desirable":[50],"regulatory,":[53],"security":[54],"and":[55,101,113,126],"privacy":[56],"perspective.":[57],"Federated":[58],"learning":[59],"addresses":[60],"problem":[62],"privacy-preserving":[64],"recognition.":[66],"More":[67],"specifically,":[68],"we":[69,171],"closely":[70],"examine":[71],"framework":[73],"known":[74],"as":[75],"Dual":[76],"User":[77],"Adaptation":[78],"(DUA)":[79],"presented":[80],"by":[81,209],"Lange":[82],"et":[83],"al.":[84],"at":[85],"CVPR":[86],"2020,":[87],"due":[88],"its":[90],"novel":[91],"idea":[92],"bringing":[94],"about":[95],"user-adaptation":[96],"on":[97,142,165,206],"both":[98],"server-side":[100],"device":[103,115],"side":[104],"while":[105],"maintaining":[106],"privacy.":[108],"Data":[109],"predefined":[117],"into":[118],"series":[120],"tasks":[122],"prior":[123],"training":[125],"testing.":[127],"since":[129],"constantly":[133],"evolving,":[134],"it's":[135],"see":[138,154],"how":[139],"DUA":[140,160,205],"performs":[141],"unseen":[143,166,207],"or":[145],"tasks.":[146],"A":[147],"few":[148],"implementations":[149],"are":[150],"also":[151],"executed":[152],"if":[155],"performance":[157,200],"model":[161,181],"can":[162],"be":[163],"improved":[164],"data.":[167],"Through":[168],"this":[169],"show":[172],"retraining":[174],"classifier":[176],"layer":[177],"merged":[180],"(combination":[182],"importance":[184],"weights":[185],"trained":[191],"models)":[192],"all":[194],"categories":[196],"greatly":[197],"improves":[198],"for":[201],"real-world":[202],"implementation":[203],"2-3":[210],"times.":[211]},"counts_by_year":[{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
