{"id":"https://openalex.org/W4366201833","doi":"https://doi.org/10.1109/access.2023.3267804","title":"Universal Image Embedding: Retaining and Expanding Knowledge With Multi-Domain Fine-Tuning","display_name":"Universal Image Embedding: Retaining and Expanding Knowledge With Multi-Domain Fine-Tuning","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4366201833","doi":"https://doi.org/10.1109/access.2023.3267804"},"language":"en","primary_location":{"id":"doi:10.1109/access.2023.3267804","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3267804","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10103696.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10103696.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5007966326","display_name":"Socratis Gkelios","orcid":"https://orcid.org/0000-0002-1650-8074"},"institutions":[{"id":"https://openalex.org/I147962203","display_name":"Democritus University of Thrace","ror":"https://ror.org/03bfqnx40","country_code":"GR","type":"education","lineage":["https://openalex.org/I147962203"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Socratis Gkelios","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Democritus University of Thrace, Xanthi, Kimmeria, Greece","Department of Electrical and Computer Engineering, Democritus University of Thrace, Kimmeria, Xanthi, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Democritus University of Thrace, Xanthi, Kimmeria, Greece","institution_ids":["https://openalex.org/I147962203"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Democritus University of Thrace, Kimmeria, Xanthi, Greece","institution_ids":["https://openalex.org/I147962203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076635357","display_name":"Anestis Kastellos","orcid":"https://orcid.org/0009-0002-7812-1577"},"institutions":[{"id":"https://openalex.org/I4210122463","display_name":"Neapolis University Pafos","ror":"https://ror.org/02kjms144","country_code":"CY","type":"education","lineage":["https://openalex.org/I4210122463"]}],"countries":["CY"],"is_corresponding":false,"raw_author_name":"Anestis Kastellos","raw_affiliation_strings":["Department of Computer Science, Intelligent Systems Laboratory, Neapolis University Pafos, Paphos, Cyprus"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Intelligent Systems Laboratory, Neapolis University Pafos, Paphos, Cyprus","institution_ids":["https://openalex.org/I4210122463"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011949101","display_name":"Yiannis S. Boutalis","orcid":null},"institutions":[{"id":"https://openalex.org/I147962203","display_name":"Democritus University of Thrace","ror":"https://ror.org/03bfqnx40","country_code":"GR","type":"education","lineage":["https://openalex.org/I147962203"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Yiannis S. Boutalis","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Democritus University of Thrace, Xanthi, Kimmeria, Greece","Department of Electrical and Computer Engineering, Democritus University of Thrace, Kimmeria, Xanthi, Greece"],"raw_orcid":"https://orcid.org/0000-0003-3717-3565","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Democritus University of Thrace, Xanthi, Kimmeria, Greece","institution_ids":["https://openalex.org/I147962203"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Democritus University of Thrace, Kimmeria, Xanthi, Greece","institution_ids":["https://openalex.org/I147962203"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072311081","display_name":"Savvas A. Chatzichristofis","orcid":"https://orcid.org/0000-0002-4657-4435"},"institutions":[{"id":"https://openalex.org/I4210122463","display_name":"Neapolis University Pafos","ror":"https://ror.org/02kjms144","country_code":"CY","type":"education","lineage":["https://openalex.org/I4210122463"]}],"countries":["CY"],"is_corresponding":false,"raw_author_name":"Savvas A. Chatzichristofis","raw_affiliation_strings":["Department of Computer Science, Intelligent Systems Laboratory, Neapolis University Pafos, Paphos, Cyprus"],"raw_orcid":"https://orcid.org/0000-0002-4657-4435","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Intelligent Systems Laboratory, Neapolis University Pafos, Paphos, Cyprus","institution_ids":["https://openalex.org/I4210122463"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.3368,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.56375979,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"11","issue":null,"first_page":"38208","last_page":"38217"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9994000196456909,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9991999864578247,"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":0.6849639415740967},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.6411628127098083},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.47367507219314575},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.47124534845352173},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.41038748621940613},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3677218556404114},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3622233271598816},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1672431230545044}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6849639415740967},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.6411628127098083},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.47367507219314575},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.47124534845352173},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.41038748621940613},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3677218556404114},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3622233271598816},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1672431230545044},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2023.3267804","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3267804","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10103696.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:2b880768e8404191b7a6a66b99035513","is_oa":true,"landing_page_url":"https://doaj.org/article/2b880768e8404191b7a6a66b99035513","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 11, Pp 38208-38217 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2023.3267804","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3267804","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10103696.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320324158","display_name":"Trakya \u00dcniversitesi","ror":"https://ror.org/00xa0xn82"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4366201833.pdf","grobid_xml":"https://content.openalex.org/works/W4366201833.grobid-xml"},"referenced_works_count":63,"referenced_works":["https://openalex.org/W12634471","https://openalex.org/W1556531089","https://openalex.org/W2040002737","https://openalex.org/W2050697589","https://openalex.org/W2062118960","https://openalex.org/W2106053110","https://openalex.org/W2117539524","https://openalex.org/W2138011018","https://openalex.org/W2141362318","https://openalex.org/W2148809531","https://openalex.org/W2471768434","https://openalex.org/W2511791013","https://openalex.org/W2605102252","https://openalex.org/W2609575245","https://openalex.org/W2842511635","https://openalex.org/W2962898354","https://openalex.org/W2963026686","https://openalex.org/W2963466847","https://openalex.org/W2964211610","https://openalex.org/W2964271799","https://openalex.org/W2969985801","https://openalex.org/W3035305184","https://openalex.org/W3036118634","https://openalex.org/W3081372396","https://openalex.org/W3092841397","https://openalex.org/W3097217077","https://openalex.org/W3101227480","https://openalex.org/W3109225549","https://openalex.org/W3146745841","https://openalex.org/W3159683145","https://openalex.org/W3183457194","https://openalex.org/W3188851454","https://openalex.org/W3196848741","https://openalex.org/W3198675127","https://openalex.org/W3213454282","https://openalex.org/W3215626407","https://openalex.org/W3216991452","https://openalex.org/W4229042118","https://openalex.org/W4285391973","https://openalex.org/W4297808394","https://openalex.org/W4312533318","https://openalex.org/W4313452963","https://openalex.org/W4319300073","https://openalex.org/W4383108396","https://openalex.org/W4385245566","https://openalex.org/W4386065512","https://openalex.org/W6600609147","https://openalex.org/W6675751002","https://openalex.org/W6730323794","https://openalex.org/W6767375087","https://openalex.org/W6776700526","https://openalex.org/W6779950835","https://openalex.org/W6782334687","https://openalex.org/W6784589322","https://openalex.org/W6790019176","https://openalex.org/W6791353385","https://openalex.org/W6798805250","https://openalex.org/W6803872405","https://openalex.org/W6809887103","https://openalex.org/W6811072154","https://openalex.org/W6846007759","https://openalex.org/W6849687303","https://openalex.org/W6850226768"],"related_works":["https://openalex.org/W2081900870","https://openalex.org/W2037549926","https://openalex.org/W2345479200","https://openalex.org/W2183306018","https://openalex.org/W2849310602","https://openalex.org/W3006008237","https://openalex.org/W2312145515","https://openalex.org/W2990774877","https://openalex.org/W3093339210","https://openalex.org/W2932872266"],"abstract_inverted_index":{"The":[0,54,82,104],"overall":[1],"purpose":[2],"of":[3,21,30,42,57,72,122,157],"this":[4,171],"study":[5,59,145],"is":[6],"to":[7,47,68,78],"propose":[8],"a":[9,31,69,118,147],"novel":[10],"fine-tuning":[11,100],"method":[12,64,90],"for":[13,35,101,134,150],"the":[14,19,28,40,58,62,88,108,144,155,177],"CLIP":[15],"architecture":[16],"that":[17,87,153],"enables":[18],"retention":[20],"pre-existing":[22],"knowledge":[23,44],"from":[24,45],"large":[25],"datasets":[26],"and":[27,75,162,173],"creation":[29],"domain-agnostic":[32],"image":[33,37],"encoder":[34],"universal":[36],"embedding,":[38],"addressing":[39],"challenge":[41],"transferring":[43],"source":[46],"target":[48],"tasks":[49,77],"using":[50],"deep":[51,164],"learning":[52,152],"models.":[53],"basic":[55],"design":[56],"involves":[60],"applying":[61],"proposed":[63,89,127],"directly":[65],"(without":[66],"fine-tuning)":[67],"wide":[70],"range":[71],"instance":[73],"retrieval":[74],"recognition":[76],"evaluate":[79],"its":[80],"effectiveness.":[81],"study\u2019s":[83],"major":[84],"findings":[85],"indicate":[86],"significantly":[91],"enhances":[92],"performance":[93],"on":[94],"unseen":[95],"domains":[96,139,161],"without":[97],"requiring":[98],"separate":[99],"each":[102],"domain.":[103],"authors\u2019":[105],"success":[106],"in":[107,170,176],"Google":[109],"Universal":[110],"Image":[111],"Embedding":[112],"competition,":[113],"where":[114,137],"they":[115],"were":[116],"awarded":[117],"Gold":[119],"medal":[120],"out":[121],"1200":[123],"teams,":[124],"inspired":[125],"their":[126],"method.":[128],"These":[129],"results":[130],"have":[131],"significant":[132],"implications":[133],"real-life":[135],"applications":[136],"multiple":[138,160],"are":[140],"common.":[141],"In":[142],"conclusion,":[143],"offers":[146],"practical":[148],"solution":[149],"transfer":[151],"addresses":[154],"challenges":[156],"dealing":[158],"with":[159],"advances":[163],"learning,":[165],"potentially":[166],"inspiring":[167],"further":[168],"research":[169],"area":[172],"driving":[174],"progress":[175],"field.":[178]},"counts_by_year":[{"year":2024,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
