{"id":"https://openalex.org/W4405090233","doi":"https://doi.org/10.48550/arxiv.2412.03297","title":"Composed Image Retrieval for Training-Free Domain Conversion","display_name":"Composed Image Retrieval for Training-Free Domain Conversion","publication_year":2024,"publication_date":"2024-12-04","ids":{"openalex":"https://openalex.org/W4405090233","doi":"https://doi.org/10.48550/arxiv.2412.03297"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2412.03297","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2412.03297","pdf_url":"https://arxiv.org/pdf/2412.03297","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2412.03297","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5043493670","display_name":"Nikos Efthymiadis","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Efthymiadis, Nikos","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090409177","display_name":"Bill Psomas","orcid":"https://orcid.org/0000-0001-5381-0312"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Psomas, Bill","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015862760","display_name":"Zakaria Laskar","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Laskar, Zakaria","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064461457","display_name":"\u039a\u03c9\u03bd\u03c3\u03c4\u03b1\u03bd\u03c4\u03af\u03bd\u03bf\u03c2 \u039a\u03b1\u03c1\u03ac\u03bd\u03c4\u03b6\u03b1\u03bb\u03bf\u03c2","orcid":"https://orcid.org/0000-0001-8730-6245"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Karantzalos, Konstantinos","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030078277","display_name":"Yannis Avrithis","orcid":"https://orcid.org/0000-0001-7476-4482"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Avrithis, Yannis","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019409717","display_name":"Ond\u0159ej Chum","orcid":"https://orcid.org/0000-0001-7042-1810"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chum, Ond\u0159ej","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5046083819","display_name":"Giorgos Tolias","orcid":"https://orcid.org/0000-0002-9570-3870"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tolias, Giorgos","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"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":0.8623999953269958,"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":0.8623999953269958,"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":0.8288000226020813,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.8057000041007996,"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/training","display_name":"Training (meteorology)","score":0.6427134871482849},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5826717019081116},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5675703287124634},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5421427488327026},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.46316537261009216},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3709445595741272},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.36492031812667847},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18994447588920593},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.15502062439918518}],"concepts":[{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.6427134871482849},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5826717019081116},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5675703287124634},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5421427488327026},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.46316537261009216},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3709445595741272},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.36492031812667847},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18994447588920593},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.15502062439918518},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","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}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2412.03297","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2412.03297","pdf_url":"https://arxiv.org/pdf/2412.03297","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"doi:10.48550/arxiv.2412.03297","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2412.03297","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2412.03297","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2412.03297","pdf_url":"https://arxiv.org/pdf/2412.03297","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4405090233.pdf","grobid_xml":"https://content.openalex.org/works/W4405090233.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W230091440","https://openalex.org/W2233261550","https://openalex.org/W2810751659","https://openalex.org/W258997015","https://openalex.org/W2997094352","https://openalex.org/W3216976533","https://openalex.org/W100620283","https://openalex.org/W2495260952","https://openalex.org/W2990774877","https://openalex.org/W3093339210"],"abstract_inverted_index":{"This":[0],"work":[1],"addresses":[2],"composed":[3],"image":[4,18,45,86],"retrieval":[5],"in":[6,21,61,78],"the":[7,13,22,26,49,62,70,85,91,116],"context":[8],"of":[9,15,65,109],"domain":[10,23,117],"conversion,":[11],"where":[12],"content":[14],"a":[16,32,75,79,106,125],"query":[17,27,44],"is":[19,46,87,94],"retrieved":[20,104],"specified":[24],"by":[25,105,124],"text.":[28,118],"We":[29],"show":[30],"that":[31,59],"strong":[33],"vision-language":[34],"model":[35],"provides":[36],"sufficient":[37],"descriptive":[38],"power":[39],"without":[40],"additional":[41],"training.":[42],"The":[43],"mapped":[47,89,113],"to":[48],"text":[50,66,80,110],"input":[51],"space":[52,64,73],"using":[53,98],"textual":[54],"inversion.":[55],"Unlike":[56],"common":[57],"practice":[58],"invert":[60],"continuous":[63],"tokens,":[67],"we":[68],"use":[69],"discrete":[71],"word":[72],"via":[74],"nearest-neighbor":[76],"search":[77],"vocabulary.":[81],"With":[82],"this":[83],"inversion,":[84],"softly":[88],"across":[90],"vocabulary":[92],"and":[93,130],"made":[95],"more":[96],"robust":[97],"retrieval-based":[99],"augmentation.":[100],"Database":[101],"images":[102],"are":[103],"weighted":[107],"ensemble":[108],"queries":[111],"combining":[112],"words":[114],"with":[115],"Our":[119],"method":[120],"outperforms":[121],"prior":[122],"art":[123],"large":[126],"margin":[127],"on":[128],"standard":[129],"newly":[131],"introduced":[132],"benchmarks.":[133],"Code:":[134],"https://github.com/NikosEfth/freedom":[135]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}