{"id":"https://openalex.org/W4415235491","doi":"https://doi.org/10.48550/arxiv.2507.18632","title":"SIDA: Synthetic Image Driven Zero-shot Domain Adaptation","display_name":"SIDA: Synthetic Image Driven Zero-shot Domain Adaptation","publication_year":2025,"publication_date":"2025-07-24","ids":{"openalex":"https://openalex.org/W4415235491","doi":"https://doi.org/10.48550/arxiv.2507.18632"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2507.18632","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2507.18632","pdf_url":"https://arxiv.org/pdf/2507.18632","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2507.18632","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5064180074","display_name":"Ye-Chan Kim","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Kim, Ye-Chan","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056418200","display_name":"SeungJu Cha","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cha, SeungJu","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002252409","display_name":"Si-Woo Kim","orcid":"https://orcid.org/0000-0001-8706-6181"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kim, Si-Woo","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049474875","display_name":"Taewhan Kim","orcid":"https://orcid.org/0000-0002-6114-3772"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kim, Taewhan","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5100393171","display_name":"Dongjin Kim","orcid":"https://orcid.org/0000-0003-3562-0384"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kim, Dong-Jin","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5064180074"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9883000254631042,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9883000254631042,"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/T13114","display_name":"Image Processing Techniques and Applications","score":0.98089998960495,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"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":0.9790999889373779,"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/image","display_name":"Image (mathematics)","score":0.6560999751091003},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.6528000235557556},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.6432999968528748},{"id":"https://openalex.org/keywords/domain-adaptation","display_name":"Domain adaptation","score":0.6377000212669373},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.5884000062942505},{"id":"https://openalex.org/keywords/synthetic-data","display_name":"Synthetic data","score":0.4226999878883362}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7639999985694885},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.6560999751091003},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.6528000235557556},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.6432999968528748},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.6377000212669373},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5956000089645386},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.5884000062942505},{"id":"https://openalex.org/C160920958","wikidata":"https://www.wikidata.org/wiki/Q7662746","display_name":"Synthetic data","level":2,"score":0.4226999878883362},{"id":"https://openalex.org/C2779757391","wikidata":"https://www.wikidata.org/wiki/Q6002292","display_name":"Image translation","level":3,"score":0.3905999958515167},{"id":"https://openalex.org/C2776445246","wikidata":"https://www.wikidata.org/wiki/Q1792644","display_name":"Style (visual arts)","level":2,"score":0.37139999866485596},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.36160001158714294},{"id":"https://openalex.org/C149364088","wikidata":"https://www.wikidata.org/wiki/Q185917","display_name":"Translation (biology)","level":4,"score":0.3418999910354614},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32190001010894775},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.3122999966144562},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.2881999909877777},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.28529998660087585}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2507.18632","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2507.18632","pdf_url":"https://arxiv.org/pdf/2507.18632","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2507.18632","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2507.18632","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2507.18632","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2507.18632","pdf_url":"https://arxiv.org/pdf/2507.18632","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Zero-shot":[0],"domain":[1,13,17,46,101],"adaptation":[2,22,63,102,202,219],"is":[3],"a":[4,8,11,96,140],"method":[5,103,194],"for":[6,142],"adapting":[7],"model":[9],"to":[10,35,55,66,121,173,185],"target":[12,16,24,127,144],"without":[14,23],"utilizing":[15],"image":[18,80,119],"data.":[19],"To":[20,107],"enable":[21,160],"images,":[25,110],"existing":[26],"studies":[27],"utilize":[28,131],"CLIP's":[29],"embedding":[30],"space":[31],"and":[32,60,85,98,117,154,178],"text":[33,74],"description":[34],"simulate":[36],"target-like":[37],"style":[38,88,124,133],"features.":[39],"Despite":[40],"the":[41,123,126,132,143,175,190,217],"previous":[42],"achievements":[43],"in":[44,199,205],"zero-shot":[45,100,201],"adaptation,":[47],"we":[48,76,93,111,150],"observe":[49],"that":[50],"these":[51,136,148],"text-driven":[52],"methods":[53],"struggle":[54],"capture":[56],"complex":[57],"real-world":[58,164],"variations":[59],"significantly":[61,215],"increase":[62],"time":[64],"due":[65],"their":[67],"alignment":[68],"process.":[69],"Instead":[70],"of":[71,125,135,163,192],"relying":[72],"on":[73,147],"descriptions,":[75],"explore":[77],"solutions":[78],"leveraging":[79,104],"data,":[81],"which":[82,159],"provides":[83],"diverse":[84,200],"more":[86],"fine-grained":[87],"cues.":[89],"In":[90,166],"this":[91],"work,":[92],"propose":[94],"SIDA,":[95],"novel":[97],"efficient":[99],"synthetic":[105,109,137],"images.":[106],"generate":[108],"first":[112],"create":[113],"detailed,":[114],"source-like":[115],"images":[116,138],"apply":[118],"translation":[120],"reflect":[122],"domain.":[128,145],"We":[129,188],"then":[130],"features":[134],"as":[139],"proxy":[141],"Based":[146],"features,":[149],"introduce":[151],"Domain":[152,168],"Mix":[153,169],"Patch":[155,179],"Style":[156,180],"Transfer":[157,181],"modules,":[158],"effective":[161],"modeling":[162],"variations.":[165],"particular,":[167],"blends":[170],"multiple":[171],"styles":[172,184],"expand":[174],"intra-domain":[176],"representations,":[177],"assigns":[182],"different":[183],"individual":[186],"patches.":[187],"demonstrate":[189],"effectiveness":[191],"our":[193,209],"by":[195,214],"showing":[196],"state-of-the-art":[197],"performance":[198],"scenarios,":[203],"particularly":[204],"challenging":[206],"domains.":[207],"Moreover,":[208],"approach":[210],"achieves":[211],"high":[212],"efficiency":[213],"reducing":[216],"overall":[218],"time.":[220]},"counts_by_year":[],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-10-16T00:00:00"}
