{"id":"https://openalex.org/W7161140460","doi":"https://doi.org/10.1109/access.2026.3692952","title":"Revisiting Text-Guided Style Transfer Through Mamba: A Fast and Memory-Efficient Architecture","display_name":"Revisiting Text-Guided Style Transfer Through Mamba: A Fast and Memory-Efficient Architecture","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7161140460","doi":"https://doi.org/10.1109/access.2026.3692952"},"language":"en","primary_location":{"id":"doi:10.1109/access.2026.3692952","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2026.3692952","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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://doi.org/10.1109/access.2026.3692952","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020369450","display_name":"Filippo Botti","orcid":"https://orcid.org/0009-0001-7567-753X"},"institutions":[{"id":"https://openalex.org/I124601658","display_name":"University of Parma","ror":"https://ror.org/02k7wn190","country_code":"IT","type":"education","lineage":["https://openalex.org/I124601658"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Filippo Botti","raw_affiliation_strings":["Department of Architecture and Engineering, University of Parma, Parma, Italy"],"raw_orcid":"https://orcid.org/0009-0001-7567-753X","affiliations":[{"raw_affiliation_string":"Department of Architecture and Engineering, University of Parma, Parma, Italy","institution_ids":["https://openalex.org/I124601658"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136107278","display_name":"Teresa Calzetti","orcid":null},"institutions":[{"id":"https://openalex.org/I124601658","display_name":"University of Parma","ror":"https://ror.org/02k7wn190","country_code":"IT","type":"education","lineage":["https://openalex.org/I124601658"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Teresa Calzetti","raw_affiliation_strings":["Department of Architecture and Engineering, University of Parma, Parma, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Architecture and Engineering, University of Parma, Parma, Italy","institution_ids":["https://openalex.org/I124601658"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094208349","display_name":"Alex Ergasti","orcid":"https://orcid.org/0009-0005-8110-9714"},"institutions":[{"id":"https://openalex.org/I124601658","display_name":"University of Parma","ror":"https://ror.org/02k7wn190","country_code":"IT","type":"education","lineage":["https://openalex.org/I124601658"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Alex Ergasti","raw_affiliation_strings":["Department of Architecture and Engineering, University of Parma, Parma, Italy"],"raw_orcid":"https://orcid.org/0009-0005-8110-9714","affiliations":[{"raw_affiliation_string":"Department of Architecture and Engineering, University of Parma, Parma, Italy","institution_ids":["https://openalex.org/I124601658"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008195333","display_name":"Tomaso Fontanini","orcid":"https://orcid.org/0000-0001-6595-4874"},"institutions":[{"id":"https://openalex.org/I124601658","display_name":"University of Parma","ror":"https://ror.org/02k7wn190","country_code":"IT","type":"education","lineage":["https://openalex.org/I124601658"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Tomaso Fontanini","raw_affiliation_strings":["Department of Architecture and Engineering, University of Parma, Parma, Italy"],"raw_orcid":"https://orcid.org/0000-0001-6595-4874","affiliations":[{"raw_affiliation_string":"Department of Architecture and Engineering, University of Parma, Parma, Italy","institution_ids":["https://openalex.org/I124601658"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024502896","display_name":"Andrea Prati","orcid":"https://orcid.org/0000-0002-1211-529X"},"institutions":[{"id":"https://openalex.org/I124601658","display_name":"University of Parma","ror":"https://ror.org/02k7wn190","country_code":"IT","type":"education","lineage":["https://openalex.org/I124601658"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Andrea Prati","raw_affiliation_strings":["Department of Architecture and Engineering, University of Parma, Parma, Italy"],"raw_orcid":"https://orcid.org/0000-0002-1211-529X","affiliations":[{"raw_affiliation_string":"Department of Architecture and Engineering, University of Parma, Parma, Italy","institution_ids":["https://openalex.org/I124601658"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I124601658"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.59340173,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"14","issue":null,"first_page":"74541","last_page":"74552"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10789","display_name":"Interactive and Immersive Displays","score":0.09690000116825104,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T10789","display_name":"Interactive and Immersive Displays","score":0.09690000116825104,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T10126","display_name":"Logic, programming, and type systems","score":0.08070000261068344,"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/T12377","display_name":"Digital Humanities and Scholarship","score":0.06949999928474426,"subfield":{"id":"https://openalex.org/subfields/1208","display_name":"Literature and Literary Theory"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.5676000118255615},{"id":"https://openalex.org/keywords/transfer","display_name":"Transfer (computing)","score":0.4438999891281128},{"id":"https://openalex.org/keywords/style","display_name":"Style (visual arts)","score":0.3815000057220459},{"id":"https://openalex.org/keywords/systems-architecture","display_name":"Systems architecture","score":0.26919999718666077},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.263700008392334}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7664999961853027},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.5676000118255615},{"id":"https://openalex.org/C2776175482","wikidata":"https://www.wikidata.org/wiki/Q1195816","display_name":"Transfer (computing)","level":2,"score":0.4438999891281128},{"id":"https://openalex.org/C2776445246","wikidata":"https://www.wikidata.org/wiki/Q1792644","display_name":"Style (visual arts)","level":2,"score":0.3815000057220459},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.33009999990463257},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.29499998688697815},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.2782000005245209},{"id":"https://openalex.org/C98025372","wikidata":"https://www.wikidata.org/wiki/Q477538","display_name":"Systems architecture","level":3,"score":0.26919999718666077},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.2678999900817871},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.263700008392334},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.25029999017715454}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2026.3692952","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2026.3692952","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:62c35f451ab54c54b7edae8aba8ddd30","is_oa":true,"landing_page_url":"https://doaj.org/article/62c35f451ab54c54b7edae8aba8ddd30","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 14, Pp 74541-74552 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2026.3692952","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2026.3692952","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities","score":0.6165862679481506}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Text-guided":[0],"style":[1],"transfer":[2],"aims":[3],"to":[4,10,40,73,143,154],"stylize":[5],"a":[6,11,61,107,149],"content":[7,92,104,124],"image":[8,17,105],"according":[9],"textual":[12],"description":[13],"while":[14,44,90,138],"preserving":[15],"the":[16,78,83,87,103,144],"structure.":[18],"Unfortunately,":[19],"many":[20],"recent":[21],"approaches":[22],"rely":[23],"on":[24,65,86],"either":[25],"attention-based":[26],"fusion":[27,76],"or":[28],"diffusion":[29],"backbones.":[30],"On":[31],"one":[32],"hand,":[33],"transformers":[34],"require":[35,47],"high":[36,140],"memory":[37],"consumption":[38],"due":[39],"their":[41],"quadratic":[42],"complexity,":[43],"diffusion-based":[45],"methods":[46],"iterative":[48],"denoising,":[49],"making":[50],"inference":[51],"slow":[52],"and":[53,96,122,146],"computationally":[54],"expensive.":[55],"In":[56],"this":[57],"work,":[58],"we":[59,101],"propose":[60],"lightweight":[62],"architecture":[63],"based":[64],"Mamba":[66,79],"state-space":[67,84],"models.":[68],"Our":[69],"key":[70],"idea":[71],"is":[72,158],"perform":[74],"cross-modal":[75],"inside":[77],"dynamics":[80],"by":[81],"conditioning":[82],"parameters":[85],"text":[88],"embedding":[89],"processing":[91],"tokens,":[93],"avoiding":[94],"attention":[95],"enabling":[97],"linear-complexity":[98],"fusion.":[99],"Additionally,":[100],"represent":[102],"as":[106],"sequence":[108,120],"of":[109,115],"multi-scale":[110],"frozen":[111],"VGG":[112],"features":[113],"instead":[114],"learned":[116],"patch":[117],"embeddings,":[118],"reducing":[119],"length":[121],"improving":[123],"encoding.":[125],"Experiments":[126],"at":[127,160],"512\u00d7512":[128],"resolution":[129],"show":[130],"that":[131],"our":[132],"method":[133],"achieves":[134],"strong":[135],"prompt":[136],"alignment":[137],"maintaining":[139],"structural":[141],"similarity":[142],"input":[145],"it":[147],"provides":[148],"favorable":[150],"quality-efficiency":[151],"trade-off":[152],"compared":[153],"open":[155],"baselines.":[156],"Code":[157],"available":[159],"https://github.com/FilippoBotti/TGSTM.":[161]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2026-05-15T00:00:00"}