{"id":"https://openalex.org/W4362598418","doi":"https://doi.org/10.48550/arxiv.2304.00520","title":"Textile Pattern Generation Using Diffusion Models","display_name":"Textile Pattern Generation Using Diffusion Models","publication_year":2023,"publication_date":"2023-04-02","ids":{"openalex":"https://openalex.org/W4362598418","doi":"https://doi.org/10.48550/arxiv.2304.00520"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2304.00520","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2304.00520","pdf_url":"https://arxiv.org/pdf/2304.00520","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2304.00520","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5042582722","display_name":"Halil Faruk Karagoz","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Karagoz, Halil Faruk","raw_affiliation_strings":["Istanbul Technical University , Computer Engineering Department , Istanbul , Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Istanbul Technical University , Computer Engineering Department , Istanbul , Turkey","institution_ids":["https://openalex.org/I48912391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040357650","display_name":"Gulcin Baykal","orcid":"https://orcid.org/0000-0003-2676-7552","observed_orcids":["https://orcid.org/0000-0003-2676-7552"]},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Baykal, Gulcin","raw_affiliation_strings":["Istanbul Technical University , Computer Engineering Department , Istanbul , Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Istanbul Technical University , Computer Engineering Department , Istanbul , Turkey","institution_ids":["https://openalex.org/I48912391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015641888","display_name":"Irem Arikan Eksi","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I118036225","display_name":"Istanbul Bilgi University","ror":"https://ror.org/04pm4x478","country_code":"TR","type":"education","lineage":["https://openalex.org/I118036225"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Eksi, Irem Arikan","raw_affiliation_strings":["Bilgi University , Textile and Fashion Design Department , Istanbul , Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bilgi University , Textile and Fashion Design Department , Istanbul , Turkey","institution_ids":["https://openalex.org/I118036225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024107070","display_name":"G\u00f6zde \u00dcnal","orcid":"https://orcid.org/0000-0001-5942-8966","observed_orcids":["https://orcid.org/0000-0001-5942-8966"]},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Unal, Gozde","raw_affiliation_strings":["Istanbul Technical University , AI and Data Engineering Department , Istanbul , Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Istanbul Technical University , AI and Data Engineering Department , Istanbul , Turkey","institution_ids":["https://openalex.org/I48912391"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":14,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":1.0,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":1.0,"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":9.999999747378752e-05,"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/T10719","display_name":"3D Shape Modeling and Analysis","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1704","display_name":"Computer Graphics and Computer-Aided Design"},"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/diffusion-models","display_name":"diffusion models","score":0.906000018119812},{"id":"https://openalex.org/keywords/text-to-image-generation","display_name":"text-to-image generation","score":0.9480000138282776},{"id":"https://openalex.org/keywords/fine-tuning","display_name":"fine-tuning","score":0.890999972820282},{"id":"https://openalex.org/keywords/image-captioning","display_name":"image captioning","score":0.7950000166893005},{"id":"https://openalex.org/keywords/textile-design","display_name":"textile design","score":0.5540000200271606},{"id":"https://openalex.org/keywords/generative-design","display_name":"generative design","score":0.6480000019073486}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7596459984779358},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.7113040089607239},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6427279710769653},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.591086745262146},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5782739520072937},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.5518567562103271},{"id":"https://openalex.org/C164767435","wikidata":"https://www.wikidata.org/wiki/Q28823","display_name":"Textile","level":2,"score":0.5437802076339722},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.5081954002380371},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4989652633666992},{"id":"https://openalex.org/C90673727","wikidata":"https://www.wikidata.org/wiki/Q901718","display_name":"Product (mathematics)","level":2,"score":0.4796065092086792},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4372010827064514},{"id":"https://openalex.org/C68710425","wikidata":"https://www.wikidata.org/wiki/Q5275442","display_name":"Diffusion process","level":3,"score":0.42430412769317627},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.40659481287002563},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3600672781467438},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12792357802391052},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11849424242973328},{"id":"https://openalex.org/C3017618536","wikidata":"https://www.wikidata.org/wiki/Q304994","display_name":"Innovation diffusion","level":2,"score":0.06616085767745972},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","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/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","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}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:arXiv.org:2304.00520","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2304.00520","pdf_url":"https://arxiv.org/pdf/2304.00520","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:polen.itu.edu.tr:11527/52272","doi":null,"is_oa":false,"landing_page_url":"https://hdl.handle.net/11527/52272","pdf_url":null,"source":{"id":"https://openalex.org/S4306400460","display_name":"Istanbul Technical University Academic Open Archive (Istanbul Technical University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I48912391","host_organization_name":"Istanbul Technical University","host_organization_lineage":["https://openalex.org/I48912391"],"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":"Article"},{"id":"doi:10.48550/arxiv.2304.00520","doi":"https://doi.org/10.48550/arxiv.2304.00520","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2304.00520","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2304.00520","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2304.00520","pdf_url":"https://arxiv.org/pdf/2304.00520","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4362598418.pdf","grobid_xml":"https://content.openalex.org/works/W4362598418.grobid-xml"},"referenced_works_count":6,"referenced_works":["https://openalex.org/W2962785568","https://openalex.org/W3036167779","https://openalex.org/W3135367836","https://openalex.org/W4226182655","https://openalex.org/W4298289240","https://openalex.org/W4312933868"],"related_works":["https://openalex.org/W7138390750","https://openalex.org/W4412612124","https://openalex.org/W7124467341","https://openalex.org/W7167474742","https://openalex.org/W7151781089","https://openalex.org/W7212220591","https://openalex.org/W7163518523","https://openalex.org/W7160256970","https://openalex.org/W3107461002","https://openalex.org/W7084384170"],"abstract_inverted_index":{"The":[0,103,123,146],"problem":[1,181],"of":[2,76,108,119,161,182],"text-guided":[3,183],"image":[4,56],"generation":[5,57,75,95,169,186],"is":[6,33,127],"a":[7,37,86,176],"complex":[8],"task":[9,32],"in":[10,159,166],"Computer":[11],"Vision,":[12],"with":[13,116,129,139],"various":[14,55,109],"applications,":[15],"including":[16],"creating":[17],"visually":[18,143],"appealing":[19],"artwork":[20],"and":[21,113,134,144,164,187],"realistic":[22],"product":[23],"images.":[24],"One":[25],"popular":[26],"solution":[27,178],"widely":[28],"used":[29],"for":[30,54,92],"this":[31,101,130],"the":[34,74,106,117,140,150,156,180,189,193,197],"diffusion":[35,48,88,125,153],"model,":[36],"generative":[38],"model":[39,89,126,154],"that":[40,149],"generates":[41],"images":[42,112],"through":[43],"an":[44],"iterative":[45],"process.":[46],"Although":[47],"models":[49,142,158],"have":[50],"demonstrated":[51],"promising":[52,177],"results":[53,65,136,147],"tasks,":[58],"they":[59],"may":[60],"only":[61],"sometimes":[62],"produce":[63],"satisfactory":[64],"when":[66],"applied":[67],"to":[68,99,179,191],"more":[69],"specific":[70],"domains,":[71],"such":[72],"as":[73],"textile":[77,93,110,167,184,198],"patterns":[78],"based":[79],"on":[80],"text":[81,97,171],"guidance.":[82,172],"This":[83,173],"study":[84,104,174],"presents":[85,175],"fine-tuned":[87,124,152],"specifically":[90],"trained":[91,128],"pattern":[94,111,162,168,185],"by":[96,170],"guidance":[98],"address":[100],"issue.":[102],"involves":[105],"collection":[107],"their":[114],"captioning":[115],"help":[118],"another":[120],"AI":[121],"model.":[122],"newly":[131],"created":[132],"dataset,":[133],"its":[135],"are":[137],"compared":[138],"baseline":[141,157],"numerically.":[145],"demonstrate":[148],"proposed":[151],"outperforms":[155],"terms":[160],"quality":[163],"efficiency":[165],"has":[188],"potential":[190],"simplify":[192],"design":[194],"process":[195],"within":[196],"industry.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":2}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2023-04-06T00:00:00"}
