{"id":"https://openalex.org/W4407253229","doi":"https://doi.org/10.3390/jimaging11020046","title":"Using Machine Learning and Generative Intelligence in Book Cover Development","display_name":"Using Machine Learning and Generative Intelligence in Book Cover Development","publication_year":2025,"publication_date":"2025-02-07","ids":{"openalex":"https://openalex.org/W4407253229","doi":"https://doi.org/10.3390/jimaging11020046","pmid":"https://pubmed.ncbi.nlm.nih.gov/39997548"},"language":"en","primary_location":{"id":"doi:10.3390/jimaging11020046","doi":"https://doi.org/10.3390/jimaging11020046","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jimaging11020046","pdf_url":"https://www.mdpi.com/2313-433X/11/2/46/pdf","source":{"id":"https://openalex.org/S2736465063","display_name":"Journal of Imaging","issn_l":"2313-433X","issn":["2313-433X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Imaging","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2313-433X/11/2/46/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5066759377","display_name":"Nonna Ye. Kulishova","orcid":"https://orcid.org/0000-0003-1142-4100","observed_orcids":["https://orcid.org/0000-0003-1142-4100"]},"institutions":[{"id":"https://openalex.org/I4210135014","display_name":"Kauno kolegija Higher Education Institution","ror":"https://ror.org/03qk8fz33","country_code":"LT","type":"education","lineage":["https://openalex.org/I4210135014"]}],"countries":["LT"],"is_corresponding":true,"raw_author_name":"Nonna Kulishova","raw_affiliation_strings":["Kauno Kolegija Higher Education Institution, Faculty of Informatics, Engineering and Technologies, Pramon\u00e9s av. 20, 111965284 Kaunas, Lithuania"],"raw_orcid":"https://orcid.org/0000-0003-1142-4100","affiliations":[{"raw_affiliation_string":"Kauno Kolegija Higher Education Institution, Faculty of Informatics, Engineering and Technologies, Pramon\u00e9s av. 20, 111965284 Kaunas, Lithuania","institution_ids":["https://openalex.org/I4210135014"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025810356","display_name":"Daiva Sajek","orcid":"https://orcid.org/0000-0001-8266-2195","observed_orcids":["https://orcid.org/0000-0001-8266-2195"]},"institutions":[{"id":"https://openalex.org/I4210135014","display_name":"Kauno kolegija Higher Education Institution","ror":"https://ror.org/03qk8fz33","country_code":"LT","type":"education","lineage":["https://openalex.org/I4210135014"]}],"countries":["LT"],"is_corresponding":false,"raw_author_name":"Daiva Sajek","raw_affiliation_strings":["Kauno Kolegija Higher Education Institution, Faculty of Informatics, Engineering and Technologies, Pramon\u00e9s av. 20, 111965284 Kaunas, Lithuania"],"raw_orcid":"https://orcid.org/0000-0001-8266-2195","affiliations":[{"raw_affiliation_string":"Kauno Kolegija Higher Education Institution, Faculty of Informatics, Engineering and Technologies, Pramon\u00e9s av. 20, 111965284 Kaunas, Lithuania","institution_ids":["https://openalex.org/I4210135014"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5066759377"],"corresponding_institution_ids":["https://openalex.org/I4210135014"],"apc_list":{"value":1800,"currency":"CHF","value_usd":2172},"apc_paid":{"value":1800,"currency":"CHF","value_usd":2172},"fwci":4.4655,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.91961061,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":"11","issue":"2","first_page":"46","last_page":"46"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14254","display_name":"Digital Media and Visual Art","score":0.9829000234603882,"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"}},"topics":[{"id":"https://openalex.org/T14254","display_name":"Digital Media and Visual Art","score":0.9829000234603882,"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"}},{"id":"https://openalex.org/T12496","display_name":"Color perception and design","score":0.004800000227987766,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.0031999999191612005,"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/book-cover-design","display_name":"book cover design","score":0.9769999980926514},{"id":"https://openalex.org/keywords/generative-ai","display_name":"generative AI","score":0.9459999799728394},{"id":"https://openalex.org/keywords/self-publishing","display_name":"self-publishing","score":0.9760000109672546},{"id":"https://openalex.org/keywords/color-preference","display_name":"color preference","score":0.9319999814033508},{"id":"https://openalex.org/keywords/prompt-engineering","display_name":"prompt engineering","score":0.6800000071525574},{"id":"https://openalex.org/keywords/color-harmony","display_name":"color harmony","score":0.6600000262260437}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7542668581008911},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.7411863803863525},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6101184487342834},{"id":"https://openalex.org/C2780428219","wikidata":"https://www.wikidata.org/wiki/Q16952335","display_name":"Cover (algebra)","level":2,"score":0.5873843431472778},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5767536163330078},{"id":"https://openalex.org/C151719136","wikidata":"https://www.wikidata.org/wiki/Q3972943","display_name":"Publishing","level":2,"score":0.5666724443435669},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5596611499786377},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5044447183609009},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3248801827430725},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3229139447212219},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1007172167301178},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"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":4,"locations":[{"id":"doi:10.3390/jimaging11020046","doi":"https://doi.org/10.3390/jimaging11020046","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jimaging11020046","pdf_url":"https://www.mdpi.com/2313-433X/11/2/46/pdf","source":{"id":"https://openalex.org/S2736465063","display_name":"Journal of Imaging","issn_l":"2313-433X","issn":["2313-433X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Imaging","raw_type":"journal-article"},{"id":"pmid:39997548","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39997548","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of imaging","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:11856767","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11856767","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11856767/pdf/jimaging-11-00046.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Imaging","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:803f01dab6914a0eab3bed4fd0e415e4","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/803f01dab6914a0eab3bed4fd0e415e4","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,"listed_in":[],"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":"Journal of Imaging, Vol 11, Iss 2, p 46 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/jimaging11020046","doi":"https://doi.org/10.3390/jimaging11020046","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jimaging11020046","pdf_url":"https://www.mdpi.com/2313-433X/11/2/46/pdf","source":{"id":"https://openalex.org/S2736465063","display_name":"Journal of Imaging","issn_l":"2313-433X","issn":["2313-433X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Imaging","raw_type":"journal-article"},"sustainable_development_goals":[],"sustainable_development_goals_aurora":[{"display_name":"Quality education","id":"https://metadata.un.org/sdg/4","score":0.5400000214576721}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4407253229.pdf","grobid_xml":"https://content.openalex.org/works/W4407253229.grobid-xml"},"referenced_works_count":25,"referenced_works":["https://openalex.org/W2063948594","https://openalex.org/W2073995400","https://openalex.org/W2127218421","https://openalex.org/W2270878873","https://openalex.org/W2503619955","https://openalex.org/W2562486426","https://openalex.org/W2762216698","https://openalex.org/W2767121976","https://openalex.org/W2980720999","https://openalex.org/W2998714443","https://openalex.org/W3109065399","https://openalex.org/W4200224866","https://openalex.org/W4226079479","https://openalex.org/W4293071984","https://openalex.org/W4310639186","https://openalex.org/W4313484909","https://openalex.org/W4319300631","https://openalex.org/W4322493704","https://openalex.org/W4382138577","https://openalex.org/W4389357977","https://openalex.org/W4391126920","https://openalex.org/W4391671980","https://openalex.org/W4402418513","https://openalex.org/W4402639496","https://openalex.org/W4405646575"],"related_works":["https://openalex.org/W2294677930","https://openalex.org/W2801905285","https://openalex.org/W2380075625","https://openalex.org/W2028846973","https://openalex.org/W2698935035","https://openalex.org/W4232403550","https://openalex.org/W623607250","https://openalex.org/W4385572368","https://openalex.org/W3196817267","https://openalex.org/W1976600725"],"abstract_inverted_index":{"The":[0,140,242],"rapid":[1],"development":[2],"of":[3,18,25,58,64,81,112,116,142,168,208,212,222,263,265,285,294,298],"machine":[4,38],"learning":[5,39],"and":[6,28,40,74,87,147,179,190,194,215,238,268],"artificial":[7,42,291],"intelligence":[8,43],"approaches":[9],"is":[10,131,170],"finding":[11],"ever":[12],"wider":[13],"application":[14],"in":[15,107,127,161,165,229,235,259],"various":[16],"areas":[17],"life.":[19],"This":[20],"paper":[21],"considers":[22],"the":[23,56,59,62,65,79,82,117,128,166,184,199,216,248,266,282,286],"problem":[24],"improving":[26,148],"editorial":[27],"publishing":[29],"processes,":[30],"namely":[31,176],"self-publishing,":[32],"when":[33,136],"designing":[34,137],"book":[35,113,163,260,295],"covers":[36,164],"using":[37,159,289],"generative":[41,143,236,290],"(GAI)":[44],"methods.":[45],"When":[46],"choosing":[47],"a":[48,240,299],"book,":[49,83,214],"readers":[50],"often":[51,257],"have":[52],"certain":[53,99],"expectations":[54,68],"regarding":[55],"design":[57,287],"publication,":[60],"including":[61],"color":[63,72,96,124,277],"cover.":[66],"These":[67],"can":[69,76,93,101,231],"be":[70,134,232],"called":[71],"preferences,":[73],"they":[75,193],"depend":[77],"on":[78],"genre":[80,119,301],"its":[84],"target":[85],"audience,":[86],"even":[88,204],"personal":[89],"associations.":[90],"Cultural":[91],"context":[92],"also":[94,152,219],"influence":[95],"choice,":[97],"as":[98],"colors":[100,254,273],"symbolize":[102],"different":[103,108],"emotions":[104],"or":[105],"moods":[106],"cultures.":[109],"Cluster":[110],"analysis":[111],"cover":[114,149,261,296],"images":[115],"same":[118],"allows":[120,202],"us":[121,245],"to":[122,133,198,210,246,251,269,275],"identify":[123],"preferences":[125],"inherent":[126],"genre,":[129],"which":[130,172,253],"proposed":[132,283],"used":[135],"new":[138,174],"covers.":[139],"capabilities":[141],"services":[144,237],"for":[145,158,188,203],"creating":[146,162],"designs":[150],"are":[151,255],"investigated.":[153],"An":[154],"improved":[155],"flow":[156],"chart":[157],"GAI":[160,189],"process":[167,288],"self-publishing":[169],"proposed,":[171],"includes":[173,220],"stages,":[175,183],"exploring,":[177],"conditioning,":[178],"evolving.":[180],"At":[181],"these":[182,272],"designer":[185],"creates":[186],"prompts":[187,209],"examines":[191],"how":[192],"GAI's":[195],"issuances":[196],"correspond":[197,274],"task.":[200],"Conditioning":[201],"more":[205],"precise":[206],"adjustment":[207],"features":[211],"each":[213],"evolving":[217],"stage":[218],"post-processing":[221],"results":[223],"already":[224],"received":[225],"from":[226],"GAI.":[227],"Post-processing,":[228],"turn,":[230],"performed":[233],"both":[234],"by":[239],"designer.":[241],"experiment":[243],"allowed":[244],"use":[247],"machine-learning":[249],"method":[250],"determine":[252],"most":[256],"found":[258],"layouts":[262,297],"one":[264],"genres":[267],"check":[270],"whether":[271],"harmonious":[276],"palettes.":[278],"In":[279],"accordance":[280],"with":[281],"scheme":[284],"intelligence,":[292],"versions":[293],"given":[300],"were":[302],"obtained.":[303]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2025-10-10T00:00:00"}
