{"id":"https://openalex.org/W4407630329","doi":"https://doi.org/10.1587/transinf.2024edp7262","title":"Exploring Sentence-Level Text-Font Retrieval via Contrastive Learning","display_name":"Exploring Sentence-Level Text-Font Retrieval via Contrastive Learning","publication_year":2025,"publication_date":"2025-02-17","ids":{"openalex":"https://openalex.org/W4407630329","doi":"https://doi.org/10.1587/transinf.2024edp7262"},"language":"en","primary_location":{"id":"doi:10.1587/transinf.2024edp7262","is_oa":true,"landing_page_url":"https://doi.org/10.1587/transinf.2024edp7262","pdf_url":"https://www.jstage.jst.go.jp/article/transinf/E108.D/8/E108.D_2024EDP7262/_pdf","source":{"id":"https://openalex.org/S2486202937","display_name":"IEICE Transactions on Information and Systems","issn_l":"0916-8532","issn":["0916-8532","1745-1361"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4320800604","host_organization_name":"Institute of Electronics, Information and Communication Engineers","host_organization_lineage":["https://openalex.org/P4320800604"],"host_organization_lineage_names":["Institute of Electronics, Information and Communication Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEICE Transactions on Information and Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://www.jstage.jst.go.jp/article/transinf/E108.D/8/E108.D_2024EDP7262/_pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5057809569","display_name":"Qinghua Sun","orcid":"https://orcid.org/0000-0002-8913-4608"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Qinghua SUN","raw_affiliation_strings":["Shanghai Jiao Tong University"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109919594","display_name":"Jia Cui","orcid":null},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jia CUI","raw_affiliation_strings":["South China University of Technology"],"affiliations":[{"raw_affiliation_string":"South China University of Technology","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006779777","display_name":"Zhenyu Gu","orcid":"https://orcid.org/0000-0002-3488-2107"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenyu GU","raw_affiliation_strings":["Shanghai Jiao Tong University"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University","institution_ids":["https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5057809569"],"corresponding_institution_ids":["https://openalex.org/I183067930"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.03280247,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"E108.D","issue":"8","first_page":"958","last_page":"966"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12478","display_name":"Wikis in Education and Collaboration","score":0.9589999914169312,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12478","display_name":"Wikis in Education and Collaboration","score":0.9589999914169312,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.9030416011810303},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.7225474715232849},{"id":"https://openalex.org/keywords/font","display_name":"Font","score":0.7175524234771729},{"id":"https://openalex.org/keywords/sentence","display_name":"Sentence","score":0.6862310171127319},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6282064914703369},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.5232966542243958}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9030416011810303},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.7225474715232849},{"id":"https://openalex.org/C2777737414","wikidata":"https://www.wikidata.org/wiki/Q4868296","display_name":"Font","level":2,"score":0.7175524234771729},{"id":"https://openalex.org/C2777530160","wikidata":"https://www.wikidata.org/wiki/Q41796","display_name":"Sentence","level":2,"score":0.6862310171127319},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6282064914703369},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.5232966542243958}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1587/transinf.2024edp7262","is_oa":true,"landing_page_url":"https://doi.org/10.1587/transinf.2024edp7262","pdf_url":"https://www.jstage.jst.go.jp/article/transinf/E108.D/8/E108.D_2024EDP7262/_pdf","source":{"id":"https://openalex.org/S2486202937","display_name":"IEICE Transactions on Information and Systems","issn_l":"0916-8532","issn":["0916-8532","1745-1361"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4320800604","host_organization_name":"Institute of Electronics, Information and Communication Engineers","host_organization_lineage":["https://openalex.org/P4320800604"],"host_organization_lineage_names":["Institute of Electronics, Information and Communication Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEICE Transactions on Information and Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1587/transinf.2024edp7262","is_oa":true,"landing_page_url":"https://doi.org/10.1587/transinf.2024edp7262","pdf_url":"https://www.jstage.jst.go.jp/article/transinf/E108.D/8/E108.D_2024EDP7262/_pdf","source":{"id":"https://openalex.org/S2486202937","display_name":"IEICE Transactions on Information and Systems","issn_l":"0916-8532","issn":["0916-8532","1745-1361"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4320800604","host_organization_name":"Institute of Electronics, Information and Communication Engineers","host_organization_lineage":["https://openalex.org/P4320800604"],"host_organization_lineage_names":["Institute of Electronics, Information and Communication Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEICE Transactions on Information and Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7900000214576721,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4407630329.pdf","grobid_xml":"https://content.openalex.org/works/W4407630329.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2147687867","https://openalex.org/W2582695981","https://openalex.org/W2496907786","https://openalex.org/W2483185727","https://openalex.org/W2612325988","https://openalex.org/W2490611030","https://openalex.org/W3022607756","https://openalex.org/W2326471857","https://openalex.org/W2327192489","https://openalex.org/W3204019825"],"abstract_inverted_index":{"Fonts":[0],"play":[1],"a":[2,15,70,77,87,111],"crucial":[3],"role":[4],"in":[5,98,195],"graphic":[6],"design,":[7],"conveying":[8],"both":[9],"text":[10,33,54,116,133],"and":[11,26,34,83,101,176,192],"information.":[12],"However,":[13],"selecting":[14,51],"proper":[16],"font":[17,35,44,92,106,156,161],"can":[18],"be":[19],"challenging":[20],"due":[21],"to":[22,75,95,117],"the":[23,27,102,123,145,159,165],"overwhelming":[24],"variety":[25],"need":[28],"for":[29,53,81,189],"semantic":[30],"consistency":[31],"between":[32],"shapes.":[36],"While":[37],"previous":[38],"research":[39],"has":[40],"focused":[41],"on":[42,91,122],"word-level":[43],"retrieval,":[45],"real-world":[46],"design":[47,137,196],"tasks":[48],"often":[49],"require":[50],"fonts":[52,120,172],"sequences,":[55],"such":[56],"as":[57],"titles":[58],"or":[59],"slogans.":[60],"This":[61],"study":[62],"addresses":[63],"these":[64],"challenges":[65],"by:":[66],"(1)":[67,130],"Proposing":[68],"S2Font,":[69],"model":[71],"using":[72],"contrastive":[73],"learning":[74],"create":[76],"multimodal":[78],"embedding":[79],"space":[80],"texts":[82],"fonts.":[84],"(2)":[85,139],"Developing":[86],"retrieval":[88,99],"strategy":[89],"based":[90,121],"frequency":[93],"weighting":[94],"handle":[96],"similarity":[97],"results":[100],"Pareto":[103],"principle":[104],"of":[105,182],"usage.":[107],"(3)":[108,150],"Introducing":[109],"S2Font@Topic,":[110],"topic-based":[112],"extension":[113],"allowing":[114],"identical":[115],"return":[118],"different":[119],"topic.":[124],"The":[125,168],"methods":[126],"offer":[127],"several":[128],"advantages:":[129],"Aligning":[131],"sentence-level":[132],"input":[134],"with":[135,158],"real":[136],"tasks.":[138,197],"Leveraging":[140],"existing":[141],"text-font":[142],"pairs":[143],"from":[144],"Internet":[146],"without":[147],"manual":[148],"annotations.":[149],"Achieving":[151],"scalability":[152],"by":[153],"encoding":[154],"new":[155],"candidates":[157],"trained":[160],"encoder.":[162],"Experiments":[163],"demonstrated":[164],"methods\u2019":[166],"effectiveness.":[167],"top":[169,178],"3":[170],"retrieved":[171],"outperformed":[173],"baseline":[174],"models,":[175],"S2Font\u2019s":[177],"choice":[179],"rivaled":[180],"those":[181],"expert":[183],"designers.":[184],"Designers":[185],"rated":[186],"S2Font@Topic":[187],"highly":[188],"usefulness":[190],"(4.67/5)":[191],"interest":[193],"(4.83/5)":[194]},"counts_by_year":[],"updated_date":"2026-03-14T06:41:57.775601","created_date":"2025-10-10T00:00:00"}
