{"id":"https://openalex.org/W3090402648","doi":"https://doi.org/10.1145/3379503.3403553","title":"Messaging Beyond Texts with Real-time Image Suggestions","display_name":"Messaging Beyond Texts with Real-time Image Suggestions","publication_year":2020,"publication_date":"2020-10-01","ids":{"openalex":"https://openalex.org/W3090402648","doi":"https://doi.org/10.1145/3379503.3403553","mag":"3090402648"},"language":"en","primary_location":{"id":"doi:10.1145/3379503.3403553","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3379503.3403553","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"22nd International Conference on Human-Computer Interaction with Mobile Devices and Services","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5061492185","display_name":"Joon-Gyum Kim","orcid":null},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Joongyum Kim","raw_affiliation_strings":["KAIST, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"KAIST, Republic of Korea","institution_ids":["https://openalex.org/I157485424"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057451323","display_name":"Taesik Gong","orcid":"https://orcid.org/0000-0002-8967-3652"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Taesik Gong","raw_affiliation_strings":["KAIST, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"KAIST, Republic of Korea","institution_ids":["https://openalex.org/I157485424"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066977998","display_name":"Kyungsik Han","orcid":"https://orcid.org/0000-0001-5535-0081"},"institutions":[{"id":"https://openalex.org/I57664883","display_name":"Ajou University","ror":"https://ror.org/03tzb2h73","country_code":"KR","type":"education","lineage":["https://openalex.org/I57664883"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Kyungsik Han","raw_affiliation_strings":["Ajou University, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ajou University, Republic of Korea","institution_ids":["https://openalex.org/I57664883"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079709359","display_name":"Juho Kim","orcid":"https://orcid.org/0000-0001-6348-4127"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Juho Kim","raw_affiliation_strings":["KAIST, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"KAIST, Republic of Korea","institution_ids":["https://openalex.org/I157485424"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022122076","display_name":"JeongGil Ko","orcid":"https://orcid.org/0000-0003-0799-4039"},"institutions":[{"id":"https://openalex.org/I193775966","display_name":"Yonsei University","ror":"https://ror.org/01wjejq96","country_code":"KR","type":"education","lineage":["https://openalex.org/I193775966"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"JeongGil Ko","raw_affiliation_strings":["Yonsei Univeristy, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Yonsei Univeristy, Republic of Korea","institution_ids":["https://openalex.org/I193775966"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101948265","display_name":"Sung-Ju Lee","orcid":"https://orcid.org/0000-0002-5518-2126"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sung-Ju Lee","raw_affiliation_strings":["KAIST, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"KAIST, Republic of Korea","institution_ids":["https://openalex.org/I157485424"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.0418,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.77554561,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13155","display_name":"Digital Communication and Language","score":0.9995999932289124,"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/T13155","display_name":"Digital Communication and Language","score":0.9995999932289124,"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/T10609","display_name":"Digital Marketing and Social Media","score":0.9883000254631042,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.9786999821662903,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"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":0.8398862481117249},{"id":"https://openalex.org/keywords/parsing","display_name":"Parsing","score":0.557823657989502},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.5526418089866638},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.45633357763290405},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.452677458524704},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.4297221899032593},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.42794620990753174},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.42277854681015015},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.373337060213089},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3038367033004761}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8398862481117249},{"id":"https://openalex.org/C186644900","wikidata":"https://www.wikidata.org/wiki/Q194152","display_name":"Parsing","level":2,"score":0.557823657989502},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.5526418089866638},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.45633357763290405},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.452677458524704},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.4297221899032593},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.42794620990753174},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.42277854681015015},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.373337060213089},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3038367033004761},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3379503.3403553","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3379503.3403553","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"22nd International Conference on Human-Computer Interaction with Mobile Devices and Services","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8299999833106995,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":56,"referenced_works":["https://openalex.org/W371426616","https://openalex.org/W1490304187","https://openalex.org/W1509034393","https://openalex.org/W1522439411","https://openalex.org/W1524366219","https://openalex.org/W1880262756","https://openalex.org/W1972099155","https://openalex.org/W1988623611","https://openalex.org/W2006491909","https://openalex.org/W2009553293","https://openalex.org/W2020278455","https://openalex.org/W2022463335","https://openalex.org/W2032793633","https://openalex.org/W2038632569","https://openalex.org/W2061593059","https://openalex.org/W2100056042","https://openalex.org/W2125259774","https://openalex.org/W2134879037","https://openalex.org/W2139904797","https://openalex.org/W2140996113","https://openalex.org/W2146905780","https://openalex.org/W2163762705","https://openalex.org/W2265166395","https://openalex.org/W2281851965","https://openalex.org/W2334198940","https://openalex.org/W2373570000","https://openalex.org/W2406020846","https://openalex.org/W2510632587","https://openalex.org/W2510851569","https://openalex.org/W2518630504","https://openalex.org/W2531638282","https://openalex.org/W2571842322","https://openalex.org/W2597395360","https://openalex.org/W2610882429","https://openalex.org/W2611029872","https://openalex.org/W2611472057","https://openalex.org/W2726508739","https://openalex.org/W2788440980","https://openalex.org/W2795369302","https://openalex.org/W2797342688","https://openalex.org/W2799187282","https://openalex.org/W2808352493","https://openalex.org/W2888323689","https://openalex.org/W2899139571","https://openalex.org/W2899401648","https://openalex.org/W2902485753","https://openalex.org/W2941913535","https://openalex.org/W2942356912","https://openalex.org/W2944888454","https://openalex.org/W2946706859","https://openalex.org/W3033083301","https://openalex.org/W3099138433","https://openalex.org/W3105262041","https://openalex.org/W4210323358","https://openalex.org/W4231510805","https://openalex.org/W4302382411"],"related_works":["https://openalex.org/W2068608913","https://openalex.org/W3124914020","https://openalex.org/W2141033859","https://openalex.org/W579810227","https://openalex.org/W2952780262","https://openalex.org/W2077542787","https://openalex.org/W2071701083","https://openalex.org/W2979495269","https://openalex.org/W2383687187","https://openalex.org/W4307623130"],"abstract_inverted_index":{"While":[0],"people":[1],"primarily":[2],"communicate":[3,29],"with":[4,75,193],"text":[5],"in":[6,164],"mobile":[7,70,88,135,157],"chat":[8,45,66,71,136,158],"applications,":[9],"they":[10,188],"are":[11],"increasingly":[12],"using":[13],"visual":[14,24],"elements":[15,25],"such":[16,23],"as":[17,195],"images,":[18],"emojis,":[19],"and":[20,31,38,50,87,92,121,129,150,153,172,209],"memes.":[21],"Using":[22],"could":[26],"help":[27],"users":[28,101,147],"clearly":[30],"make":[32,97],"chatting":[33,212],"experience":[34],"enjoyable.":[35],"However,":[36],"finding":[37],"inserting":[39],"contextually":[40],"appropriate":[41],"images":[42,62,155,190,197],"during":[43],"the":[44,65,113,119,127,130,162,165,196],"can":[46],"be":[47],"both":[48],"tedious":[49],"distracting.":[51],"We":[52],"introduce":[53],"MilliCat,":[54],"a":[55,69],"real-time":[56,143],"image":[57,98,124,144,166,176],"suggestion":[58,145],"system":[59],"that":[60,63,141,187],"recommends":[61],"match":[64],"content":[67],"within":[68],"application":[72],"(i.e.,":[73],"autocomplete":[74],"images).":[76],"MilliCat":[77,133,194],"combines":[78],"natural":[79],"language":[80],"processing":[81],"(e.g.,":[82,90],"keyword":[83],"extraction,":[84],"dependency":[85],"parsing)":[86],"computing":[89],"resource":[91],"energy-efficiency)":[93],"techniques":[94],"to":[95,104,148],"autonomously":[96],"suggestions":[99],"when":[100],"might":[102],"want":[103],"use":[105],"images.":[106],"Through":[107],"multiple":[108],"user":[109],"studies,":[110],"we":[111],"investigated":[112],"effectiveness":[114],"of":[115,123,132],"our":[116],"design":[117],"choices,":[118],"frequency":[120],"motivation":[122],"usage":[125,177],"by":[126,159],"participants,":[128],"impact":[131],"on":[134,156],"experiences.":[137],"Our":[138,183],"results":[139],"indicate":[140],"MilliCat\u2019s":[142],"enables":[146],"quickly":[149],"conveniently":[151],"select":[152],"display":[154],"significantly":[160],"reducing":[161],"latency":[163],"selection":[167],"process":[168],"(3.19":[169],"\u00d7":[170],"improvement)":[171],"consequently":[173],"more":[174,191,202],"frequent":[175],"(1.8":[178],"\u00d7)":[179],"than":[180],"existing":[181],"solutions.":[182],"study":[184],"participants":[185],"reported":[186],"used":[189],"often":[192],"helped":[198],"them":[199],"convey":[200],"information":[201],"effectively,":[203],"emphasize":[204],"their":[205],"opinion,":[206],"express":[207],"emotions,":[208],"have":[210],"fun":[211],"experience.":[213]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":5}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
