{"id":"https://openalex.org/W4400411491","doi":"https://doi.org/10.1109/access.2024.3424883","title":"Meme Analysis Using LLM-Based Contextual Information and U-Net Encapsulated Transformer","display_name":"Meme Analysis Using LLM-Based Contextual Information and U-Net Encapsulated Transformer","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4400411491","doi":"https://doi.org/10.1109/access.2024.3424883"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3424883","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3424883","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":null,"license_id":null,"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.2024.3424883","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100256169","display_name":"Marvin John Ignacio","orcid":"https://orcid.org/0000-0003-2145-934X"},"institutions":[{"id":"https://openalex.org/I28777354","display_name":"Sejong University","ror":"https://ror.org/00aft1q37","country_code":"KR","type":"education","lineage":["https://openalex.org/I28777354"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Marvin John Ignacio","raw_affiliation_strings":["Department of Computer Engineering, Sejong University, Seoul, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0003-2145-934X","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Sejong University, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I28777354"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101521045","display_name":"Thanh Tin Nguyen","orcid":"https://orcid.org/0000-0002-6798-9808"},"institutions":[{"id":"https://openalex.org/I82497590","display_name":"Auburn University","ror":"https://ror.org/02v80fc35","country_code":"US","type":"education","lineage":["https://openalex.org/I82497590"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Thanh Tin Nguyen","raw_affiliation_strings":["Department of Computer Science and Software Engineering, Auburn University, Auburn, AL, USA"],"raw_orcid":"https://orcid.org/0000-0002-6798-9808","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Software Engineering, Auburn University, Auburn, AL, USA","institution_ids":["https://openalex.org/I82497590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103935927","display_name":"Hulin Jin","orcid":"https://orcid.org/0000-0002-6896-2498"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hulin Jin","raw_affiliation_strings":["School of Computer Science and Technology, Anhui University, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0002-6896-2498","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064727471","display_name":"Yong-Guk Kim","orcid":"https://orcid.org/0000-0003-4645-1395"},"institutions":[{"id":"https://openalex.org/I28777354","display_name":"Sejong University","ror":"https://ror.org/00aft1q37","country_code":"KR","type":"education","lineage":["https://openalex.org/I28777354"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Yong-Guk Kim","raw_affiliation_strings":["Department of Computer Engineering, Sejong University, Seoul, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0003-4645-1395","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Sejong University, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I28777354"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.975,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.79012901,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"12","issue":null,"first_page":"125993","last_page":"126005"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.998199999332428,"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"}},"topics":[{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.998199999332428,"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/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":0.9980999827384949,"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/T11644","display_name":"Spam and Phishing Detection","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/computer-science","display_name":"Computer science","score":0.858776330947876},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.7127326726913452},{"id":"https://openalex.org/keywords/offensive","display_name":"Offensive","score":0.6728560924530029},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.6329073905944824},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4909403622150421},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.4822598099708557},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.38139235973358154},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3579047620296478},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3374565839767456},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.20787397027015686},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.10426971316337585}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.858776330947876},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.7127326726913452},{"id":"https://openalex.org/C176856949","wikidata":"https://www.wikidata.org/wiki/Q2001676","display_name":"Offensive","level":2,"score":0.6728560924530029},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.6329073905944824},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4909403622150421},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.4822598099708557},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38139235973358154},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3579047620296478},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3374565839767456},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.20787397027015686},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.10426971316337585},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2024.3424883","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3424883","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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:a2734a3f104549fdb929041b73894119","is_oa":true,"landing_page_url":"https://doaj.org/article/a2734a3f104549fdb929041b73894119","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 12, Pp 125993-126005 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3424883","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3424883","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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320729","display_name":"Department of Information Technology, Ministry of Communications and Information Technology","ror":"https://ror.org/02z31cn83"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W1686810756","https://openalex.org/W1901129140","https://openalex.org/W2064675550","https://openalex.org/W2194775991","https://openalex.org/W2896457183","https://openalex.org/W2963452667","https://openalex.org/W2970641574","https://openalex.org/W3113282227","https://openalex.org/W3113887605","https://openalex.org/W3114664593","https://openalex.org/W3114968970","https://openalex.org/W3115253639","https://openalex.org/W3115532187","https://openalex.org/W3115926261","https://openalex.org/W3116159721","https://openalex.org/W3116529957","https://openalex.org/W3118193270","https://openalex.org/W4200120832","https://openalex.org/W4225007492","https://openalex.org/W4226250476","https://openalex.org/W4229005866","https://openalex.org/W4318718936","https://openalex.org/W4320813149","https://openalex.org/W4321010239","https://openalex.org/W4321277095","https://openalex.org/W4327991869","https://openalex.org/W4382318603","https://openalex.org/W4385245566","https://openalex.org/W4386065596","https://openalex.org/W4386793308","https://openalex.org/W4394693390","https://openalex.org/W6751512325","https://openalex.org/W6776148200","https://openalex.org/W6778883912","https://openalex.org/W6811249650","https://openalex.org/W6811340617","https://openalex.org/W6849177959","https://openalex.org/W6849326727","https://openalex.org/W6849460097","https://openalex.org/W6849976536","https://openalex.org/W6851106153","https://openalex.org/W6856584823"],"related_works":["https://openalex.org/W1568520348","https://openalex.org/W3214407891","https://openalex.org/W3194113117","https://openalex.org/W4287020359","https://openalex.org/W3213194066","https://openalex.org/W268355439","https://openalex.org/W2967125893","https://openalex.org/W4385323698","https://openalex.org/W2385362579","https://openalex.org/W2380993274"],"abstract_inverted_index":{"A":[0],"meme":[1,22,64,80,165,210],"is":[2,88,193],"social":[3],"media":[4],"content":[5],"with":[6,159],"which":[7,87],"the":[8,19,49,68,75,84,121,132,135,138,155,184,190],"creator":[9],"tries":[10],"to":[11,61,67,90,100,127,146,153],"convey":[12],"a":[13,44,63,102,147,197],"certain":[14],"idea":[15],"in":[16],"public":[17],"via":[18],"internet.":[20],"Each":[21],"consists":[23],"of":[24],"typically":[25],"an":[26],"image":[27],"and":[28,36,40,71,111,143,186,200,212],"supporting":[29],"text.":[30],"Its":[31],"message":[32],"can":[33,54],"be":[34,214],"humorous":[35],"inspiring,":[37],"but":[38,93],"hilarious":[39],"offensive":[41],"often":[42,82],"targeting":[43],"specific":[45],"audience.":[46],"To":[47],"address":[48],"potential":[50],"harm":[51],"such":[52],"memes":[53],"cause,":[55],"AI":[56],"researchers":[57],"have":[58],"proposed":[59,191],"solutions":[60],"classify":[62],"automatically":[65],"according":[66],"sentiment,":[69],"emotion,":[70],"intensity":[72,187],"felt":[73],"by":[74,105],"users.":[76],"Recent":[77],"models":[78,174],"for":[79,216],"analysis":[81,211],"adopt":[83],"Transformer":[85],"architecture,":[86],"known":[89],"perform":[91],"well":[92],"computationally":[94],"expensive.":[95],"The":[96],"present":[97],"study":[98,161],"aims":[99],"introduce":[101],"novel":[103],"method":[104],"providing":[106],"(1)":[107],"deep":[108],"contextual":[109],"information":[110],"(2)":[112],"reducing":[113],"resource":[114],"utilization":[115],"while":[116,178],"keeping":[117],"its":[118],"efficiency.":[119],"For":[120,137],"former,":[122],"GPT-4":[123],"has":[124],"been":[125],"utilized":[126],"provide":[128],"meaningful":[129],"insights":[130,208],"regarding":[131],"context":[133],"behind":[134],"meme.":[136],"latter,":[139],"we":[140],"extract":[141],"Keyphrases":[142],"forward":[144],"them":[145],"U-net":[148],"Encapsulated":[149],"Transformer,":[150],"called":[151],"UET,":[152],"process":[154],"information.":[156],"Extensive":[157],"evaluation":[158],"ablation":[160],"using":[162],"three":[163],"standard":[164,198],"datasets,":[166],"i.e.":[167],"Memotions,":[168],"suggests":[169],"that":[170],"it":[171,179,205],"outperforms":[172],"state-of-the-art":[173],"on":[175,183],"sentiment":[176],"analysis,":[177],"shows":[180,202],"comparable":[181],"performance":[182],"emotion":[185],"task.":[188],"As":[189],"model":[192],"more":[194],"lightweight":[195],"than":[196],"one":[199],"yet":[201],"high":[203],"performance,":[204],"provides":[206],"new":[207],"into":[209],"could":[213],"useful":[215],"other":[217],"NLP":[218],"tasks.":[219]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3}],"updated_date":"2026-07-21T08:15:58.654021","created_date":"2025-10-10T00:00:00"}
