{"id":"https://openalex.org/W4409687593","doi":"https://doi.org/10.32604/cmc.2025.061702","title":"Multi-Label Movie Genre Classification with Attention Mechanism on Movie Plots","display_name":"Multi-Label Movie Genre Classification with Attention Mechanism on Movie Plots","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4409687593","doi":"https://doi.org/10.32604/cmc.2025.061702"},"language":"en","primary_location":{"id":"doi:10.32604/cmc.2025.061702","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2025.061702","pdf_url":null,"source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials & Continua","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.32604/cmc.2025.061702","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5117256839","display_name":"Faheem Shaukat","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Faheem Shaukat","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022582952","display_name":"Naveed Ejaz","orcid":"https://orcid.org/0000-0003-1295-4787"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Naveed Ejaz","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065178983","display_name":"Rashid Kamal","orcid":"https://orcid.org/0000-0002-3409-1970"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rashid Kamal","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016603327","display_name":"Tamim Alkhalifah","orcid":"https://orcid.org/0000-0001-8407-2068"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tamim Alkhalifah","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061765479","display_name":"Sheraz Aslam","orcid":"https://orcid.org/0000-0003-4305-0908"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sheraz Aslam","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5110752523","display_name":"Mu Mu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mu Mu","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5117256839"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.3227,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.79543753,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"83","issue":"3","first_page":"5595","last_page":"5622"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11439","display_name":"Video Analysis and Summarization","score":0.9675999879837036,"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/T11439","display_name":"Video Analysis and Summarization","score":0.9675999879837036,"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/mechanism","display_name":"Mechanism (biology)","score":0.6545590162277222},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4533975124359131},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.41735750436782837},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.36135926842689514},{"id":"https://openalex.org/keywords/epistemology","display_name":"Epistemology","score":0.06682080030441284}],"concepts":[{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.6545590162277222},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4533975124359131},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.41735750436782837},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.36135926842689514},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.06682080030441284},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.32604/cmc.2025.061702","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2025.061702","pdf_url":null,"source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials & Continua","raw_type":"journal-article"},{"id":"pmh:oai:pure.atira.dk:openaire/27796783-1343-4a4d-9f20-06ebf4feca12","is_oa":true,"landing_page_url":"https://pure.ulster.ac.uk/en/publications/27796783-1343-4a4d-9f20-06ebf4feca12","pdf_url":null,"source":{"id":"https://openalex.org/S4306402454","display_name":"Ulster University Research Portal (Ulster University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I138801177","host_organization_name":"University of Ulster","host_organization_lineage":["https://openalex.org/I138801177"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Shaukat, F, Ejaz, N, Kamal, R, Alkhalifah, T, Aslam, S & Mu, M 2025, 'Multi-Label Movie Genre Classification with Attention Mechanism on Movie Plots', Computers, Materials & Continua, vol. 83, no. 3, 61702, pp. 5595-5622. https://doi.org/10.32604/cmc.2025.061702","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"doi:10.32604/cmc.2025.061702","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2025.061702","pdf_url":null,"source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials & Continua","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320324403","display_name":"Qassim University","ror":"https://ror.org/01wsfe280"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Automated":[0],"and":[1,13,31,41,67,123,161,178,188,213,230,249,257],"accurate":[2],"movie":[3,72,165],"genre":[4,76,228],"classification":[5,35,229,267],"is":[6,196],"crucial":[7],"for":[8,74,252],"content":[9,253],"organization,":[10],"recommendation":[11],"systems,":[12],"audience":[14],"targeting":[15],"in":[16,227,233],"the":[17,33,47,133,219],"film":[18,255],"industry.":[19],"Although":[20],"most":[21],"existing":[22],"approaches":[23],"focus":[24],"on":[25,168],"audiovisual":[26],"features":[27],"such":[28],"as":[29],"trailers":[30],"posters,":[32],"text-based":[34,223],"remains":[36],"underexplored":[37],"despite":[38],"its":[39,82,242],"accessibility":[40],"semantic":[42],"richness.":[43],"This":[44],"paper":[45],"introduces":[46],"Genre":[48],"Attention":[49,128],"Model":[50],"(GAM),":[51],"a":[52,61,141,159,211,247],"deep":[53,224],"learning":[54,225],"architecture":[55],"that":[56,113],"integrates":[57],"transformer":[58],"models":[59,226],"with":[60,126],"hierarchical":[62,143],"attention":[63,144,147,153],"mechanism":[64],"to":[65,80,264],"extract":[66],"leverage":[68],"contextual":[69],"information":[70],"from":[71,93],"plots":[73],"multi-label":[75],"classification.":[77],"In":[78],"order":[79],"assess":[81,85],"effectiveness,":[83],"we":[84],"multiple":[86],"transformer-based":[87],"models,":[88],"including":[89],"Bidirectional":[90],"Encoder":[91,112],"Representations":[92],"Transformers":[94],"(BERT),":[95],"A":[96],"Lite":[97],"BERT":[98,101,105,125],"(ALBERT),":[99],"Distilled":[100],"(DistilBERT),":[102],"Robustly":[103],"Optimized":[104],"Pretraining":[106],"Approach":[107],"(RoBERTa),":[108],"Efficiently":[109],"Learning":[110,120],"an":[111,261],"Classifies":[114],"Token":[115],"Replacements":[116],"Accurately":[117],"(ELECTRA),":[118],"eXtreme":[119],"Network":[121],"(XLNet)":[122],"Decoding-enhanced":[124],"Disentangled":[127],"(DeBERTa).":[129],"Experimental":[130],"results":[131,217],"demonstrate":[132],"superior":[134],"performance":[135],"of":[136,164,185,222],"DeBERTa-based":[137],"GAM,":[138],"which":[139],"employs":[140],"two-tier":[142],"mechanism:":[145],"word-level":[146],"highlights":[148],"key":[149],"terms,":[150],"while":[151,237],"sentence-level":[152],"captures":[154],"critical":[155],"narrative":[156],"segments,":[157],"ensuring":[158],"refined":[160],"interpretable":[162,262],"representation":[163],"plots.":[166],"Evaluated":[167],"three":[169],"benchmark":[170],"datasets":[171],"Trailers12K,":[172],"Large":[173],"Movie":[174],"Trailer":[175],"Dataset-9":[176],"(LMTD-9),":[177],"MovieLens37K.":[179],"GAM":[180,195,245],"achieves":[181],"micro-average":[182],"precision":[183],"scores":[184],"83.63%,":[186],"83.32%,":[187],"83.34%,":[189],"respectively,":[190],"surpassing":[191],"state-of-the-art":[192],"models.":[193],"Additionally,":[194],"computationally":[197],"efficient,":[198],"requiring":[199],"just":[200],"6.10":[201],"Giga":[202],"Floating":[203],"Point":[204],"Operations":[205],"Per":[206],"Second":[207],"(GFLOPS),":[208],"making":[209],"it":[210],"scalable":[212,250],"cost-effective":[214],"solution.":[215],"These":[216],"highlight":[218],"growing":[220],"potential":[221],"GAM\u2019s":[231],"effectiveness":[232],"improving":[234],"predictive":[235],"accuracy":[236],"maintaining":[238],"computational":[239],"efficiency.":[240],"With":[241],"robust":[243],"performance,":[244],"offers":[246],"versatile":[248],"framework":[251],"recommendation,":[254],"indexing,":[256],"media":[258],"analytics,":[259],"providing":[260],"alternative":[263],"traditional":[265],"audiovisual-based":[266],"techniques.":[268]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-03-23T07:41:27.035349","created_date":"2025-10-10T00:00:00"}