{"id":"https://openalex.org/W4414779752","doi":"https://doi.org/10.14569/ijacsa.2025.0160959","title":"Hybrid Real Time Facial Emotions Recognition on Autistic Individuals","display_name":"Hybrid Real Time Facial Emotions Recognition on Autistic Individuals","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4414779752","doi":"https://doi.org/10.14569/ijacsa.2025.0160959"},"language":"en","primary_location":{"id":"doi:10.14569/ijacsa.2025.0160959","doi":"https://doi.org/10.14569/ijacsa.2025.0160959","is_oa":true,"landing_page_url":"https://doi.org/10.14569/ijacsa.2025.0160959","pdf_url":"https://thesai.org/Downloads/Volume16No9/Paper_59-Hybrid_Real_Time_Facial_Emotions_Recognition.pdf","source":{"id":"https://openalex.org/S23629721","display_name":"International Journal of Advanced Computer Science and Applications","issn_l":"2156-5570","issn":["2156-5570","2158-107X"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","norway-1","poland-20","russia-white-list-3","vabb-shw"],"host_organization":"https://openalex.org/P4310311819","host_organization_name":"Science and Information Organization","host_organization_lineage":["https://openalex.org/P4310311819"],"host_organization_lineage_names":["Science and Information Organization"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Advanced Computer Science and Applications","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://thesai.org/Downloads/Volume16No9/Paper_59-Hybrid_Real_Time_Facial_Emotions_Recognition.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080910688","display_name":"Fatima Ezzahrae El Rhatassi","orcid":"https://orcid.org/0009-0005-9404-2969","observed_orcids":["https://orcid.org/0009-0005-9404-2969"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fatima Ezzahrae El Rhatassi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079957706","display_name":"Btihal El Ghali","orcid":"https://orcid.org/0000-0003-2792-4783","observed_orcids":["https://orcid.org/0000-0003-2792-4783"]},"institutions":[{"id":"https://openalex.org/I126477371","display_name":"Mohammed V University","ror":"https://ror.org/00r8w8f84","country_code":"MA","type":"education","lineage":["https://openalex.org/I126477371"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Btihal El Ghali","raw_affiliation_strings":["SSLab-ENSIAS , Mohammed V University , Rabat , Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SSLab-ENSIAS , Mohammed V University , Rabat , Morocco","institution_ids":["https://openalex.org/I126477371"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034550924","display_name":"Najima Daoudi","orcid":"https://orcid.org/0000-0002-4668-3068","observed_orcids":["https://orcid.org/0000-0002-4668-3068"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Najima Daoudi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.23288622,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"16","issue":"9","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9854000210762024,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9854000210762024,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive 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/T11448","display_name":"Face recognition and analysis","score":0.00989999994635582,"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"}},{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.0010999999940395355,"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/facial-emotion-recognition","display_name":"facial emotion recognition","score":0.8320000171661377},{"id":"https://openalex.org/keywords/autism-spectrum-disorder","display_name":"autism spectrum disorder","score":0.9769999980926514},{"id":"https://openalex.org/keywords/hybrid-cnn-lstm-model","display_name":"CNN-LSTM hybrid model","score":0.75},{"id":"https://openalex.org/keywords/real-time-emotion-recognition","display_name":"real-time emotion recognition","score":0.6819999814033508},{"id":"https://openalex.org/keywords/assistive-technology","display_name":"assistive technology","score":0.8539999723434448},{"id":"https://openalex.org/keywords/social-interaction-support","display_name":"social interaction support","score":0.6399999856948853}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8747000098228455},{"id":"https://openalex.org/C205778803","wikidata":"https://www.wikidata.org/wiki/Q38404","display_name":"Autism","level":2,"score":0.7107999920845032},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.621999979019165},{"id":"https://openalex.org/C195704467","wikidata":"https://www.wikidata.org/wiki/Q327968","display_name":"Facial expression","level":2,"score":0.6215999722480774},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5648999810218811},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5648999810218811},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5070000290870667},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41999998688697815},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.397599995136261},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.38909998536109924},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.38089999556541443},{"id":"https://openalex.org/C2778538070","wikidata":"https://www.wikidata.org/wiki/Q1436063","display_name":"Autism spectrum disorder","level":3,"score":0.33090001344680786},{"id":"https://openalex.org/C31510193","wikidata":"https://www.wikidata.org/wiki/Q1192553","display_name":"Facial recognition system","level":3,"score":0.32510000467300415},{"id":"https://openalex.org/C2987714656","wikidata":"https://www.wikidata.org/wiki/Q1185804","display_name":"Facial expression recognition","level":4,"score":0.3206999897956848},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.31949999928474426},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.29429998993873596},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.2937999963760376},{"id":"https://openalex.org/C2777438025","wikidata":"https://www.wikidata.org/wiki/Q1339090","display_name":"Emotion recognition","level":2,"score":0.2662999927997589},{"id":"https://openalex.org/C101814296","wikidata":"https://www.wikidata.org/wiki/Q5439685","display_name":"Feature model","level":3,"score":0.2623000144958496},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.2590999901294708},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.2567000091075897}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.14569/ijacsa.2025.0160959","doi":"https://doi.org/10.14569/ijacsa.2025.0160959","is_oa":true,"landing_page_url":"https://doi.org/10.14569/ijacsa.2025.0160959","pdf_url":"https://thesai.org/Downloads/Volume16No9/Paper_59-Hybrid_Real_Time_Facial_Emotions_Recognition.pdf","source":{"id":"https://openalex.org/S23629721","display_name":"International Journal of Advanced Computer Science and Applications","issn_l":"2156-5570","issn":["2156-5570","2158-107X"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","norway-1","poland-20","russia-white-list-3","vabb-shw"],"host_organization":"https://openalex.org/P4310311819","host_organization_name":"Science and Information Organization","host_organization_lineage":["https://openalex.org/P4310311819"],"host_organization_lineage_names":["Science and Information Organization"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Advanced Computer Science and Applications","raw_type":"journal-article"},{"id":"pmh:oai:thesai.org:e14e976b-3838-4484-9ea2-113ba48cc631","doi":null,"is_oa":true,"landing_page_url":"https://thesai.org/Publications/ViewPaper?Volume=16&Issue=9&Code=IJACSA&SerialNo=59","pdf_url":null,"source":{"id":"https://openalex.org/S23629721","display_name":"International Journal of Advanced Computer Science and Applications","issn_l":"2156-5570","issn":["2156-5570","2158-107X"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","norway-1","poland-20","russia-white-list-3","vabb-shw"],"host_organization":"https://openalex.org/P4310311819","host_organization_name":"Science and Information Organization","host_organization_lineage":["https://openalex.org/P4310311819"],"host_organization_lineage_names":["Science and Information Organization"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Journal of Advanced Computer Science and Applications, Vol. 16, No. 9 (2025), ISSN 2158-107X","raw_type":"text"}],"best_oa_location":{"id":"doi:10.14569/ijacsa.2025.0160959","doi":"https://doi.org/10.14569/ijacsa.2025.0160959","is_oa":true,"landing_page_url":"https://doi.org/10.14569/ijacsa.2025.0160959","pdf_url":"https://thesai.org/Downloads/Volume16No9/Paper_59-Hybrid_Real_Time_Facial_Emotions_Recognition.pdf","source":{"id":"https://openalex.org/S23629721","display_name":"International Journal of Advanced Computer Science and Applications","issn_l":"2156-5570","issn":["2156-5570","2158-107X"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","norway-1","poland-20","russia-white-list-3","vabb-shw"],"host_organization":"https://openalex.org/P4310311819","host_organization_name":"Science and Information Organization","host_organization_lineage":["https://openalex.org/P4310311819"],"host_organization_lineage_names":["Science and Information Organization"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Advanced Computer Science and Applications","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4414779752.pdf","grobid_xml":"https://content.openalex.org/works/W4414779752.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4404031098","https://openalex.org/W3182097431","https://openalex.org/W7123862926","https://openalex.org/W4396233345","https://openalex.org/W4210862822","https://openalex.org/W3195439946","https://openalex.org/W4417312180","https://openalex.org/W4413926596","https://openalex.org/W4399399202","https://openalex.org/W7223023813"],"abstract_inverted_index":{"Communication":[0],"and":[1,20,37,120,146,165],"social":[2],"interaction":[3],"issues":[4],"are":[5,27,52],"frequently":[6],"linked":[7],"to":[8,23,46,86,135,170],"autism,":[9],"which":[10],"can":[11],"have":[12],"an":[13,103],"impact":[14],"on":[15,64,131],"quality":[16],"of":[17,109,143,149],"life,":[18],"work,":[19,95],"education.":[21],"Opportunities":[22],"lessen":[24],"these":[25,47,176],"difficulties":[26],"presented":[28],"by":[29,140,175],"assistive":[30],"technology,":[31],"especially":[32],"those":[33],"that":[34,101],"facilitate":[35],"individualized":[36],"encouraging":[38],"engagement.":[39],"Facial":[40],"expression":[41],"recognition":[42],"(FER)":[43],"is":[44,137,173],"essential":[45],"systems,":[48],"but":[49],"current":[50],"methods":[51],"still":[53,138],"inadequate":[54],"for":[55,106,122,161],"autism-specific":[56],"situations":[57],"even":[58],"though":[59],"they":[60],"achieve":[61],"high":[62],"accuracy":[63],"benchmark":[65],"datasets":[66,145],"like":[67],"CK+.":[68],"Because":[69],"autistic":[70,171],"people":[71],"usually":[72],"exhibit":[73],"aberrant,":[74],"subtle,":[75],"or":[76],"ambiguous":[77],"facial":[78],"expressions\u2014which":[79],"deviate":[80],"from":[81],"the":[82,127,141,147],"common":[83],"patterns":[84],"used":[85],"train":[87],"traditional":[88],"FER":[89],"models\u2014this":[90],"limitation":[91],"occurs.":[92],"In":[93],"this":[94],"we":[96],"suggest":[97],"a":[98],"hybrid":[99],"model":[100,128,167],"combines":[102],"LSTM":[104],"network":[105],"temporal":[107],"modeling":[108],"video":[110],"sequences":[111],"with":[112],"three":[113],"pretrained":[114],"convolutional":[115],"neural":[116],"networks":[117],"(EfficientNetB0,":[118],"ResNet50,":[119],"MobileNetV2)":[121],"spatial":[123],"feature":[124],"extraction.":[125],"Although":[126],"performs":[129],"well":[130],"CK+,":[132],"its":[133],"applicability":[134],"autism":[136],"limited":[139],"lack":[142],"relevant":[144],"use":[148],"artificial":[150],"intelligence":[151],"(AI)-generated":[152],"videos":[153],"rather":[154],"than":[155],"authentic":[156],"recordings.":[157],"The":[158],"critical":[159],"need":[160],"more":[162],"comprehensive":[163],"data":[164],"adaptive":[166],"designs":[168],"tailored":[169],"populations":[172],"highlighted":[174],"findings.":[177]},"counts_by_year":[],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}
