{"id":"https://openalex.org/W4367556830","doi":"https://doi.org/10.18517/ijaseit.13.2.18274","title":"Performance of ShuffleNet and VGG-19 Architectural Classification Models for Face Recognition in Autistic Children","display_name":"Performance of ShuffleNet and VGG-19 Architectural Classification Models for Face Recognition in Autistic Children","publication_year":2023,"publication_date":"2023-04-22","ids":{"openalex":"https://openalex.org/W4367556830","doi":"https://doi.org/10.18517/ijaseit.13.2.18274"},"language":"en","primary_location":{"id":"doi:10.18517/ijaseit.13.2.18274","doi":"https://doi.org/10.18517/ijaseit.13.2.18274","is_oa":true,"landing_page_url":"https://doi.org/10.18517/ijaseit.13.2.18274","pdf_url":"http://www.insightsociety.org/ojaseit/index.php/ijaseit/article/download/18274/3701","source":{"id":"https://openalex.org/S2738868728","display_name":"International Journal on Advanced Science Engineering and Information Technology","issn_l":"2088-5334","issn":["2088-5334","2460-6952"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":["jufo-1","poland-70","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4324263046","host_organization_name":"Insight Society","host_organization_lineage":["https://openalex.org/P4324263046"],"host_organization_lineage_names":["Insight Society"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal on Advanced Science, Engineering and Information Technology","raw_type":"journal-article"},"parent_works":[],"lineage":["https://openalex.org/W4367556830"],"child_works_count":0,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"http://www.insightsociety.org/ojaseit/index.php/ijaseit/article/download/18274/3701","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5066472429","display_name":"Melinda Melinda","orcid":"https://orcid.org/0000-0001-9082-6639","observed_orcids":["https://orcid.org/0000-0001-9082-6639"]},"institutions":[{"id":"https://openalex.org/I187494767","display_name":"Universitas Syiah Kuala","ror":"https://ror.org/05v4dza81","country_code":"ID","type":"education","lineage":["https://openalex.org/I187494767"]}],"countries":["ID"],"is_corresponding":true,"raw_author_name":"Melinda Melinda","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Faculty of Engineering, Universitas Syiah Kuala, Banda Aceh, 23111, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Faculty of Engineering, Universitas Syiah Kuala, Banda Aceh, 23111, Indonesia","institution_ids":["https://openalex.org/I187494767"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080255744","display_name":"Maulisa Oktiana","orcid":"https://orcid.org/0000-0001-7453-7183","observed_orcids":["https://orcid.org/0000-0001-7453-7183"]},"institutions":[{"id":"https://openalex.org/I187494767","display_name":"Universitas Syiah Kuala","ror":"https://ror.org/05v4dza81","country_code":"ID","type":"education","lineage":["https://openalex.org/I187494767"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Maulisa Oktiana","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Faculty of Engineering, Universitas Syiah Kuala, Banda Aceh, 23111, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Faculty of Engineering, Universitas Syiah Kuala, Banda Aceh, 23111, Indonesia","institution_ids":["https://openalex.org/I187494767"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027191348","display_name":"Yudha Nurdin","orcid":"https://orcid.org/0000-0001-7117-5850","observed_orcids":["https://orcid.org/0000-0001-7117-5850"]},"institutions":[{"id":"https://openalex.org/I187494767","display_name":"Universitas Syiah Kuala","ror":"https://ror.org/05v4dza81","country_code":"ID","type":"education","lineage":["https://openalex.org/I187494767"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Yudha Nurdin","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Faculty of Engineering, Universitas Syiah Kuala, Banda Aceh, 23111, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Faculty of Engineering, Universitas Syiah Kuala, Banda Aceh, 23111, Indonesia","institution_ids":["https://openalex.org/I187494767"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Indah Pujiati","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I187494767","display_name":"Universitas Syiah Kuala","ror":"https://ror.org/05v4dza81","country_code":"ID","type":"education","lineage":["https://openalex.org/I187494767"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Indah Pujiati","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Faculty of Engineering, Universitas Syiah Kuala, Banda Aceh, 23111, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Faculty of Engineering, Universitas Syiah Kuala, Banda Aceh, 23111, Indonesia","institution_ids":["https://openalex.org/I187494767"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020799460","display_name":"Muhammad Irhamsyah","orcid":"https://orcid.org/0000-0002-7726-6283","observed_orcids":["https://orcid.org/0000-0002-7726-6283"]},"institutions":[{"id":"https://openalex.org/I187494767","display_name":"Universitas Syiah Kuala","ror":"https://ror.org/05v4dza81","country_code":"ID","type":"education","lineage":["https://openalex.org/I187494767"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Muhammad Irhamsyah","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Faculty of Engineering, Universitas Syiah Kuala, Banda Aceh, 23111, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Faculty of Engineering, Universitas Syiah Kuala, Banda Aceh, 23111, Indonesia","institution_ids":["https://openalex.org/I187494767"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064512300","display_name":"Nurlida Basir","orcid":"https://orcid.org/0000-0003-4738-1763","observed_orcids":["https://orcid.org/0000-0003-4738-1763"]},"institutions":[{"id":"https://openalex.org/I112982808","display_name":"Universiti Sains Islam Malaysia","ror":"https://ror.org/020ast312","country_code":"MY","type":"education","lineage":["https://openalex.org/I112982808"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Nurlida Basir","raw_affiliation_strings":["Fakulti Sains dan Teknologi, Universiti Sains Islam Malaysia, Bandar Baru Nilai, 71800 Nilai, Negeri Sembilan, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fakulti Sains dan Teknologi, Universiti Sains Islam Malaysia, Bandar Baru Nilai, 71800 Nilai, Negeri Sembilan, Malaysia","institution_ids":["https://openalex.org/I112982808"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5066472429"],"corresponding_institution_ids":["https://openalex.org/I187494767"],"apc_list":null,"apc_paid":null,"fwci":0.6631,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.63281673,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":98},"biblio":{"volume":"13","issue":"2","first_page":"674","last_page":"680"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11448","display_name":"Face recognition and analysis","score":0.9520999789237976,"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/T11448","display_name":"Face recognition and analysis","score":0.9520999789237976,"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":0.01679999940097332,"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/T11094","display_name":"Face Recognition and Perception","score":0.013000000268220901,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/autism-spectrum-disorder","display_name":"autism spectrum disorder","score":0.8100000023841858},{"id":"https://openalex.org/keywords/face-recognition","display_name":"face recognition","score":0.7200000286102295},{"id":"https://openalex.org/keywords/children-with-autism","display_name":"children with autism","score":0.9750000238418579},{"id":"https://openalex.org/keywords/shufflenet","display_name":"ShuffleNet","score":0.890999972820282},{"id":"https://openalex.org/keywords/vgg19","display_name":"VGG19","score":1.0},{"id":"https://openalex.org/keywords/convolutional-neural-networks","display_name":"convolutional neural networks","score":0.9070000052452087},{"id":"https://openalex.org/keywords/autism-detection","display_name":"autism detection","score":0.6389999985694885},{"id":"https://openalex.org/keywords/model-architecture-comparison","display_name":"model architecture comparison","score":0.45399999618530273},{"id":"https://openalex.org/keywords/face-classification","display_name":"face classification","score":0.45500001311302185}],"concepts":[{"id":"https://openalex.org/C205778803","wikidata":"https://www.wikidata.org/wiki/Q38404","display_name":"Autism","level":2,"score":0.9184895157814026},{"id":"https://openalex.org/C31510193","wikidata":"https://www.wikidata.org/wiki/Q1192553","display_name":"Facial recognition system","level":3,"score":0.5416465401649475},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.527173638343811},{"id":"https://openalex.org/C2778538070","wikidata":"https://www.wikidata.org/wiki/Q1436063","display_name":"Autism spectrum disorder","level":3,"score":0.5232628583908081},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4551957845687866},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.41144752502441406},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3885040581226349},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3829158842563629},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.23291122913360596}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18517/ijaseit.13.2.18274","doi":"https://doi.org/10.18517/ijaseit.13.2.18274","is_oa":true,"landing_page_url":"https://doi.org/10.18517/ijaseit.13.2.18274","pdf_url":"http://www.insightsociety.org/ojaseit/index.php/ijaseit/article/download/18274/3701","source":{"id":"https://openalex.org/S2738868728","display_name":"International Journal on Advanced Science Engineering and Information Technology","issn_l":"2088-5334","issn":["2088-5334","2460-6952"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":["jufo-1","poland-70","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4324263046","host_organization_name":"Insight Society","host_organization_lineage":["https://openalex.org/P4324263046"],"host_organization_lineage_names":["Insight Society"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal on Advanced Science, Engineering and Information Technology","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.18517/ijaseit.13.2.18274","doi":"https://doi.org/10.18517/ijaseit.13.2.18274","is_oa":true,"landing_page_url":"https://doi.org/10.18517/ijaseit.13.2.18274","pdf_url":"http://www.insightsociety.org/ojaseit/index.php/ijaseit/article/download/18274/3701","source":{"id":"https://openalex.org/S2738868728","display_name":"International Journal on Advanced Science Engineering and Information Technology","issn_l":"2088-5334","issn":["2088-5334","2460-6952"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":["jufo-1","poland-70","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4324263046","host_organization_name":"Insight Society","host_organization_lineage":["https://openalex.org/P4324263046"],"host_organization_lineage_names":["Insight Society"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal on Advanced Science, Engineering and Information Technology","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.504800021648407}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320329152","display_name":"Universitas Syiah Kuala","ror":"https://ror.org/05v4dza81"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4367556830.pdf","grobid_xml":"https://content.openalex.org/works/W4367556830.grobid-xml"},"referenced_works_count":30,"referenced_works":["https://openalex.org/W290445984","https://openalex.org/W1578352865","https://openalex.org/W1602954483","https://openalex.org/W1611027900","https://openalex.org/W1932469787","https://openalex.org/W2394890378","https://openalex.org/W2742984590","https://openalex.org/W2803246047","https://openalex.org/W2894120618","https://openalex.org/W2898001168","https://openalex.org/W2919115771","https://openalex.org/W2929482630","https://openalex.org/W2937831143","https://openalex.org/W2953771225","https://openalex.org/W2963958000","https://openalex.org/W2998830881","https://openalex.org/W3022848983","https://openalex.org/W3026999132","https://openalex.org/W3040150046","https://openalex.org/W3048084621","https://openalex.org/W3084031222","https://openalex.org/W3106808839","https://openalex.org/W3133797747","https://openalex.org/W3135095122","https://openalex.org/W3152698087","https://openalex.org/W3164873450","https://openalex.org/W3185782220","https://openalex.org/W4205962651","https://openalex.org/W4237664324","https://openalex.org/W6885163522"],"related_works":["https://openalex.org/W4322577325","https://openalex.org/W7116367375","https://openalex.org/W7147709772","https://openalex.org/W4401064184","https://openalex.org/W7133350466","https://openalex.org/W7217843872","https://openalex.org/W4415821963","https://openalex.org/W4393035758","https://openalex.org/W4396833664","https://openalex.org/W3212509968"],"abstract_inverted_index":{"This":[0,72],"study":[1],"discusses":[2],"the":[3,48,65,76,100,108,117,156,170,206,209,232],"face":[4,109,175],"recognition":[5,35,60,110,176],"of":[6,29,50,61,123,128,130,136,146,158,217],"children":[7,38,138],"with":[8,13,120,160],"special":[9],"needs,":[10],"especially":[11],"those":[12,145],"autism.":[14,161],"Autism":[15,188],"Spectrum":[16],"Disorder":[17],"(ASD)":[18],"is":[19,39,54,68,112,168,241],"a":[20,121],"complex":[21],"neurodevelopmental":[22],"disorder":[23],"that":[24,231],"affects":[25],"social":[26],"skills,":[27],"ways":[28],"interacting,":[30],"and":[31,64,90,132,189,198,222],"communication":[32],"disorders.":[33],"Facial":[34],"in":[36,107,165],"autistic":[37,62,137],"needed":[40],"to":[41,46,142,154,173,183],"help":[42],"detect":[43],"autism":[44,131,174,219],"quickly":[45],"minimize":[47],"risk":[49],"further":[51],"complications.":[52],"There":[53],"extraordinarily":[55],"little":[56],"research":[57,73,104,167],"on":[58],"facial":[59],"children,":[63],"resulting":[66],"system":[67,111,151],"not":[69],"fully":[70],"accurate.":[71],"proposes":[74],"using":[75,82,213],"Convolution":[77],"Neural":[78],"Network":[79],"(CNN)":[80],"model":[81,172],"two":[83,181],"architectures:":[84],"ShuffleNet,":[85],"which":[86,95],"uses":[87],"randomization":[88],"channels,":[89],"Visual":[91],"Geometry":[92],"Group":[93],"(VGG)-19,":[94],"has":[96,234],"19":[97],"layers":[98],"for":[99],"classification":[101],"process.":[102],"The":[103,134,162,227],"object":[105],"used":[106,164],"secondary":[113],"data":[114,126,191,210,215,221],"obtained":[115],"through":[116,177],"Kaggle":[118],"site":[119],"total":[122],"2,940":[124],"image":[125,220,225],"consisting":[127,216],"images":[129,178],"non-autism.":[133],"faces":[135,157],"are":[139,192],"visually":[140],"difficult":[141],"distinguish":[143],"from":[144],"normal":[147],"children.":[148],"Therefore,":[149],"this":[150,166],"was":[152,211],"built":[153],"recognize":[155],"people":[159],"method":[163],"applying":[169],"CNN":[171],"by":[179],"comparing":[180],"architectures":[182],"see":[184],"their":[185],"best":[186],"performance.":[187],"non-autism":[190,224],"grouped":[193],"into":[194],"training":[195,207],"data,":[196,200],"2,540,":[197],"test":[199],"as":[201,203],"much":[202],"300.":[204],"In":[205],"stage,":[208],"validated":[212],"validation":[214],"50":[218,223],"data.":[226],"experimental":[228],"results":[229],"show":[230],"VGG-19":[233],"high":[235],"accuracy":[236],"at":[237],"98%,":[238],"while":[239],"ShuffleNet":[240],"88%.":[242]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":2}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2023-05-01T00:00:00"}