{"id":"https://openalex.org/W4297792630","doi":"https://doi.org/10.1016/j.procs.2022.08.050","title":"Sentiment Analysis from Images using VGG19 based Transfer Learning Approach","display_name":"Sentiment Analysis from Images using VGG19 based Transfer Learning Approach","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4297792630","doi":"https://doi.org/10.1016/j.procs.2022.08.050"},"language":"en","primary_location":{"id":"doi:10.1016/j.procs.2022.08.050","doi":"https://doi.org/10.1016/j.procs.2022.08.050","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2022.08.050","pdf_url":"https://www.sciencedirect.com/science/article/pii/S1877050922007888/pdf","source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"},"volume":null,"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://www.sciencedirect.com/science/article/pii/S1877050922007888/pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087526893","display_name":"Gaurav Meena","orcid":"https://orcid.org/0000-0001-5528-2437","observed_orcids":["https://orcid.org/0000-0001-5528-2437"]},"institutions":[{"id":"https://openalex.org/I76777374","display_name":"Central University of Rajasthan","ror":"https://ror.org/056y7zx62","country_code":"IN","type":"education","lineage":["https://openalex.org/I76777374"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Gaurav Meena","raw_affiliation_strings":["Department of Computer Science, Central University of Rajasthan, Ajmer, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Central University of Rajasthan, Ajmer, India","institution_ids":["https://openalex.org/I76777374"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036428718","display_name":"Krishna Kumar Mohbey","orcid":"https://orcid.org/0000-0002-7566-0703","observed_orcids":["https://orcid.org/0000-0002-7566-0703"]},"institutions":[{"id":"https://openalex.org/I76777374","display_name":"Central University of Rajasthan","ror":"https://ror.org/056y7zx62","country_code":"IN","type":"education","lineage":["https://openalex.org/I76777374"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Krishna Kumar Mohbey","raw_affiliation_strings":["Department of Computer Science, Central University of Rajasthan, Ajmer, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Central University of Rajasthan, Ajmer, India","institution_ids":["https://openalex.org/I76777374"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030966878","display_name":"Ajay Indian","orcid":"https://orcid.org/0000-0002-7261-164X","observed_orcids":["https://orcid.org/0000-0002-7261-164X"]},"institutions":[{"id":"https://openalex.org/I76777374","display_name":"Central University of Rajasthan","ror":"https://ror.org/056y7zx62","country_code":"IN","type":"education","lineage":["https://openalex.org/I76777374"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ajay Indian","raw_affiliation_strings":["Department of Computer Science, Central University of Rajasthan, Ajmer, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Central University of Rajasthan, Ajmer, India","institution_ids":["https://openalex.org/I76777374"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073624587","display_name":"Sunil Kumar","orcid":"https://orcid.org/0000-0002-9778-6550","observed_orcids":["https://orcid.org/0000-0002-9778-6550"]},"institutions":[{"id":"https://openalex.org/I76777374","display_name":"Central University of Rajasthan","ror":"https://ror.org/056y7zx62","country_code":"IN","type":"education","lineage":["https://openalex.org/I76777374"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sunil Kumar","raw_affiliation_strings":["Department of Computer Science, Central University of Rajasthan, Ajmer, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Central University of Rajasthan, Ajmer, India","institution_ids":["https://openalex.org/I76777374"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5087526893"],"corresponding_institution_ids":["https://openalex.org/I76777374"],"apc_list":null,"apc_paid":null,"fwci":15.0329,"has_fulltext":true,"cited_by_count":53,"citation_normalized_percentile":{"value":0.99112251,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":100},"biblio":{"volume":"204","issue":null,"first_page":"411","last_page":"418"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9814000129699707,"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":0.9814000129699707,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.007899999618530273,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.00430000014603138,"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/image-sentiment-analysis","display_name":"image sentiment analysis","score":0.9860000014305115},{"id":"https://openalex.org/keywords/emotion-recognition","display_name":"emotion recognition","score":0.8309999704360962},{"id":"https://openalex.org/keywords/vgg19","display_name":"VGG19","score":0.902999997138977},{"id":"https://openalex.org/keywords/transfer-learning","display_name":"transfer learning","score":0.9929999709129333},{"id":"https://openalex.org/keywords/facial-images","display_name":"face images","score":0.5070000290870667},{"id":"https://openalex.org/keywords/emotion-classification","display_name":"emotion classification","score":0.5440000295639038},{"id":"https://openalex.org/keywords/facial-expression-datasets","display_name":"facial expression datasets","score":0.5559999942779541},{"id":"https://openalex.org/keywords/deep-convolutional-neural-networks","display_name":"deep convolutional neural networks","score":0.6940000057220459}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8912317752838135},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.8414716720581055},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7679741382598877},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.7287324666976929},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.7049877047538757},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6868311762809753},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.6419591307640076},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5532273650169373},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.543216347694397},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4987494945526123},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.469152569770813},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.42144858837127686},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.procs.2022.08.050","doi":"https://doi.org/10.1016/j.procs.2022.08.050","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2022.08.050","pdf_url":"https://www.sciencedirect.com/science/article/pii/S1877050922007888/pdf","source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1016/j.procs.2022.08.050","doi":"https://doi.org/10.1016/j.procs.2022.08.050","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2022.08.050","pdf_url":"https://www.sciencedirect.com/science/article/pii/S1877050922007888/pdf","source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","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/W4297792630.pdf","grobid_xml":"https://content.openalex.org/works/W4297792630.grobid-xml"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W2041616772","https://openalex.org/W2103943262","https://openalex.org/W2279011257","https://openalex.org/W2544525064","https://openalex.org/W2766154025","https://openalex.org/W2780698117","https://openalex.org/W2798322248","https://openalex.org/W2897806020","https://openalex.org/W2913550731","https://openalex.org/W2914933130","https://openalex.org/W2916690307","https://openalex.org/W2920827296","https://openalex.org/W2935600691","https://openalex.org/W2969540327","https://openalex.org/W2990714382","https://openalex.org/W3003206535","https://openalex.org/W3013269537","https://openalex.org/W3022398175","https://openalex.org/W3022953390","https://openalex.org/W3103585945","https://openalex.org/W3107409668","https://openalex.org/W3157429286","https://openalex.org/W3200264958","https://openalex.org/W3202336897","https://openalex.org/W4200390090","https://openalex.org/W4234552385","https://openalex.org/W4235340808","https://openalex.org/W4246425936","https://openalex.org/W4247306631","https://openalex.org/W4292888422","https://openalex.org/W4302544261","https://openalex.org/W6801608461","https://openalex.org/W7010362856"],"related_works":["https://openalex.org/W4322767480","https://openalex.org/W4363677894","https://openalex.org/W4404030577","https://openalex.org/W3217658413","https://openalex.org/W7154710899","https://openalex.org/W2296756268","https://openalex.org/W4285163495","https://openalex.org/W4385872043","https://openalex.org/W4399737777","https://openalex.org/W7128692528"],"abstract_inverted_index":{"Using":[0],"image":[1,31,102],"sentiment":[2,7,32,55],"analysis":[3,8,33,56],"rather":[4],"than":[5],"text":[6],"to":[9,38,61,80,100,151],"make":[10],"different":[11],"judgments":[12],"has":[13],"grown":[14],"increasingly":[15],"popular":[16],"recently.":[17],"In":[18],"recent":[19],"years,":[20],"transfer":[21],"learning":[22,41],"techniques":[23],"have":[24,43],"been":[25],"employed":[26],"extensively":[27],"in":[28,47],"developing":[29],"end-to-end":[30],"methodologies,":[34],"which":[35,75],"is":[36,57],"expected":[37],"continue.":[39],"Deep":[40],"algorithms":[42],"produced":[44],"outstanding":[45],"outcomes":[46],"a":[48,72,91,126,156],"variety":[49],"of":[50],"applications.":[51],"Even":[52],"though":[53],"image-based":[54],"tricky,":[58],"there":[59],"seems":[60],"be":[62,78,131],"much":[63],"space":[64],"for":[65],"progress.":[66],"Research":[67],"presented":[68],"here":[69],"suggests":[70],"that":[71,143],"VGG-19-based":[73],"approach,":[74],"can":[76,130,147,154],"easily":[77,132],"used":[79],"concentrate":[81],"on":[82],"vast":[83],"body":[84],"areas,":[85],"such":[86],"as":[87],"the":[88,107,144,164],"face,":[89],"offers":[90],"significant":[92],"gain":[93],"over":[94],"earlier":[95],"studies.":[96],"This":[97],"research":[98],"aims":[99],"improve":[101],"categorization":[103],"performance":[104],"by":[105],"using":[106,134,163],"well-known":[108],"deep":[109,116],"convolutional":[110],"neural":[111],"network,":[112],"VGG19,":[113],"and":[114,120,137,160],"other":[115],"features.":[117],"Emotion":[118],"detection":[119],"classification":[121],"with":[122],"diverse":[123],"emotions":[124],"utilizing":[125],"VGG-19":[127],"(CNN-based)":[128],"architecture":[129],"performed":[133],"CK+,":[135],"FER2013,":[136],"JAFFE":[138],"datasets.":[139],"The":[140],"results":[141],"show":[142],"proposed":[145],"method":[146],"reach":[148],"accuracy":[149],"up":[150],"99%.":[152],"It":[153],"study":[155],"person's":[157],"emotional":[158],"habits":[159],"psychological":[161],"condition":[162],"approach.":[165]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":17},{"year":2024,"cited_by_count":16},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":2}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2022-10-01T00:00:00"}
