{"id":"https://openalex.org/W3164787281","doi":"https://doi.org/10.23919/fruct52173.2021.9435563","title":"The Best Model of Convolutional Neural Networks Combined with LSTM for the Detection of Interpersonal Physical Violence in Videos","display_name":"The Best Model of Convolutional Neural Networks Combined with LSTM for the Detection of Interpersonal Physical Violence in Videos","publication_year":2021,"publication_date":"2021-05-12","ids":{"openalex":"https://openalex.org/W3164787281","doi":"https://doi.org/10.23919/fruct52173.2021.9435563","mag":"3164787281"},"language":"en","primary_location":{"id":"doi:10.23919/fruct52173.2021.9435563","is_oa":false,"landing_page_url":"https://doi.org/10.23919/fruct52173.2021.9435563","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 29th Conference of Open Innovations Association (FRUCT)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doaj.org/article/9425e6de61f245a8a1554653faa403fc","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080019016","display_name":"Hugo D. Calderon-Vilca","orcid":"https://orcid.org/0000-0002-1177-4947"},"institutions":[{"id":"https://openalex.org/I192513696","display_name":"National University of San Marcos","ror":"https://ror.org/006vs7897","country_code":"PE","type":"education","lineage":["https://openalex.org/I192513696"]}],"countries":["PE"],"is_corresponding":true,"raw_author_name":"Hugo Calderon-Vilca","raw_affiliation_strings":["Universidad Nacional Mayor de San Marcos, Lima, Per\u00fa"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Nacional Mayor de San Marcos, Lima, Per\u00fa","institution_ids":["https://openalex.org/I192513696"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050063505","display_name":"Kent Cuadros Ramos","orcid":"https://orcid.org/0009-0007-9165-3785"},"institutions":[{"id":"https://openalex.org/I192513696","display_name":"National University of San Marcos","ror":"https://ror.org/006vs7897","country_code":"PE","type":"education","lineage":["https://openalex.org/I192513696"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Kent Cuadros Ramos","raw_affiliation_strings":["Universidad Nacional Mayor de San Marcos, Lima, Per\u00fa"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Nacional Mayor de San Marcos, Lima, Per\u00fa","institution_ids":["https://openalex.org/I192513696"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075269977","display_name":"Elmer Diaz Quiroz","orcid":"https://orcid.org/0000-0001-8239-1022"},"institutions":[{"id":"https://openalex.org/I192513696","display_name":"National University of San Marcos","ror":"https://ror.org/006vs7897","country_code":"PE","type":"education","lineage":["https://openalex.org/I192513696"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Elmer Diaz Quiroz","raw_affiliation_strings":["Universidad Nacional Mayor de San Marcos, Lima, Per\u00fa"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Nacional Mayor de San Marcos, Lima, Per\u00fa","institution_ids":["https://openalex.org/I192513696"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103975280","display_name":"Jorge Angeles Rojas","orcid":null},"institutions":[{"id":"https://openalex.org/I192513696","display_name":"National University of San Marcos","ror":"https://ror.org/006vs7897","country_code":"PE","type":"education","lineage":["https://openalex.org/I192513696"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Jorge Angeles Rojas","raw_affiliation_strings":["Universidad Nacional Mayor de San Marcos, Lima, Per\u00fa"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Nacional Mayor de San Marcos, Lima, Per\u00fa","institution_ids":["https://openalex.org/I192513696"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079551043","display_name":"Rene Calderon Vilca","orcid":"https://orcid.org/0000-0003-1268-7914"},"institutions":[{"id":"https://openalex.org/I3130590570","display_name":"National University of Saint Augustine","ror":"https://ror.org/01e9gfg41","country_code":"PE","type":"education","lineage":["https://openalex.org/I3130590570"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Rene Calderon Vilca","raw_affiliation_strings":["Universidad Nacional de San Agust\u00edn, Arequipa, Per\u00fa"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Nacional de San Agust\u00edn, Arequipa, Per\u00fa","institution_ids":["https://openalex.org/I3130590570"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091543748","display_name":"Alejandro Apaza-Tarqui","orcid":"https://orcid.org/0000-0003-1622-8862"},"institutions":[{"id":"https://openalex.org/I4210136524","display_name":"Universidad Nacional del Altiplano","ror":"https://ror.org/03kqcyw85","country_code":"PE","type":"education","lineage":["https://openalex.org/I4210136524"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Alejandro Apaza Tarqui","raw_affiliation_strings":["Universidad Nacional del Altiplano, Puno, Per\u00fa"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Nacional del Altiplano, Puno, Per\u00fa","institution_ids":["https://openalex.org/I4210136524"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5080019016"],"corresponding_institution_ids":["https://openalex.org/I192513696"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.06488096,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"81","last_page":"86"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9887999892234802,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9887999892234802,"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/T10574","display_name":"Crime Patterns and Interventions","score":0.930400013923645,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14492","display_name":"War, Law, and Justice","score":0.9110999703407288,"subfield":{"id":"https://openalex.org/subfields/3320","display_name":"Political Science and International Relations"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7487052083015442},{"id":"https://openalex.org/keywords/interpersonal-violence","display_name":"Interpersonal violence","score":0.72025066614151},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.686637282371521},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5848677754402161},{"id":"https://openalex.org/keywords/interpersonal-communication","display_name":"Interpersonal communication","score":0.5837857723236084},{"id":"https://openalex.org/keywords/poison-control","display_name":"Poison control","score":0.2704489827156067},{"id":"https://openalex.org/keywords/human-factors-and-ergonomics","display_name":"Human factors and ergonomics","score":0.19601109623908997},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.18953225016593933},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.07533866167068481},{"id":"https://openalex.org/keywords/medical-emergency","display_name":"Medical emergency","score":0.06201401352882385}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7487052083015442},{"id":"https://openalex.org/C2991907880","wikidata":"https://www.wikidata.org/wiki/Q124490","display_name":"Interpersonal violence","level":4,"score":0.72025066614151},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.686637282371521},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5848677754402161},{"id":"https://openalex.org/C164850336","wikidata":"https://www.wikidata.org/wiki/Q3685487","display_name":"Interpersonal communication","level":2,"score":0.5837857723236084},{"id":"https://openalex.org/C3017944768","wikidata":"https://www.wikidata.org/wiki/Q1450463","display_name":"Poison control","level":2,"score":0.2704489827156067},{"id":"https://openalex.org/C166735990","wikidata":"https://www.wikidata.org/wiki/Q1750812","display_name":"Human factors and ergonomics","level":3,"score":0.19601109623908997},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.18953225016593933},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.07533866167068481},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.06201401352882385},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.23919/fruct52173.2021.9435563","is_oa":false,"landing_page_url":"https://doi.org/10.23919/fruct52173.2021.9435563","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 29th Conference of Open Innovations Association (FRUCT)","raw_type":"proceedings-article"},{"id":"pmh:oai:doaj.org/article:9425e6de61f245a8a1554653faa403fc","is_oa":true,"landing_page_url":"https://doaj.org/article/9425e6de61f245a8a1554653faa403fc","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":"Proceedings of the XXth Conference of Open Innovations Association FRUCT, Vol 29, Iss 1, Pp 81-86 (2021)","raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:doaj.org/article:9425e6de61f245a8a1554653faa403fc","is_oa":true,"landing_page_url":"https://doaj.org/article/9425e6de61f245a8a1554653faa403fc","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":"Proceedings of the XXth Conference of Open Innovations Association FRUCT, Vol 29, Iss 1, Pp 81-86 (2021)","raw_type":"article"},"sustainable_development_goals":[{"display_name":"Gender equality","id":"https://metadata.un.org/sdg/5","score":0.6100000143051147}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1686810756","https://openalex.org/W1984669326","https://openalex.org/W2097117768","https://openalex.org/W2531409750","https://openalex.org/W2738042021","https://openalex.org/W2748307972","https://openalex.org/W2765791149","https://openalex.org/W2793345836","https://openalex.org/W2906258970","https://openalex.org/W2914751287","https://openalex.org/W2924467926","https://openalex.org/W2938270386","https://openalex.org/W2962755669","https://openalex.org/W2962907576","https://openalex.org/W2962943250","https://openalex.org/W2987663487","https://openalex.org/W2998369643","https://openalex.org/W3006564789","https://openalex.org/W3047042937","https://openalex.org/W3050436783","https://openalex.org/W3092730896","https://openalex.org/W3131691467","https://openalex.org/W6637373629"],"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":{"Citizen":[0],"insecurity":[1],"is":[2,20,25,60,95],"directly":[3],"related":[4],"to":[5,22,53,100,108],"interpersonal":[6,67,130],"physical":[7,131],"violence,":[8],"there":[9],"are":[10],"algorithms":[11],"that":[12],"allow":[13],"detecting":[14,30],"violence":[15,68,84,132],"in":[16,69,133],"videos;":[17],"therefore,":[18],"it":[19],"necessary":[21],"know":[23],"which":[24,56,114],"the":[26,58,61,64,77,92,96,109,123,127],"best":[27,62,97],"model":[28,94,125],"for":[29,63,126],"violence.":[31],"For":[32],"this":[33],"research,":[34],"three":[35,72],"convolutional":[36],"neural":[37],"network":[38],"models":[39,59,73],"were":[40,74,87],"compared:":[41],"Xception,":[42],"InceptionV3":[43,93,124],"and":[44,85,111,117],"VGG16":[45,110],"each":[46],"together":[47],"with":[48,102],"a":[49,90],"recurrent":[50],"LSTM":[51],"network,":[52],"find":[54],"out":[55],"of":[57,66,105,129],"detection":[65,128],"videos.":[70,136],"The":[71],"trained":[75],"using":[76],"Real":[78],"Life":[79],"Violence":[80],"Situations":[81],"dataset,":[82],"then":[83],"non-violence":[86],"classified,":[88],"as":[89],"result,":[91],"model,":[98],"managing":[99],"classify":[101],"an":[103],"accuracy":[104],"94%":[106],"compared":[107],"Xception":[112],"models,":[113],"obtained":[115],"88%":[116],"93%":[118],"respectively.":[119],"Therefore,":[120],"we":[121],"recommend":[122],"citizen":[134],"security":[135]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}