{"id":"https://openalex.org/W3004657710","doi":"https://doi.org/10.1080/08839514.2020.1723876","title":"Violence Detection in Videos by Combining 3D Convolutional Neural Networks and Support Vector Machines","display_name":"Violence Detection in Videos by Combining 3D Convolutional Neural Networks and Support Vector Machines","publication_year":2020,"publication_date":"2020-02-06","ids":{"openalex":"https://openalex.org/W3004657710","doi":"https://doi.org/10.1080/08839514.2020.1723876","mag":"3004657710"},"language":"en","primary_location":{"id":"doi:10.1080/08839514.2020.1723876","is_oa":true,"landing_page_url":"https://doi.org/10.1080/08839514.2020.1723876","pdf_url":"https://www.tandfonline.com/doi/epdf/10.1080/08839514.2020.1723876?needAccess=true&role=button","source":{"id":"https://openalex.org/S125501549","display_name":"Applied Artificial Intelligence","issn_l":"0883-9514","issn":["0883-9514","1087-6545"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Artificial Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://www.tandfonline.com/doi/epdf/10.1080/08839514.2020.1723876?needAccess=true&role=button","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5015772976","display_name":"Simone Accattoli","orcid":null},"institutions":[{"id":"https://openalex.org/I122534668","display_name":"Marche Polytechnic University","ror":"https://ror.org/00x69rs40","country_code":"IT","type":"education","lineage":["https://openalex.org/I122534668"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Simone Accattoli","raw_affiliation_strings":["Department of Information Engineering, Universit\u00e0 Politecnica delle Marche, Ancona, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, Universit\u00e0 Politecnica delle Marche, Ancona, Italy","institution_ids":["https://openalex.org/I122534668"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075680916","display_name":"Paolo Sernani","orcid":"https://orcid.org/0000-0001-7614-7154"},"institutions":[{"id":"https://openalex.org/I122534668","display_name":"Marche Polytechnic University","ror":"https://ror.org/00x69rs40","country_code":"IT","type":"education","lineage":["https://openalex.org/I122534668"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Paolo Sernani","raw_affiliation_strings":["Department of Information Engineering, Universit\u00e0 Politecnica delle Marche, Ancona, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, Universit\u00e0 Politecnica delle Marche, Ancona, Italy","institution_ids":["https://openalex.org/I122534668"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086837985","display_name":"Nicola Falcionelli","orcid":"https://orcid.org/0000-0002-1312-6310"},"institutions":[{"id":"https://openalex.org/I122534668","display_name":"Marche Polytechnic University","ror":"https://ror.org/00x69rs40","country_code":"IT","type":"education","lineage":["https://openalex.org/I122534668"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Nicola Falcionelli","raw_affiliation_strings":["Department of Information Engineering, Universit\u00e0 Politecnica delle Marche, Ancona, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, Universit\u00e0 Politecnica delle Marche, Ancona, Italy","institution_ids":["https://openalex.org/I122534668"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034125744","display_name":"Dagmawi Neway Mekuria","orcid":"https://orcid.org/0000-0003-2076-5353"},"institutions":[{"id":"https://openalex.org/I122534668","display_name":"Marche Polytechnic University","ror":"https://ror.org/00x69rs40","country_code":"IT","type":"education","lineage":["https://openalex.org/I122534668"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Dagmawi Neway Mekuria","raw_affiliation_strings":["Department of Information Engineering, Universit\u00e0 Politecnica delle Marche, Ancona, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, Universit\u00e0 Politecnica delle Marche, Ancona, Italy","institution_ids":["https://openalex.org/I122534668"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016280911","display_name":"Aldo Franco Dragoni","orcid":"https://orcid.org/0000-0002-3013-3424"},"institutions":[{"id":"https://openalex.org/I122534668","display_name":"Marche Polytechnic University","ror":"https://ror.org/00x69rs40","country_code":"IT","type":"education","lineage":["https://openalex.org/I122534668"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Aldo Franco Dragoni","raw_affiliation_strings":["Department of Information Engineering, Universit\u00e0 Politecnica delle Marche, Ancona, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, Universit\u00e0 Politecnica delle Marche, Ancona, Italy","institution_ids":["https://openalex.org/I122534668"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5075680916"],"corresponding_institution_ids":["https://openalex.org/I122534668"],"apc_list":{"value":2195,"currency":"USD","value_usd":2195},"apc_paid":null,"fwci":5.0995,"has_fulltext":true,"cited_by_count":93,"citation_normalized_percentile":{"value":0.96411182,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"34","issue":"4","first_page":"329","last_page":"344"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10812","display_name":"Human Pose and Action Recognition","score":0.9998000264167786,"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/T10812","display_name":"Human Pose and Action Recognition","score":0.9998000264167786,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9995999932289124,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9991000294685364,"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/computer-science","display_name":"Computer science","score":0.894644021987915},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.8181006908416748},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7746556401252747},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6689446568489075},{"id":"https://openalex.org/keywords/forcing","display_name":"Forcing (mathematics)","score":0.5936511754989624},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5925891995429993},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5585877895355225},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5099786520004272},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4141339063644409},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.39372187852859497},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.34930574893951416}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.894644021987915},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.8181006908416748},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7746556401252747},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6689446568489075},{"id":"https://openalex.org/C197115733","wikidata":"https://www.wikidata.org/wiki/Q1003136","display_name":"Forcing (mathematics)","level":2,"score":0.5936511754989624},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5925891995429993},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5585877895355225},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5099786520004272},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4141339063644409},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.39372187852859497},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.34930574893951416},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C49204034","wikidata":"https://www.wikidata.org/wiki/Q52139","display_name":"Climatology","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1080/08839514.2020.1723876","is_oa":true,"landing_page_url":"https://doi.org/10.1080/08839514.2020.1723876","pdf_url":"https://www.tandfonline.com/doi/epdf/10.1080/08839514.2020.1723876?needAccess=true&role=button","source":{"id":"https://openalex.org/S125501549","display_name":"Applied Artificial Intelligence","issn_l":"0883-9514","issn":["0883-9514","1087-6545"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Artificial Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:9bddc4d8232d4d10b7a0fa6631144788","is_oa":false,"landing_page_url":"https://doaj.org/article/9bddc4d8232d4d10b7a0fa6631144788","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Applied Artificial Intelligence, Vol 34, Iss 4, Pp 329-344 (2020)","raw_type":"article"},{"id":"pmh:oai:iris.univpm.it:11566/273426","is_oa":false,"landing_page_url":"https://www.tandfonline.com/doi/full/10.1080/08839514.2020.1723876","pdf_url":null,"source":{"id":"https://openalex.org/S4306402571","display_name":"Universit\u00e0 Politecnica delle Marche (Universit\u00e0 Politecnica delle Marche)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I122534668","host_organization_name":"Marche Polytechnic University","host_organization_lineage":["https://openalex.org/I122534668"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:u-pad.unimc.it:11393/302342","is_oa":true,"landing_page_url":"https://hdl.handle.net/11393/302342","pdf_url":null,"source":{"id":"https://openalex.org/S4377196455","display_name":"U-PAD Unimc - Open Digital Publications (University of Macerata)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I55133342","host_organization_name":"University of Macerata","host_organization_lineage":["https://openalex.org/I55133342"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1080/08839514.2020.1723876","is_oa":true,"landing_page_url":"https://doi.org/10.1080/08839514.2020.1723876","pdf_url":"https://www.tandfonline.com/doi/epdf/10.1080/08839514.2020.1723876?needAccess=true&role=button","source":{"id":"https://openalex.org/S125501549","display_name":"Applied Artificial Intelligence","issn_l":"0883-9514","issn":["0883-9514","1087-6545"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7200000286102295,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3004657710.pdf","grobid_xml":"https://content.openalex.org/works/W3004657710.grobid-xml"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W24089286","https://openalex.org/W195979635","https://openalex.org/W825525975","https://openalex.org/W1513753641","https://openalex.org/W1522734439","https://openalex.org/W1586730761","https://openalex.org/W1587741888","https://openalex.org/W1952703253","https://openalex.org/W1969914528","https://openalex.org/W1983364832","https://openalex.org/W1984669326","https://openalex.org/W2016053056","https://openalex.org/W2054888992","https://openalex.org/W2073914750","https://openalex.org/W2112415484","https://openalex.org/W2120738856","https://openalex.org/W2137664016","https://openalex.org/W2138380988","https://openalex.org/W2151103935","https://openalex.org/W2155893237","https://openalex.org/W2160850850","https://openalex.org/W2169464261","https://openalex.org/W2263490141","https://openalex.org/W2286655808","https://openalex.org/W2326387702","https://openalex.org/W2409805034","https://openalex.org/W2469651370","https://openalex.org/W2534883251","https://openalex.org/W2541102286","https://openalex.org/W2559655401","https://openalex.org/W2559881210","https://openalex.org/W2599180264","https://openalex.org/W2609970367","https://openalex.org/W2741531670","https://openalex.org/W2761162060","https://openalex.org/W2895554091","https://openalex.org/W2962791923","https://openalex.org/W2962943250","https://openalex.org/W2963887521","https://openalex.org/W2990714382","https://openalex.org/W4231109964","https://openalex.org/W6623178044"],"related_works":["https://openalex.org/W2378211422","https://openalex.org/W2745001401","https://openalex.org/W4321353415","https://openalex.org/W2130974462","https://openalex.org/W972276598","https://openalex.org/W4246352526","https://openalex.org/W2028665553","https://openalex.org/W4230315250","https://openalex.org/W2086519370","https://openalex.org/W2087343574"],"abstract_inverted_index":{"Video-surveillance":[0],"has":[1],"always":[2],"been":[3],"a":[4,41,67,98,102],"vital":[5],"tool":[6,69],"to":[7,76,82,122],"enforce":[8],"safety":[9],"in":[10,31,48,93,117],"both":[11],"public":[12],"and":[13,24,114,140],"private":[14],"environments.":[15],"Even":[16],"though":[17],"(smart)":[18],"cameras":[19],"are":[20],"nowadays":[21],"relatively":[22],"widespread":[23],"cheap,":[25],"such":[26,56],"monitoring":[27],"systems":[28,57],"lack":[29],"effectiveness":[30],"most":[32],"scenarios.":[33],"In":[34],"addition,":[35],"there":[36],"is":[37],"no":[38],"guarantee":[39],"about":[40],"human":[42],"operator":[43],"who":[44],"monitors":[45],"rare":[46],"events":[47,60],"live":[49,118],"video":[50,119],"footages,":[51],"forcing":[52],"the":[53,78,84],"use":[54],"of":[55,87],"after":[58],"unwanted":[59],"already":[61],"took":[62],"their":[63],"undisturbed":[64],"course,":[65],"as":[66],"mere":[68],"for":[70],"investigations.":[71],"Having":[72],"an":[73],"intelligent":[74],"software":[75],"perform":[77],"task":[79],"would":[80],"allow":[81],"unlock":[83],"full":[85],"potential":[86],"video-surveillance":[88],"systems.":[89],"To":[90],"this":[91,94],"end,":[92],"paper":[95],"we":[96],"propose":[97],"solution":[99],"based":[100],"on":[101,131],"3D":[103],"Convolutional":[104],"Neural":[105],"Network":[106],"that":[107],"can":[108],"effectively":[109],"detect":[110],"fights,":[111],"aggressive":[112],"motions":[113],"violence":[115],"scenes":[116],"streams.":[120],"Compared":[121],"state-of-the-art":[123],"techniques,":[124],"our":[125],"method":[126],"showed":[127],"very":[128],"promising":[129],"performance":[130],"three":[132],"challenging":[133],"benchmark":[134],"datasets:":[135],"Hockey":[136],"Fight,":[137],"Crowd":[138],"Violence":[139],"Movie":[141],"Violence.":[142]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":23},{"year":2023,"cited_by_count":15},{"year":2022,"cited_by_count":18},{"year":2021,"cited_by_count":18},{"year":2020,"cited_by_count":1}],"updated_date":"2026-05-07T13:39:58.223016","created_date":"2025-10-10T00:00:00"}
