{"id":"https://openalex.org/W4389317800","doi":"https://doi.org/10.1109/access.2023.3339379","title":"KianNet: A Violence Detection Model Using an Attention-Based CNN-LSTM Structure","display_name":"KianNet: A Violence Detection Model Using an Attention-Based CNN-LSTM Structure","publication_year":2023,"publication_date":"2023-12-04","ids":{"openalex":"https://openalex.org/W4389317800","doi":"https://doi.org/10.1109/access.2023.3339379"},"language":"en","primary_location":{"id":"doi:10.1109/access.2023.3339379","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3339379","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10341243.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10341243.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5048763321","display_name":"Soheil Vosta","orcid":"https://orcid.org/0000-0002-6043-3970"},"institutions":[{"id":"https://openalex.org/I194028371","display_name":"University of Regina","ror":"https://ror.org/03dzc0485","country_code":"CA","type":"education","lineage":["https://openalex.org/I194028371"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Soheil Vosta","raw_affiliation_strings":["Department of Engineering and Applied Science, University of Regina, Regina, Canada","Department of Engineering and Applied Science, University of Regina, Regina, SK, Canada"],"raw_orcid":"https://orcid.org/0000-0002-6043-3970","affiliations":[{"raw_affiliation_string":"Department of Engineering and Applied Science, University of Regina, Regina, Canada","institution_ids":["https://openalex.org/I194028371"]},{"raw_affiliation_string":"Department of Engineering and Applied Science, University of Regina, Regina, SK, Canada","institution_ids":["https://openalex.org/I194028371"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068924885","display_name":"Kin\u2010Choong Yow","orcid":"https://orcid.org/0000-0002-8610-661X"},"institutions":[{"id":"https://openalex.org/I194028371","display_name":"University of Regina","ror":"https://ror.org/03dzc0485","country_code":"CA","type":"education","lineage":["https://openalex.org/I194028371"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Kin-Choong Yow","raw_affiliation_strings":["Department of Engineering and Applied Science, University of Regina, Regina, Canada","Department of Engineering and Applied Science, University of Regina, Regina, SK, Canada"],"raw_orcid":"https://orcid.org/0000-0002-8610-661X","affiliations":[{"raw_affiliation_string":"Department of Engineering and Applied Science, University of Regina, Regina, Canada","institution_ids":["https://openalex.org/I194028371"]},{"raw_affiliation_string":"Department of Engineering and Applied Science, University of Regina, Regina, SK, Canada","institution_ids":["https://openalex.org/I194028371"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I194028371"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":4.1243,"has_fulltext":true,"cited_by_count":26,"citation_normalized_percentile":{"value":0.9497701,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"12","issue":null,"first_page":"2198","last_page":"2209"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9998999834060669,"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":0.9998999834060669,"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/T10812","display_name":"Human Pose and Action Recognition","score":0.9987000226974487,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9980000257492065,"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":0.8469336032867432},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5980761051177979},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.5930084586143494},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.5713973641395569},{"id":"https://openalex.org/keywords/competitor-analysis","display_name":"Competitor analysis","score":0.5429993867874146},{"id":"https://openalex.org/keywords/harm","display_name":"Harm","score":0.5384359955787659},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5117619037628174},{"id":"https://openalex.org/keywords/layer","display_name":"Layer (electronics)","score":0.4653409719467163},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4621805250644684},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.4191235899925232},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.34202706813812256}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8469336032867432},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5980761051177979},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.5930084586143494},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.5713973641395569},{"id":"https://openalex.org/C127576917","wikidata":"https://www.wikidata.org/wiki/Q624630","display_name":"Competitor analysis","level":2,"score":0.5429993867874146},{"id":"https://openalex.org/C2777363581","wikidata":"https://www.wikidata.org/wiki/Q15098235","display_name":"Harm","level":2,"score":0.5384359955787659},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5117619037628174},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.4653409719467163},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4621805250644684},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.4191235899925232},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.34202706813812256},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2023.3339379","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3339379","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10341243.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:1d698ab2cfc144479dcd7920df87390b","is_oa":true,"landing_page_url":"https://doaj.org/article/1d698ab2cfc144479dcd7920df87390b","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":"IEEE Access, Vol 12, Pp 2198-2209 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2023.3339379","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3339379","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10341243.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5899999737739563,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4389317800.pdf","grobid_xml":"https://content.openalex.org/works/W4389317800.grobid-xml"},"referenced_works_count":60,"referenced_works":["https://openalex.org/W1496393468","https://openalex.org/W1522734439","https://openalex.org/W1686810756","https://openalex.org/W1832693441","https://openalex.org/W1952703253","https://openalex.org/W1969914528","https://openalex.org/W2004812292","https://openalex.org/W2007068391","https://openalex.org/W2064675550","https://openalex.org/W2096733369","https://openalex.org/W2108598243","https://openalex.org/W2109856872","https://openalex.org/W2110383222","https://openalex.org/W2126779318","https://openalex.org/W2181870893","https://openalex.org/W2349597709","https://openalex.org/W2524008204","https://openalex.org/W2764198198","https://openalex.org/W2913153715","https://openalex.org/W2916369949","https://openalex.org/W2921491036","https://openalex.org/W2947630378","https://openalex.org/W2962943250","https://openalex.org/W2963608065","https://openalex.org/W2963795951","https://openalex.org/W2964338223","https://openalex.org/W2964350391","https://openalex.org/W2999606367","https://openalex.org/W3003121299","https://openalex.org/W3015608037","https://openalex.org/W3045994539","https://openalex.org/W3077420696","https://openalex.org/W3097283600","https://openalex.org/W3136793533","https://openalex.org/W3160587007","https://openalex.org/W3164831349","https://openalex.org/W3181806343","https://openalex.org/W3185377372","https://openalex.org/W3193411725","https://openalex.org/W3198471657","https://openalex.org/W3204882374","https://openalex.org/W3208639589","https://openalex.org/W3212386989","https://openalex.org/W4229001174","https://openalex.org/W4311405981","https://openalex.org/W4312062141","https://openalex.org/W4379053950","https://openalex.org/W4382008945","https://openalex.org/W4382464562","https://openalex.org/W4383225889","https://openalex.org/W4386065700","https://openalex.org/W4386160073","https://openalex.org/W4386597062","https://openalex.org/W4386597243","https://openalex.org/W6620707391","https://openalex.org/W6631943919","https://openalex.org/W6637373629","https://openalex.org/W6677467840","https://openalex.org/W6739901393","https://openalex.org/W7026636199"],"related_works":["https://openalex.org/W2358804928","https://openalex.org/W4225710828","https://openalex.org/W1998528887","https://openalex.org/W2965538880","https://openalex.org/W2143282039","https://openalex.org/W2528370785","https://openalex.org/W4200335562","https://openalex.org/W2861933770","https://openalex.org/W2361145238","https://openalex.org/W2371267447"],"abstract_inverted_index":{"Violent":[0],"behaviour":[1],"is":[2,31],"always":[3],"an":[4],"important":[5],"issue":[6],"that":[7,68,139],"threatens":[8],"any":[9],"society.":[10],"Therefore,":[11],"many":[12],"organizations":[13],"have":[14],"used":[15],"surveillance":[16],"cameras":[17],"to":[18,22,36,48,100,120],"monitor":[19,37],"such":[20],"events":[21,75],"preserve":[23],"public":[24],"safety":[25],"and":[26,55,79,126,136],"mitigate":[27],"potential":[28],"harm.":[29],"It":[30],"difficult":[32],"for":[33],"human":[34],"operators":[35],"the":[38,50,104,108,112,117,140],"copious":[39],"camera":[40],"feed":[41],"manually,":[42],"however,":[43],"automated":[44],"systems":[45],"are":[46],"employed":[47],"enhance":[49],"accuracy":[51],"of":[52,89,103],"violence":[53],"detection":[54],"reduce":[56],"errors.":[57],"In":[58],"this":[59],"paper,":[60],"we":[61],"propose":[62],"a":[63,83],"novel":[64],"model":[65,142],"named":[66],"KianNet":[67],"effectively":[69],"detects":[70],"violent":[71],"incidents":[72],"inside":[73],"recorded":[74],"by":[76],"combining":[77],"ResNet50":[78,90],"ConvLSTM":[80,96],"architectures":[81],"with":[82],"multi-head":[84,113],"self-attention":[85,114],"layer.":[86],"The":[87],"utilization":[88],"enables":[91],"robust":[92],"feature":[93],"extraction,":[94],"while":[95],"makes":[97],"it":[98],"easier":[99],"take":[101],"advantage":[102],"temporal":[105],"dependencies":[106],"in":[107],"video":[109],"sequences.":[110],"Furthermore,":[111],"layer":[115],"enhances":[116],"model\u2019s":[118],"ability":[119],"focus":[121],"on":[122,132],"relevant":[123],"spatiotemporal":[124],"regions":[125],"their":[127],"discriminatory":[128],"capacity.":[129],"Empirical":[130],"investigations":[131],"large":[133],"datasets":[134],"UCF-Crime":[135],"RWF":[137],"confirm":[138],"proposed":[141],"outperforms":[143],"its":[144],"competitors.":[145]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":4}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}