{"id":"https://openalex.org/W4308232851","doi":"https://doi.org/10.1142/s0218213023400183","title":"Fast Violence Recognition in Video Surveillance by Integrating Object Detection and Conv-LSTM","display_name":"Fast Violence Recognition in Video Surveillance by Integrating Object Detection and Conv-LSTM","publication_year":2022,"publication_date":"2022-11-03","ids":{"openalex":"https://openalex.org/W4308232851","doi":"https://doi.org/10.1142/s0218213023400183"},"language":"en","primary_location":{"id":"doi:10.1142/s0218213023400183","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218213023400183","pdf_url":null,"source":{"id":"https://openalex.org/S178780388","display_name":"International Journal of Artificial Intelligence Tools","issn_l":"0218-2130","issn":["0218-2130","1793-6349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal on Artificial Intelligence Tools","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5072826581","display_name":"Nikita Jain","orcid":"https://orcid.org/0000-0001-9043-2971"},"institutions":[{"id":"https://openalex.org/I4405259495","display_name":"Bharati Vidyapeeth's College of Engineering, Delhi","ror":"https://ror.org/02akhpg19","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405259495"]},{"id":"https://openalex.org/I887998513","display_name":"Bharati Vidyapeeth Deemed University","ror":"https://ror.org/0052mmx10","country_code":"IN","type":"education","lineage":["https://openalex.org/I887998513"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Nikita Jain","raw_affiliation_strings":["Department of Computer Science & Engineering, Bharati Vidyapeeth\u2019s College of Engineering, Delhi, India","Department of Computer Science & Engineering, Bharati Vidyapeeth's College of Engineering, Delhi, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science & Engineering, Bharati Vidyapeeth\u2019s College of Engineering, Delhi, India","institution_ids":["https://openalex.org/I887998513"]},{"raw_affiliation_string":"Department of Computer Science & Engineering, Bharati Vidyapeeth's College of Engineering, Delhi, India","institution_ids":["https://openalex.org/I4405259495","https://openalex.org/I887998513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101581412","display_name":"Vedika Gupta","orcid":"https://orcid.org/0000-0002-8109-498X"},"institutions":[{"id":"https://openalex.org/I4210129200","display_name":"O. P. Jindal Global University","ror":"https://ror.org/03j2ta742","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210129200"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Vedika Gupta","raw_affiliation_strings":["Jindal Global Business School, O.P. Jindal Global University, Sonipat, Haryana-131001, India"],"raw_orcid":"https://orcid.org/0000-0002-8109-498X","affiliations":[{"raw_affiliation_string":"Jindal Global Business School, O.P. Jindal Global University, Sonipat, Haryana-131001, India","institution_ids":["https://openalex.org/I4210129200"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088139460","display_name":"Usman Tariq","orcid":"https://orcid.org/0000-0001-7672-1187"},"institutions":[{"id":"https://openalex.org/I142608572","display_name":"Prince Sattam Bin Abdulaziz University","ror":"https://ror.org/04jt46d36","country_code":"SA","type":"education","lineage":["https://openalex.org/I142608572"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Usman Tariq","raw_affiliation_strings":["Management Information System Department, College of Business Administration, Prince Sattam Bin Abdulaziz University, Al-Kharj, 16278, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Management Information System Department, College of Business Administration, Prince Sattam Bin Abdulaziz University, Al-Kharj, 16278, Saudi Arabia","institution_ids":["https://openalex.org/I142608572"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044672544","display_name":"D. Jude Hemanth","orcid":"https://orcid.org/0000-0002-6091-1880"},"institutions":[{"id":"https://openalex.org/I119668213","display_name":"Karunya University","ror":"https://ror.org/03k23nv15","country_code":"IN","type":"education","lineage":["https://openalex.org/I119668213"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"D. Jude Hemanth","raw_affiliation_strings":["Department of Electronics & Communication Engineering, Karunya University, Coimbatore, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronics & Communication Engineering, Karunya University, Coimbatore, India","institution_ids":["https://openalex.org/I119668213"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101581412"],"corresponding_institution_ids":["https://openalex.org/I4210129200"],"apc_list":null,"apc_paid":null,"fwci":1.2763,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.8264727,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"32","issue":"03","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9993000030517578,"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":0.9993000030517578,"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":0.9959999918937683,"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/T10812","display_name":"Human Pose and Action Recognition","score":0.9958000183105469,"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":0.8904407024383545},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6883229613304138},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6505769491195679},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.6378964781761169},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.5350080132484436},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5096638202667236},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4462957978248596},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.41290462017059326},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4127455949783325},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3499389588832855},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.32523083686828613},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.3212871551513672}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8904407024383545},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6883229613304138},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6505769491195679},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.6378964781761169},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.5350080132484436},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5096638202667236},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4462957978248596},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.41290462017059326},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4127455949783325},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3499389588832855},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.32523083686828613},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3212871551513672},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0218213023400183","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218213023400183","pdf_url":null,"source":{"id":"https://openalex.org/S178780388","display_name":"International Journal of Artificial Intelligence Tools","issn_l":"0218-2130","issn":["0218-2130","1793-6349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal on Artificial Intelligence Tools","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6499999761581421,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4226493464","https://openalex.org/W4312417841","https://openalex.org/W3193565141","https://openalex.org/W3133861977","https://openalex.org/W3167935049","https://openalex.org/W3029198973","https://openalex.org/W2949096641","https://openalex.org/W2969228573","https://openalex.org/W2970686063","https://openalex.org/W3034745255"],"abstract_inverted_index":{"Video":[0],"surveillance":[1],"involves":[2],"petabytes":[3],"of":[4,17,28,32,71,117,135,190,209],"data":[5],"storage":[6,78],"requiring":[7],"expensive":[8],"hardware,":[9],"which":[10,155],"might":[11],"also":[12],"be":[13,85],"time-inefficient.":[14],"The":[15,89,115,149,179,236],"aim":[16],"this":[18,118,210],"article":[19,119],"is,":[20],"therefore,":[21],"to":[22,38,67,121,131,144,171,202,214,219],"develop":[23],"an":[24,92],"intelligent":[25],"system":[26,83],"capable":[27],"analyzing":[29],"long":[30],"sequences":[31],"videos":[33,176],"captured":[34],"from":[35],"CCTV,":[36],"helping":[37],"mitigate":[39,42],"catastrophe":[40],"and":[41,52,74,106,196,233],"the":[43,63,82,161,207,215,221,240],"violent":[44,204],"threats":[45],"faced":[46],"by":[47],"citizens":[48],"every":[49],"day,":[50],"economically":[51],"efficiently.":[53],"Existing":[54],"models":[55],"have":[56],"achieved":[57],"high":[58],"accuracy":[59,237],"on":[60],"available":[61],"datasets,":[62],"primary":[64],"focus":[65,116],"is":[66,120,139,152,177,212,243],"improve":[68],"speed":[69],"(time-efficient)":[70],"violence":[72,98,146,225,230],"detection":[73,108],"use":[75],"very":[76],"little":[77],"(economical)":[79],"such":[80],"that":[81],"can":[84],"used":[86],"in":[87,99,111,147,175],"real-time.":[88],"paper":[90],"presents":[91],"end-to-end":[93],"hybrid":[94],"solution":[95],"for":[96,192],"detecting":[97],"real-time":[100],"video":[101],"frames":[102],"incorporating":[103],"both":[104],"human":[105,153],"weapon":[107,174,232],"algorithms":[109],"applied":[110],"a":[112,123,140,157,164,183],"synchronized":[113],"way.":[114],"propose":[122],"generic":[124],"HWVd":[125,138],"(Human":[126],"Weapon":[127],"Violence":[128],"detection)":[129],"model":[130,143,189,242],"detect":[132,145,172,203],"all":[133],"kinds":[134],"public":[136],"violence.":[137],"three-tier":[141],"ensemble":[142],"videos.":[148],"first":[150],"tier":[151,181],"detection,":[154],"uses":[156,182],"LightTrack":[158],"framework.":[159],"In":[160],"second":[162],"tier,":[163],"Fast":[165],"Region-based":[166],"Convolutional":[167],"Neural":[168],"Network":[169],"(F-RCNN)":[170],"any":[173],"used.":[178],"third":[180],"pre-trained":[184,188],"VGG":[185],"19":[186],"(a":[187],"CNN)":[191],"spatial":[193],"feature":[194],"extraction":[195],"Long":[197],"Short":[198],"Term":[199],"Memory":[200],"(LSTM)":[201],"activity.":[205],"Lastly,":[206],"output":[208],"framework":[211],"sent":[213],"Support":[216],"Vector":[217],"Machine":[218],"classify":[220],"activity":[222],"as":[223],"(i)":[224],"not":[226],"involving":[227,231],"weapon,":[228],"(ii)":[229],"(iii)":[234],"non-violent.":[235],"obtained":[238],"using":[239],"proposed":[241],"98%.":[244]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":3}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
