{"id":"https://openalex.org/W4372053872","doi":"https://doi.org/10.1504/ijiei.2023.130712","title":"Adaptive and effective spatio-temporal modelling for offensive video classification using deep neural network","display_name":"Adaptive and effective spatio-temporal modelling for offensive video classification using deep neural network","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4372053872","doi":"https://doi.org/10.1504/ijiei.2023.130712"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1504/ijiei.2023.130712","pdf_url":null,"source":{"id":"https://openalex.org/S106085749","display_name":"International Journal of Intelligent Engineering Informatics","issn_l":"1758-8715","issn":["1758-8715","1758-8723"],"is_oa":false,"is_in_doaj":false,"is_indexed_in_scopus":true,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},"type":"article","type_crossref":"journal-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/A5057041600","display_name":"Balika J Chelliah","orcid":"https://orcid.org/0000-0002-6227-7078"},"institutions":[{"id":"https://openalex.org/I145286018","display_name":"SRM Institute of Science and Technology","ror":"https://ror.org/050113w36","country_code":"IN","type":"education","lineage":["https://openalex.org/I145286018"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Balika J. Chelliah","raw_affiliation_strings":["Department of Computer Science and Engineering, SRM Institute of Science and Technology, Chennai, Tamil Nadu, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, SRM Institute of Science and Technology, Chennai, Tamil Nadu, India","institution_ids":["https://openalex.org/I145286018"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110967959","display_name":"K. Harshitha","orcid":null},"institutions":[{"id":"https://openalex.org/I145286018","display_name":"SRM Institute of Science and Technology","ror":"https://ror.org/050113w36","country_code":"IN","type":"education","lineage":["https://openalex.org/I145286018"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"K. Harshitha","raw_affiliation_strings":["Department of Computer Science and Engineering, SRM Institute of Science and Technology, Chennai, Tamil Nadu, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, SRM Institute of Science and Technology, Chennai, Tamil Nadu, India","institution_ids":["https://openalex.org/I145286018"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038385686","display_name":"Saharsh Pandey","orcid":null},"institutions":[{"id":"https://openalex.org/I145286018","display_name":"SRM Institute of Science and Technology","ror":"https://ror.org/050113w36","country_code":"IN","type":"education","lineage":["https://openalex.org/I145286018"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Saharsh Pandey","raw_affiliation_strings":["Department of Computer Science and Engineering, SRM Institute of Science and Technology, Chennai, Tamil Nadu, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, SRM Institute of Science and Technology, Chennai, Tamil Nadu, India","institution_ids":["https://openalex.org/I145286018"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":0,"max":66},"biblio":{"volume":"11","issue":"1","first_page":"19","last_page":"19"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9936,"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":0.9936,"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9877,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.9828,"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/offensive","display_name":"Offensive","score":0.80433613},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep Neural Networks","score":0.48600993}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8997865},{"id":"https://openalex.org/C176856949","wikidata":"https://www.wikidata.org/wiki/Q2001676","display_name":"Offensive","level":2,"score":0.80433613},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5900336},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.49562132},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.48600993},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.44792956},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43165016},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.38803744},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.35569295},{"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/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":1,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1504/ijiei.2023.130712","pdf_url":null,"source":{"id":"https://openalex.org/S106085749","display_name":"International Journal of Intelligent Engineering Informatics","issn_l":"1758-8715","issn":["1758-8715","1758-8723"],"is_oa":false,"is_in_doaj":false,"is_indexed_in_scopus":true,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, justice, and strong institutions","score":0.42,"id":"https://metadata.un.org/sdg/16"},{"display_name":"Gender equality","score":0.41,"id":"https://metadata.un.org/sdg/5"}],"grants":[],"datasets":[],"versions":[],"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4385323698","https://openalex.org/W4287020359","https://openalex.org/W3214407891","https://openalex.org/W3213194066","https://openalex.org/W3194113117","https://openalex.org/W2967125893","https://openalex.org/W268355439","https://openalex.org/W2385362579","https://openalex.org/W2380993274","https://openalex.org/W1568520348"],"abstract_inverted_index":{"Security":[0],"cameras":[1,24,58],"have":[2,35],"recently":[3],"been":[4],"widely":[5],"implemented":[6,129],"in":[7,45,85,102],"public":[8],"locations,":[9],"and":[10,31,62,118,133],"the":[11,46,96,141],"overall":[12],"crime":[13],"rate":[14],"has":[15],"decreased":[16],"dramatically":[17],"due":[18],"to":[19,28,39,70,82,87,123],"these":[20],"omnipresent":[21],"gadgets.":[22],"These":[23],"are":[25],"typically":[26],"employed":[27],"offer":[29],"cues":[30],"evidence":[32],"after":[33],"crimes":[34],"occurred":[36],"rather":[37],"than":[38],"prevent":[40],"or":[41],"deter":[42],"criminal":[43],"activity":[44],"first":[47],"place.":[48],"Manually":[49],"monitoring":[50],"a":[51,65],"lot":[52],"of":[53,99,138],"video":[54,76],"footage":[55],"from":[56,75,90],"surveillance":[57],"takes":[59],"significant":[60],"time":[61],"effort.":[63],"As":[64],"result,":[66],"it":[67,114],"is":[68,79,128],"critical":[69,81],"automatically":[71],"recognise":[72],"aggressive":[73],"actions":[74],"signals.":[77],"It":[78],"also":[80],"detect":[83],"violence":[84,101],"videos":[86],"protect":[88],"children":[89],"inappropriate":[91],"content.":[92],"This":[93],"paper":[94],"tackles":[95],"difficult":[97],"subject":[98],"detecting":[100],"videos.":[103],"Unlike":[104],"previous":[105],"work":[106],"focusing":[107],"on":[108,140],"merging":[109],"multimodal":[110],"features,":[111],"we":[112],"take":[113],"further":[115],"by":[116],"including":[117],"utilising":[119],"visual":[120],"subtypes":[121],"connected":[122],"violence.":[124],"The":[125],"proposed":[126,142],"approach":[127],"using":[130],"Jupyter":[131],"notebook":[132],"Tensorflow,":[134],"with":[135],"better":[136],"accuracy":[137],"76.79%":[139],"database":[143],"test":[144],"set.":[145]},"abstract_inverted_index_v3":null,"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4372053872","counts_by_year":[],"updated_date":"2025-03-15T08:00:16.809422","created_date":"2023-05-07"}