{"id":"https://openalex.org/W4223954453","doi":"https://doi.org/10.3390/s22082946","title":"A New Approach for Abnormal Human Activities Recognition Based on ConvLSTM Architecture","display_name":"A New Approach for Abnormal Human Activities Recognition Based on ConvLSTM Architecture","publication_year":2022,"publication_date":"2022-04-12","ids":{"openalex":"https://openalex.org/W4223954453","doi":"https://doi.org/10.3390/s22082946","pmid":"https://pubmed.ncbi.nlm.nih.gov/35458929"},"language":"en","primary_location":{"id":"doi:10.3390/s22082946","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22082946","pdf_url":"https://www.mdpi.com/1424-8220/22/8/2946/pdf?version=1649756352","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/22/8/2946/pdf?version=1649756352","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5112577435","display_name":"Roberta Vrskova","orcid":null},"institutions":[{"id":"https://openalex.org/I3122011922","display_name":"University of \u017dilina","ror":"https://ror.org/031wwwj55","country_code":"SK","type":"education","lineage":["https://openalex.org/I3122011922"]}],"countries":["SK"],"is_corresponding":true,"raw_author_name":"Roberta Vrskova","raw_affiliation_strings":["Department of Multimedia and Information-Communication Technologies, University of Zilina, 010 26 Zilina, Slovakia"],"raw_orcid":"https://orcid.org/0000-0003-4766-8940","affiliations":[{"raw_affiliation_string":"Department of Multimedia and Information-Communication Technologies, University of Zilina, 010 26 Zilina, Slovakia","institution_ids":["https://openalex.org/I3122011922"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061330286","display_name":"R\u00f3bert Hudec","orcid":"https://orcid.org/0000-0001-7543-5664"},"institutions":[{"id":"https://openalex.org/I3122011922","display_name":"University of \u017dilina","ror":"https://ror.org/031wwwj55","country_code":"SK","type":"education","lineage":["https://openalex.org/I3122011922"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Robert Hudec","raw_affiliation_strings":["Department of Multimedia and Information-Communication Technologies, University of Zilina, 010 26 Zilina, Slovakia"],"raw_orcid":"https://orcid.org/0000-0001-7543-5664","affiliations":[{"raw_affiliation_string":"Department of Multimedia and Information-Communication Technologies, University of Zilina, 010 26 Zilina, Slovakia","institution_ids":["https://openalex.org/I3122011922"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085268197","display_name":"Patrik Kamencay","orcid":"https://orcid.org/0000-0003-4875-973X"},"institutions":[{"id":"https://openalex.org/I3122011922","display_name":"University of \u017dilina","ror":"https://ror.org/031wwwj55","country_code":"SK","type":"education","lineage":["https://openalex.org/I3122011922"]}],"countries":["SK"],"is_corresponding":true,"raw_author_name":"Patrik Kamencay","raw_affiliation_strings":["Department of Multimedia and Information-Communication Technologies, University of Zilina, 010 26 Zilina, Slovakia"],"raw_orcid":"https://orcid.org/0000-0003-4875-973X","affiliations":[{"raw_affiliation_string":"Department of Multimedia and Information-Communication Technologies, University of Zilina, 010 26 Zilina, Slovakia","institution_ids":["https://openalex.org/I3122011922"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082217381","display_name":"Peter S\u00fdkora","orcid":"https://orcid.org/0000-0002-0161-8297"},"institutions":[{"id":"https://openalex.org/I3122011922","display_name":"University of \u017dilina","ror":"https://ror.org/031wwwj55","country_code":"SK","type":"education","lineage":["https://openalex.org/I3122011922"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Peter Sykora","raw_affiliation_strings":["Department of Multimedia and Information-Communication Technologies, University of Zilina, 010 26 Zilina, Slovakia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Multimedia and Information-Communication Technologies, University of Zilina, 010 26 Zilina, Slovakia","institution_ids":["https://openalex.org/I3122011922"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5085268197","https://openalex.org/A5112577435"],"corresponding_institution_ids":["https://openalex.org/I3122011922"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":6.2188,"has_fulltext":false,"cited_by_count":53,"citation_normalized_percentile":{"value":0.96860237,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"22","issue":"8","first_page":"2946","last_page":"2946"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":1.0,"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":1.0,"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":0.9968000054359436,"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":0.991100013256073,"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":0.6912727355957031},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5752191543579102},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5235657095909119},{"id":"https://openalex.org/keywords/harassment","display_name":"Harassment","score":0.5163553953170776},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.42419347167015076},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.11534416675567627}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6912727355957031},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5752191543579102},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5235657095909119},{"id":"https://openalex.org/C2778976716","wikidata":"https://www.wikidata.org/wiki/Q3240539","display_name":"Harassment","level":2,"score":0.5163553953170776},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42419347167015076},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.11534416675567627},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006802","descriptor_name":"Human Activities","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006802","descriptor_name":"Human Activities","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006802","descriptor_name":"Human Activities","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006802","descriptor_name":"Human Activities","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D021641","descriptor_name":"Recognition, Psychology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D021641","descriptor_name":"Recognition, Psychology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D021641","descriptor_name":"Recognition, Psychology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D021641","descriptor_name":"Recognition, Psychology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057567","descriptor_name":"Memory, Long-Term","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057567","descriptor_name":"Memory, Long-Term","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":5,"locations":[{"id":"doi:10.3390/s22082946","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22082946","pdf_url":"https://www.mdpi.com/1424-8220/22/8/2946/pdf?version=1649756352","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:35458929","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35458929","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:doaj.org/article:afdfe4c0d1d4413293317fad6ede11d9","is_oa":true,"landing_page_url":"https://doaj.org/article/afdfe4c0d1d4413293317fad6ede11d9","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":"Sensors, Vol 22, Iss 8, p 2946 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/22/8/2946/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s22082946","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors; Volume 22; Issue 8; Pages: 2946","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:9028541","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9028541","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s22082946","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s22082946","pdf_url":"https://www.mdpi.com/1424-8220/22/8/2946/pdf?version=1649756352","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.8199999928474426,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G1273983369","display_name":"Inteligentn\u00e9 odevy pre syst\u00e9m elektronick\u00e9ho zdravotn\u00edctva","funder_award_id":"APVV-18-0167","funder_id":"https://openalex.org/F4320323251","funder_display_name":"Agent\u00fara na Podporu V\u00fdskumu a V\u00fdvoja"},{"id":"https://openalex.org/G3536198106","display_name":"V\u00fdskum INtegr\u00e1cie funk\u010dn\u00e9ho syst\u00e9mu TEXt\u00edli\u00ed na monitoring BIOd\u00e1t pre dosiahnutie synergie zdravia, komfortu a bezpe\u010dnosti \u010dloveka","funder_award_id":"APVV-16-0190","funder_id":"https://openalex.org/F4320323251","funder_display_name":"Agent\u00fara na Podporu V\u00fdskumu a V\u00fdvoja"},{"id":"https://openalex.org/G7363789051","display_name":"DOLORES.AI: Syst\u00e9m pandemickej ochrany","funder_award_id":"PP-COVID-20-0100","funder_id":"https://openalex.org/F4320323251","funder_display_name":"Agent\u00fara na Podporu V\u00fdskumu a V\u00fdvoja"}],"funders":[{"id":"https://openalex.org/F4320323251","display_name":"Agent\u00fara na Podporu V\u00fdskumu a V\u00fdvoja","ror":"https://ror.org/037nx0e70"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4223954453.pdf"},"referenced_works_count":24,"referenced_works":["https://openalex.org/W24089286","https://openalex.org/W1981781955","https://openalex.org/W2097342496","https://openalex.org/W2100916003","https://openalex.org/W2257235526","https://openalex.org/W2758555592","https://openalex.org/W2808862972","https://openalex.org/W2963610939","https://openalex.org/W2963795951","https://openalex.org/W3096118992","https://openalex.org/W3108483073","https://openalex.org/W3117012970","https://openalex.org/W3123804398","https://openalex.org/W3128446401","https://openalex.org/W3129157794","https://openalex.org/W3130947300","https://openalex.org/W3162817492","https://openalex.org/W3173795026","https://openalex.org/W3196041777","https://openalex.org/W3216168609","https://openalex.org/W4206644911","https://openalex.org/W6600983433","https://openalex.org/W6744578123","https://openalex.org/W6790288468"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Recognizing":[0],"various":[1,22,30,68],"abnormal":[2,23,57,129],"human":[3,24,31,41],"activities":[4,58],"from":[5],"video":[6],"is":[7,12,88],"very":[8,89],"challenging.":[9],"This":[10,102],"problem":[11],"also":[13,174],"greatly":[14],"influenced":[15],"by":[16],"the":[17,95,105,109,117,152,156,161,176,195,199],"lack":[18],"of":[19,37,108,160,207,209,214],"datasets":[20,28,50],"containing":[21,131],"activities.":[25],"The":[26,73,92],"available":[27],"contain":[29,39],"activities,":[32,130],"but":[33],"only":[34],"a":[35,99,124,212],"few":[36,100],"them":[38],"non-standard":[40],"behavior":[42],"such":[43,51,59,78,133],"as":[44,52,60,64,66,79,134],"theft,":[45],"harassment,":[46],"etc.":[47,84],"There":[48],"are":[49,113],"KTH":[53],"that":[54,112,126],"focus":[55],"on":[56,67],"sudden":[61],"behavioral":[62],"changes,":[63],"well":[65],"changes":[69],"in":[70,94,98],"interpersonal":[71],"interactions.":[72],"UCF-crime":[74],"dataset":[75,87,125,154,178,197],"contains":[76],"categories":[77,132],"fighting,":[80],"abuse,":[81],"explosions,":[82],"robberies,":[83],"However,":[85,172],"this":[86,120],"time":[90],"consuming.":[91],"events":[93],"videos":[96],"occur":[97],"seconds.":[101],"may":[103],"affect":[104],"overall":[106],"results":[107],"neural":[110,167],"networks":[111],"used":[114],"to":[115],"detect":[116],"incident.":[118],"In":[119],"article,":[121],"we":[122,170,173,201,203],"create":[123],"deals":[127],"with":[128],"Begging,":[135],"Drunkenness,":[136],"Fight,":[137],"Harassment,":[138],"Hijack,":[139],"Knife":[140],"Hazard,":[141],"Normal":[142],"Videos,":[143],"Pollution,":[144],"Property":[145],"Damage,":[146],"Robbery,":[147],"and":[148,158,186,191,198,211],"Terrorism.":[149],"We":[150,182],"use":[151,183],"created":[153,177,196],"for":[155],"training":[157],"testing":[159],"ConvLSTM":[162,184],"(convolutional":[163],"long":[164],"short-term":[165],"memory)":[166],"network,":[168],"which":[169],"designed.":[171],"test":[175],"using":[179],"other":[180],"architectures.":[181],"architectures":[185],"3D":[187,189,192],"Resnet50,":[188],"Resnet101,":[190],"Resnet152.":[193],"With":[194],"architecture":[200],"designed,":[202],"obtained":[204],"an":[205],"accuracy":[206],"classification":[208],"96.19%":[210],"precision":[213],"96.50%.":[215]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":16},{"year":2023,"cited_by_count":15},{"year":2022,"cited_by_count":1}],"updated_date":"2026-06-30T13:55:48.251075","created_date":"2025-10-10T00:00:00"}
