{"id":"https://openalex.org/W3029178329","doi":"https://doi.org/10.1142/s0129065720500343","title":"3D-Convolutional Neural Network with Generative Adversarial Network and Autoencoder for Robust Anomaly Detection in Video Surveillance","display_name":"3D-Convolutional Neural Network with Generative Adversarial Network and Autoencoder for Robust Anomaly Detection in Video Surveillance","publication_year":2020,"publication_date":"2020-05-28","ids":{"openalex":"https://openalex.org/W3029178329","doi":"https://doi.org/10.1142/s0129065720500343","mag":"3029178329","pmid":"https://pubmed.ncbi.nlm.nih.gov/32466693"},"language":"en","primary_location":{"id":"doi:10.1142/s0129065720500343","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065720500343","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"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 of Neural Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5017666655","display_name":"Wonsup Shin","orcid":null},"institutions":[{"id":"https://openalex.org/I193775966","display_name":"Yonsei University","ror":"https://ror.org/01wjejq96","country_code":"KR","type":"education","lineage":["https://openalex.org/I193775966"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Wonsup Shin","raw_affiliation_strings":["Department of Computer Science, Yonsei University, 50 Yonsei-ro, Sudaemoon-gu, Seoul 03722, South Korea"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Yonsei University, 50 Yonsei-ro, Sudaemoon-gu, Seoul 03722, South Korea","institution_ids":["https://openalex.org/I193775966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112483522","display_name":"Seok-Jun Bu","orcid":null},"institutions":[{"id":"https://openalex.org/I193775966","display_name":"Yonsei University","ror":"https://ror.org/01wjejq96","country_code":"KR","type":"education","lineage":["https://openalex.org/I193775966"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Seok-Jun Bu","raw_affiliation_strings":["Department of Computer Science, Yonsei University, 50 Yonsei-ro, Sudaemoon-gu, Seoul 03722, South Korea"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Yonsei University, 50 Yonsei-ro, Sudaemoon-gu, Seoul 03722, South Korea","institution_ids":["https://openalex.org/I193775966"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108081550","display_name":"Sung\u2010Bae Cho","orcid":"https://orcid.org/0000-0002-7027-2429"},"institutions":[{"id":"https://openalex.org/I193775966","display_name":"Yonsei University","ror":"https://ror.org/01wjejq96","country_code":"KR","type":"education","lineage":["https://openalex.org/I193775966"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sung-Bae Cho","raw_affiliation_strings":["Department of Computer Science, Yonsei University, 50 Yonsei-ro, Sudaemoon-gu, Seoul 03722, South Korea"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Yonsei University, 50 Yonsei-ro, Sudaemoon-gu, Seoul 03722, South Korea","institution_ids":["https://openalex.org/I193775966"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5017666655"],"corresponding_institution_ids":["https://openalex.org/I193775966"],"apc_list":null,"apc_paid":null,"fwci":4.507,"has_fulltext":false,"cited_by_count":47,"citation_normalized_percentile":{"value":0.95467345,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"30","issue":"06","first_page":"2050034","last_page":"2050034"},"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T12391","display_name":"Artificial Immune Systems Applications","score":0.9848999977111816,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/autoencoder","display_name":"Autoencoder","score":0.8740371465682983},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.8207803964614868},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7632975578308105},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.655683159828186},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6105384826660156},{"id":"https://openalex.org/keywords/anomaly","display_name":"Anomaly (physics)","score":0.5452242493629456},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.49825382232666016},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.47287485003471375},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4562554955482483},{"id":"https://openalex.org/keywords/generative-adversarial-network","display_name":"Generative adversarial network","score":0.441572368144989},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.4249516427516937},{"id":"https://openalex.org/keywords/extractor","display_name":"Extractor","score":0.4145217537879944},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.0858285129070282}],"concepts":[{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.8740371465682983},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.8207803964614868},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7632975578308105},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.655683159828186},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6105384826660156},{"id":"https://openalex.org/C12997251","wikidata":"https://www.wikidata.org/wiki/Q567560","display_name":"Anomaly (physics)","level":2,"score":0.5452242493629456},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.49825382232666016},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.47287485003471375},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4562554955482483},{"id":"https://openalex.org/C2988773926","wikidata":"https://www.wikidata.org/wiki/Q25104379","display_name":"Generative adversarial network","level":3,"score":0.441572368144989},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.4249516427516937},{"id":"https://openalex.org/C117978034","wikidata":"https://www.wikidata.org/wiki/Q5422192","display_name":"Extractor","level":2,"score":0.4145217537879944},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0858285129070282},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C21880701","wikidata":"https://www.wikidata.org/wiki/Q2144042","display_name":"Process engineering","level":1,"score":0.0},{"id":"https://openalex.org/C26873012","wikidata":"https://www.wikidata.org/wiki/Q214781","display_name":"Condensed matter physics","level":1,"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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":true},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","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":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":true},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":true},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":true},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014163","descriptor_name":"Transfer, Psychology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014163","descriptor_name":"Transfer, Psychology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014163","descriptor_name":"Transfer, Psychology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014741","descriptor_name":"Video Recording","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014741","descriptor_name":"Video Recording","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014741","descriptor_name":"Video Recording","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017603","descriptor_name":"Signal Detection, Psychological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017603","descriptor_name":"Signal Detection, Psychological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017603","descriptor_name":"Signal Detection, Psychological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1142/s0129065720500343","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065720500343","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"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 of Neural Systems","raw_type":"journal-article"},{"id":"pmid:32466693","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/32466693","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":"International journal of neural systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W1505943987","https://openalex.org/W1522734439","https://openalex.org/W1567934272","https://openalex.org/W1592137027","https://openalex.org/W1901129140","https://openalex.org/W1947481528","https://openalex.org/W2012931101","https://openalex.org/W2064675550","https://openalex.org/W2108560551","https://openalex.org/W2116435618","https://openalex.org/W2122361470","https://openalex.org/W2164261375","https://openalex.org/W2168292091","https://openalex.org/W2294074492","https://openalex.org/W2341058432","https://openalex.org/W2460849547","https://openalex.org/W2540481276","https://openalex.org/W2559927751","https://openalex.org/W2579718262","https://openalex.org/W2586537367","https://openalex.org/W2665124875","https://openalex.org/W2757473709","https://openalex.org/W2763384612","https://openalex.org/W2766042539","https://openalex.org/W2769955099","https://openalex.org/W2784306541","https://openalex.org/W2785768523","https://openalex.org/W2796247509","https://openalex.org/W2797697401","https://openalex.org/W2804769055","https://openalex.org/W2807998075","https://openalex.org/W2808699053","https://openalex.org/W2884496896","https://openalex.org/W2885641166","https://openalex.org/W2900144579","https://openalex.org/W2900147671","https://openalex.org/W2947177749","https://openalex.org/W2963240734","https://openalex.org/W2963541464","https://openalex.org/W2963795951","https://openalex.org/W2964032056","https://openalex.org/W2964331599","https://openalex.org/W3009948084"],"related_works":["https://openalex.org/W3186512740","https://openalex.org/W3017266184","https://openalex.org/W2918377632","https://openalex.org/W3202913553","https://openalex.org/W3046391934","https://openalex.org/W3194885736","https://openalex.org/W4363671829","https://openalex.org/W2888032422","https://openalex.org/W2996316059","https://openalex.org/W3178813832"],"abstract_inverted_index":{"As":[0],"the":[1,45,63],"surveillance":[2],"devices":[3],"proliferate,":[4],"various":[5],"machine":[6],"learning":[7,21],"approaches":[8],"for":[9],"video":[10,26,67],"anomaly":[11,36,40,68],"detection":[12],"have":[13],"been":[14],"attempted.":[15],"We":[16],"propose":[17],"a":[18,25],"hybrid":[19],"deep":[20],"model":[22],"composed":[23],"of":[24],"feature":[27],"extractor":[28],"trained":[29],"by":[30,43],"generative":[31],"adversarial":[32],"network":[33],"with":[34,48],"deficient":[35],"data":[37],"and":[38,58],"an":[39],"detector":[41],"boosted":[42],"transferring":[44],"extractor.":[46],"Experiments":[47],"UCSD":[49],"pedestrian":[50],"dataset":[51],"show":[52],"that":[53],"it":[54],"achieves":[55],"94.4%":[56],"recall":[57],"86.4%":[59],"precision,":[60],"which":[61],"is":[62],"competitive":[64],"performance":[65],"in":[66],"detection.":[69]},"counts_by_year":[{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":14},{"year":2021,"cited_by_count":10},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
