{"id":"https://openalex.org/W4387350606","doi":"https://doi.org/10.1109/access.2023.3321800","title":"A Comprehensive Survey of Machine Learning Methods for Surveillance Videos Anomaly Detection","display_name":"A Comprehensive Survey of Machine Learning Methods for Surveillance Videos Anomaly Detection","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4387350606","doi":"https://doi.org/10.1109/access.2023.3321800"},"language":"en","primary_location":{"id":"doi:10.1109/access.2023.3321800","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3321800","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10271300.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/ielx7/6287639/6514899/10271300.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5060125615","display_name":"Nomica Choudhry","orcid":"https://orcid.org/0000-0003-3251-3719"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Nomica Choudhry","raw_affiliation_strings":["Faculty of Science, Engineering and Built Environment, Deakins University, Burwood VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0003-3251-3719","affiliations":[{"raw_affiliation_string":"Faculty of Science, Engineering and Built Environment, Deakins University, Burwood VIC, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019489166","display_name":"Jemal Abawajy","orcid":"https://orcid.org/0000-0001-8962-1222"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jemal Abawajy","raw_affiliation_strings":["Faculty of Science, Engineering and Built Environment, Deakins University, Burwood VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0001-8962-1222","affiliations":[{"raw_affiliation_string":"Faculty of Science, Engineering and Built Environment, Deakins University, Burwood VIC, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043100878","display_name":"Shamsul Huda","orcid":null},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Shamsul Huda","raw_affiliation_strings":["Faculty of Science, Engineering and Built Environment, Deakins University, Burwood VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0001-7848-0508","affiliations":[{"raw_affiliation_string":"Faculty of Science, Engineering and Built Environment, Deakins University, Burwood VIC, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021958497","display_name":"Imran Rao","orcid":"https://orcid.org/0000-0001-6284-1073"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Imran Rao","raw_affiliation_strings":["Blue Brackets Technologies, Islamabad, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Blue Brackets Technologies, Islamabad, Pakistan","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":9.3002,"has_fulltext":true,"cited_by_count":57,"citation_normalized_percentile":{"value":0.98525086,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"11","issue":null,"first_page":"114680","last_page":"114713"},"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":0.9991000294685364,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9941999912261963,"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":0.778803288936615},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.7610397338867188},{"id":"https://openalex.org/keywords/strengths-and-weaknesses","display_name":"Strengths and weaknesses","score":0.6153323650360107},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5349980592727661},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.4993579387664795},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48503631353378296},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.4339929521083832},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.4243013262748718},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3865673542022705}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.778803288936615},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.7610397338867188},{"id":"https://openalex.org/C63882131","wikidata":"https://www.wikidata.org/wiki/Q17122954","display_name":"Strengths and weaknesses","level":2,"score":0.6153323650360107},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5349980592727661},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4993579387664795},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48503631353378296},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.4339929521083832},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4243013262748718},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3865673542022705},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2023.3321800","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3321800","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10271300.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:27ea3bb000674a348def7b2d8fc53630","is_oa":true,"landing_page_url":"https://doaj.org/article/27ea3bb000674a348def7b2d8fc53630","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 11, Pp 114680-114713 (2023)","raw_type":"article"},{"id":"pmh:oai:figshare.com:article/24503638","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/A_Comprehensive_Survey_of_Machine_Learning_Methods_for_Surveillance_Videos_Anomaly_Detection/24503638","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"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":"","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1109/access.2023.3321800","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3321800","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10271300.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,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4387350606.pdf","grobid_xml":"https://content.openalex.org/works/W4387350606.grobid-xml"},"referenced_works_count":227,"referenced_works":["https://openalex.org/W36283605","https://openalex.org/W106426340","https://openalex.org/W979198285","https://openalex.org/W1486392657","https://openalex.org/W1522734439","https://openalex.org/W1815076433","https://openalex.org/W1952056635","https://openalex.org/W1967456674","https://openalex.org/W2007087405","https://openalex.org/W2012485971","https://openalex.org/W2021656592","https://openalex.org/W2122646361","https://openalex.org/W2136655611","https://openalex.org/W2153990517","https://openalex.org/W2163612318","https://openalex.org/W2164261375","https://openalex.org/W2164489414","https://openalex.org/W2191616647","https://openalex.org/W2315911416","https://openalex.org/W2471920251","https://openalex.org/W2557798836","https://openalex.org/W2560886373","https://openalex.org/W2565639579","https://openalex.org/W2588328821","https://openalex.org/W2591878254","https://openalex.org/W2665124875","https://openalex.org/W2736837310","https://openalex.org/W2766269877","https://openalex.org/W2766462585","https://openalex.org/W2776346076","https://openalex.org/W2787947370","https://openalex.org/W2802889121","https://openalex.org/W2809790149","https://openalex.org/W2886424366","https://openalex.org/W2892141512","https://openalex.org/W2892195500","https://openalex.org/W2896171544","https://openalex.org/W2900144579","https://openalex.org/W2902544944","https://openalex.org/W2910068345","https://openalex.org/W2910705748","https://openalex.org/W2913158272","https://openalex.org/W2914340986","https://openalex.org/W2917819557","https://openalex.org/W2943283619","https://openalex.org/W2948243035","https://openalex.org/W2948429466","https://openalex.org/W2953150115","https://openalex.org/W2960737790","https://openalex.org/W2962710043","https://openalex.org/W2963307331","https://openalex.org/W2963610939","https://openalex.org/W2963670497","https://openalex.org/W2963795951","https://openalex.org/W2964032056","https://openalex.org/W2966906412","https://openalex.org/W2968836008","https://openalex.org/W2971019578","https://openalex.org/W2971612319","https://openalex.org/W2973962176","https://openalex.org/W2978888369","https://openalex.org/W2980745957","https://openalex.org/W2980814982","https://openalex.org/W2982524430","https://openalex.org/W2984724597","https://openalex.org/W2987947587","https://openalex.org/W2990591396","https://openalex.org/W2994601581","https://openalex.org/W2996443765","https://openalex.org/W2996611057","https://openalex.org/W3002944878","https://openalex.org/W3004301609","https://openalex.org/W3006586803","https://openalex.org/W3008005225","https://openalex.org/W3012147533","https://openalex.org/W3015115644","https://openalex.org/W3015528262","https://openalex.org/W3015608037","https://openalex.org/W3015832418","https://openalex.org/W3016705886","https://openalex.org/W3029178329","https://openalex.org/W3033437482","https://openalex.org/W3035254752","https://openalex.org/W3035439169","https://openalex.org/W3037415566","https://openalex.org/W3039723325","https://openalex.org/W3041165043","https://openalex.org/W3044053463","https://openalex.org/W3047013404","https://openalex.org/W3077420696","https://openalex.org/W3080294851","https://openalex.org/W3081876271","https://openalex.org/W3088162569","https://openalex.org/W3089139769","https://openalex.org/W3089599897","https://openalex.org/W3089682612","https://openalex.org/W3091235251","https://openalex.org/W3092419188","https://openalex.org/W3092897728","https://openalex.org/W3093253286","https://openalex.org/W3095066959","https://openalex.org/W3096488730","https://openalex.org/W3098284407","https://openalex.org/W3099611110","https://openalex.org/W3101466234","https://openalex.org/W3102895136","https://openalex.org/W3108688155","https://openalex.org/W3109037541","https://openalex.org/W3110064190","https://openalex.org/W3113582817","https://openalex.org/W3123804398","https://openalex.org/W3127213927","https://openalex.org/W3128286744","https://openalex.org/W3128635849","https://openalex.org/W3131068919","https://openalex.org/W3138298104","https://openalex.org/W3145726664","https://openalex.org/W3153454949","https://openalex.org/W3154326919","https://openalex.org/W3156655847","https://openalex.org/W3157994340","https://openalex.org/W3159230781","https://openalex.org/W3160697385","https://openalex.org/W3163191029","https://openalex.org/W3165716503","https://openalex.org/W3167336747","https://openalex.org/W3172432880","https://openalex.org/W3173349456","https://openalex.org/W3173743304","https://openalex.org/W3175045986","https://openalex.org/W3177624059","https://openalex.org/W3179423215","https://openalex.org/W3188376160","https://openalex.org/W3199591743","https://openalex.org/W3200181601","https://openalex.org/W3200552577","https://openalex.org/W3203553171","https://openalex.org/W3205624689","https://openalex.org/W4200225090","https://openalex.org/W4200305521","https://openalex.org/W4200333458","https://openalex.org/W4200599876","https://openalex.org/W4200629985","https://openalex.org/W4205376232","https://openalex.org/W4205388843","https://openalex.org/W4206065991","https://openalex.org/W4206397888","https://openalex.org/W4210558785","https://openalex.org/W4211223735","https://openalex.org/W4213229883","https://openalex.org/W4214556326","https://openalex.org/W4214733430","https://openalex.org/W4220679759","https://openalex.org/W4220831634","https://openalex.org/W4221167454","https://openalex.org/W4224307612","https://openalex.org/W4224312440","https://openalex.org/W4225116074","https://openalex.org/W4229024410","https://openalex.org/W4232743627","https://openalex.org/W4237301547","https://openalex.org/W4246736198","https://openalex.org/W4280578295","https://openalex.org/W4280616946","https://openalex.org/W4281478450","https://openalex.org/W4281491333","https://openalex.org/W4282582789","https://openalex.org/W4283323162","https://openalex.org/W4283727315","https://openalex.org/W4283765602","https://openalex.org/W4285112631","https://openalex.org/W4285494157","https://openalex.org/W4286610820","https://openalex.org/W4287185576","https://openalex.org/W4287330102","https://openalex.org/W4288057688","https://openalex.org/W4288096288","https://openalex.org/W4291825285","https://openalex.org/W4293250593","https://openalex.org/W4294253345","https://openalex.org/W4295127058","https://openalex.org/W4295308257","https://openalex.org/W4296709684","https://openalex.org/W4297371868","https://openalex.org/W4302009668","https://openalex.org/W4302307442","https://openalex.org/W4304098292","https://openalex.org/W4306149564","https://openalex.org/W4307944984","https://openalex.org/W4312096604","https://openalex.org/W4312116982","https://openalex.org/W4312444750","https://openalex.org/W4313466914","https://openalex.org/W4313857171","https://openalex.org/W4316672851","https://openalex.org/W4317816579","https://openalex.org/W4318148373","https://openalex.org/W4318774680","https://openalex.org/W4320002812","https://openalex.org/W4320060121","https://openalex.org/W4321458511","https://openalex.org/W4323360096","https://openalex.org/W4353050204","https://openalex.org/W4353072295","https://openalex.org/W4376954992","https://openalex.org/W4382468081","https://openalex.org/W4386128994","https://openalex.org/W4386799136","https://openalex.org/W6604309005","https://openalex.org/W6638545294","https://openalex.org/W6682956318","https://openalex.org/W6699551462","https://openalex.org/W6734055212","https://openalex.org/W6748495906","https://openalex.org/W6753392661","https://openalex.org/W6758101687","https://openalex.org/W6767628710","https://openalex.org/W6767754748","https://openalex.org/W6773224681","https://openalex.org/W6784030475","https://openalex.org/W6790291147","https://openalex.org/W6794343177","https://openalex.org/W6794515251","https://openalex.org/W6801855592","https://openalex.org/W6810167259","https://openalex.org/W6810796046","https://openalex.org/W6845357336"],"related_works":["https://openalex.org/W4295769391","https://openalex.org/W2972220648","https://openalex.org/W2332667808","https://openalex.org/W1997921863","https://openalex.org/W3112960490","https://openalex.org/W2344144656","https://openalex.org/W93605524","https://openalex.org/W4250894911","https://openalex.org/W2021145421","https://openalex.org/W821271700"],"abstract_inverted_index":{"Video":[0],"Surveillance":[1],"Systems":[2],"(VSSs)":[3],"are":[4,19,156],"used":[5,76],"in":[6,21,77,84,170,183,203],"a":[7,37,69,92,121,175],"wide":[8],"range":[9],"of":[10,40,52,72,94,97,102,110,124,136,150,167],"applications":[11],"including":[12,139],"public":[13],"safety":[14],"and":[15,32,43,68,108,143,181,195],"perimeter":[16],"security.":[17],"They":[18],"deployed":[20],"places":[22],"such":[23,90],"as":[24,91,145,147,174],"markets,":[25],"hospitals,":[26],"schools,":[27],"banks,":[28],"shopping":[29],"malls,":[30],"offices,":[31],"smart":[33],"cities.":[34],"VSSs":[35],"generate":[36],"massive":[38],"amount":[39],"surveillance":[41,58,86],"data,":[42],"significant":[44],"research":[45],"has":[46],"been":[47],"published":[48],"on":[49,81,191],"the":[50,98,125,137,164,184,204],"use":[51],"machine":[53],"learning":[54,74,82,99,112,128,168],"algorithms":[55,129,138],"to":[56],"handle":[57],"data.":[59],"In":[60],"this":[61,118],"paper,":[62],"we":[63,187,193],"present":[64],"an":[65],"extensive":[66],"overview":[67],"thorough":[70,122],"analysis":[71,96],"cutting-edge":[73],"methods":[75],"VSSs.":[78],"Existing":[79],"surveys":[80],"approaches":[83],"video":[85],"have":[87],"some":[88],"drawbacks,":[89],"lack":[93],"in-depth":[95],"algorithms,":[100],"omission":[101],"certain":[103],"methodologies,":[104],"insufficient":[105],"critical":[106,134],"evaluation,":[107],"absence":[109],"recent":[111,127],"algorithms.":[113],"To":[114],"fill":[115],"these":[116],"gaps,":[117],"survey":[119],"provides":[120],"examination":[123],"most":[126],"for":[130,153,178],"anomaly":[131,151],"detection.":[132],"A":[133],"assessment":[135],"their":[140],"strengths,":[141],"weaknesses,":[142],"applicability":[144],"well":[146],"tailored":[148],"classifications":[149],"types":[152],"different":[154],"domains":[155],"provided.":[157],"Our":[158],"study":[159],"also":[160],"offers":[161],"insights":[162],"into":[163],"future":[165],"development":[166],"techniques":[169],"VSS,":[171],"positioning":[172],"itself":[173],"valuable":[176],"resource":[177],"both":[179],"researchers":[180],"practitioners":[182],"field.":[185],"Finally,":[186],"share":[188],"our":[189],"thoughts":[190],"what":[192],"learned":[194],"how":[196],"it":[197],"can":[198],"help":[199],"with":[200],"new":[201],"developments":[202],"future.":[205]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":30},{"year":2024,"cited_by_count":18}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}