{"id":"https://openalex.org/W7124439638","doi":"https://doi.org/10.1145/3789494","title":"Diagnosis of Benign Positional Vertigo: A Systematic Review of Machine Learning and Deep Learning within Videonystagmography","display_name":"Diagnosis of Benign Positional Vertigo: A Systematic Review of Machine Learning and Deep Learning within Videonystagmography","publication_year":2026,"publication_date":"2026-01-16","ids":{"openalex":"https://openalex.org/W7124439638","doi":"https://doi.org/10.1145/3789494"},"language":"en","primary_location":{"id":"doi:10.1145/3789494","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3789494","pdf_url":null,"source":{"id":"https://openalex.org/S157921468","display_name":"ACM Computing Surveys","issn_l":"0360-0300","issn":["0360-0300","1557-7341"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Computing Surveys","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/A5028861287","display_name":"Kunal Chaturvedi","orcid":"https://orcid.org/0000-0001-9940-1565"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Kunal Chaturvedi","raw_affiliation_strings":["School of Computer Science, Faculty of Engineering and Information Technology, University of Technology Sydney - Broadway Ultimo Campus"],"raw_orcid":"https://orcid.org/0000-0001-9940-1565","affiliations":[{"raw_affiliation_string":"School of Computer Science, Faculty of Engineering and Information Technology, University of Technology Sydney - Broadway Ultimo Campus","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050583011","display_name":"N. Yang","orcid":"https://orcid.org/0000-0002-9390-7407"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Nicholas Yang","raw_affiliation_strings":["The University of Sydney Central Clinical School"],"raw_orcid":"https://orcid.org/0000-0002-9390-7407","affiliations":[{"raw_affiliation_string":"The University of Sydney Central Clinical School","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002518455","display_name":"Donald G. Dansereau","orcid":"https://orcid.org/0000-0003-2540-1639"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Donald Dansereau","raw_affiliation_strings":["The University of Sydney School of Aerospace Mechanical and Mechatronic Engineering"],"raw_orcid":"https://orcid.org/0000-0003-2540-1639","affiliations":[{"raw_affiliation_string":"The University of Sydney School of Aerospace Mechanical and Mechatronic Engineering","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077693262","display_name":"Christopher Lovejoy","orcid":"https://orcid.org/0000-0001-5125-4383"},"institutions":[{"id":"https://openalex.org/I1289784979","display_name":"University College Hospital","ror":"https://ror.org/00wrevg56","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I1289784979","https://openalex.org/I1340918713"]},{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Christopher Lovejoy","raw_affiliation_strings":["University College Hospital London Medical School"],"raw_orcid":"https://orcid.org/0000-0003-0919-1264","affiliations":[{"raw_affiliation_string":"University College Hospital London Medical School","institution_ids":["https://openalex.org/I1289784979","https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023107987","display_name":"Ali Braytee","orcid":"https://orcid.org/0000-0003-2561-6496"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Ali Braytee","raw_affiliation_strings":["School of Computer Science, Faculty of Engineering and Information Technology, University of Technology Sydney - Broadway Ultimo Campus"],"raw_orcid":"https://orcid.org/0000-0003-2561-6496","affiliations":[{"raw_affiliation_string":"School of Computer Science, Faculty of Engineering and Information Technology, University of Technology Sydney - Broadway Ultimo Campus","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069532304","display_name":"Miriam S. Welgampola","orcid":"https://orcid.org/0000-0002-4573-4740"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]},{"id":"https://openalex.org/I2799732068","display_name":"Royal Prince Alfred Hospital","ror":"https://ror.org/05gpvde20","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I2799732068"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Miriam Welgampola","raw_affiliation_strings":["Institute of Clinical Neurosciences, Royal Prince Alfred Hospital","The University of Sydney Central Clinical School"],"raw_orcid":"https://orcid.org/0000-0002-4573-4740","affiliations":[{"raw_affiliation_string":"Institute of Clinical Neurosciences, Royal Prince Alfred Hospital","institution_ids":["https://openalex.org/I2799732068"]},{"raw_affiliation_string":"The University of Sydney Central Clinical School","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5123229549","display_name":"Mukesh Prasad","orcid":null},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Mukesh Prasad","raw_affiliation_strings":["School of Computer Science, Faculty of Engineering and Information Technology, University of Technology Sydney"],"raw_orcid":"https://orcid.org/0000-0002-7745-9667","affiliations":[{"raw_affiliation_string":"School of Computer Science, Faculty of Engineering and Information Technology, University of Technology Sydney","institution_ids":["https://openalex.org/I114017466"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5028861287"],"corresponding_institution_ids":["https://openalex.org/I114017466"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.06357683,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"58","issue":"8","first_page":"1","last_page":"29"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10542","display_name":"Vestibular and auditory disorders","score":0.9926999807357788,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10542","display_name":"Vestibular and auditory disorders","score":0.9926999807357788,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10914","display_name":"Tactile and Sensory Interactions","score":0.0020000000949949026,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":0.0003000000142492354,"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/deep-learning","display_name":"Deep learning","score":0.6769999861717224},{"id":"https://openalex.org/keywords/benign-paroxysmal-positional-vertigo","display_name":"Benign paroxysmal positional vertigo","score":0.5771999955177307},{"id":"https://openalex.org/keywords/vestibular-disorders","display_name":"Vestibular disorders","score":0.5216000080108643},{"id":"https://openalex.org/keywords/nystagmus","display_name":"Nystagmus","score":0.517300009727478},{"id":"https://openalex.org/keywords/vertigo","display_name":"Vertigo","score":0.36730000376701355},{"id":"https://openalex.org/keywords/systematic-review","display_name":"Systematic review","score":0.358599990606308}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7121999859809875},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6769999861717224},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6662999987602234},{"id":"https://openalex.org/C2779680553","wikidata":"https://www.wikidata.org/wiki/Q817310","display_name":"Benign paroxysmal positional vertigo","level":3,"score":0.5771999955177307},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5719000101089478},{"id":"https://openalex.org/C2909479646","wikidata":"https://www.wikidata.org/wiki/Q3540864","display_name":"Vestibular disorders","level":3,"score":0.5216000080108643},{"id":"https://openalex.org/C2779736392","wikidata":"https://www.wikidata.org/wiki/Q220989","display_name":"Nystagmus","level":2,"score":0.517300009727478},{"id":"https://openalex.org/C2779135839","wikidata":"https://www.wikidata.org/wiki/Q2531983","display_name":"Vertigo","level":2,"score":0.36730000376701355},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.358599990606308},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3336000144481659},{"id":"https://openalex.org/C153050134","wikidata":"https://www.wikidata.org/wiki/Q760256","display_name":"Eye movement","level":2,"score":0.30649998784065247},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.2831999957561493},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.27799999713897705},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.2703999876976013},{"id":"https://openalex.org/C190041318","wikidata":"https://www.wikidata.org/wiki/Q596832","display_name":"Vestibular system","level":2,"score":0.2572999894618988}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3789494","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3789494","pdf_url":null,"source":{"id":"https://openalex.org/S157921468","display_name":"ACM Computing Surveys","issn_l":"0360-0300","issn":["0360-0300","1557-7341"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Computing Surveys","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":77,"referenced_works":["https://openalex.org/W1580215610","https://openalex.org/W1972675781","https://openalex.org/W1975963912","https://openalex.org/W1978023439","https://openalex.org/W2010516228","https://openalex.org/W2013228162","https://openalex.org/W2037693573","https://openalex.org/W2058375631","https://openalex.org/W2060459103","https://openalex.org/W2061552009","https://openalex.org/W2063827881","https://openalex.org/W2081731595","https://openalex.org/W2153489042","https://openalex.org/W2163615854","https://openalex.org/W2257747823","https://openalex.org/W2405531384","https://openalex.org/W2610021341","https://openalex.org/W2616247523","https://openalex.org/W2749293256","https://openalex.org/W2894802018","https://openalex.org/W2931360640","https://openalex.org/W2935406804","https://openalex.org/W2944642223","https://openalex.org/W2945003824","https://openalex.org/W2947607756","https://openalex.org/W2949442988","https://openalex.org/W2949458308","https://openalex.org/W2962862931","https://openalex.org/W2970967525","https://openalex.org/W2973887771","https://openalex.org/W3026542072","https://openalex.org/W3033655603","https://openalex.org/W3036453007","https://openalex.org/W3048448088","https://openalex.org/W3087336268","https://openalex.org/W3115022175","https://openalex.org/W3120894151","https://openalex.org/W3152843193","https://openalex.org/W3154780643","https://openalex.org/W3160090944","https://openalex.org/W3180212269","https://openalex.org/W3200759624","https://openalex.org/W3207339340","https://openalex.org/W3207929382","https://openalex.org/W3211620111","https://openalex.org/W4287378011","https://openalex.org/W4291016115","https://openalex.org/W4293154803","https://openalex.org/W4293411580","https://openalex.org/W4294234616","https://openalex.org/W4297491709","https://openalex.org/W4306803582","https://openalex.org/W4307640249","https://openalex.org/W4309923431","https://openalex.org/W4313173447","https://openalex.org/W4313290146","https://openalex.org/W4318777533","https://openalex.org/W4319777935","https://openalex.org/W4366364367","https://openalex.org/W4380088506","https://openalex.org/W4380991330","https://openalex.org/W4385222456","https://openalex.org/W4386100642","https://openalex.org/W4386142022","https://openalex.org/W4386249852","https://openalex.org/W4388692601","https://openalex.org/W4390873225","https://openalex.org/W4392001906","https://openalex.org/W4392199044","https://openalex.org/W4393043621","https://openalex.org/W4399044145","https://openalex.org/W4399774895","https://openalex.org/W4402682726","https://openalex.org/W4403535680","https://openalex.org/W4403963503","https://openalex.org/W4405389775","https://openalex.org/W4407625977"],"related_works":[],"abstract_inverted_index":{"Benign":[0],"Positional":[1],"Vertigo":[2],"(BPV)":[3],"is":[4,27,46],"a":[5,41,47,100,148,178],"common":[6,179],"and":[7,45,81,110,120,140,160],"correctable":[8],"cause":[9],"of":[10,33,50,61,71,103,112,129,135,143,171,177],"dizziness":[11],"worldwide,":[12],"accompanied":[13],"by":[14,22,40,137],"unique":[15],"nystagmus":[16,72,86],"characteristics":[17],"that":[18],"can":[19],"be":[20],"recognized":[21],"trained":[23],"healthcare":[24],"workers.":[25],"Nystagmus":[26],"an":[28,34],"involuntary":[29],"eye":[30],"movement,":[31],"consisting":[32],"initial":[35],"slow":[36],"phase":[37],"often":[38],"followed":[39],"subsequent":[42],"quick":[43],"phase,":[44],"key":[48],"indicator":[49],"vestibular":[51],"disorders":[52],"including":[53],"BPV.":[54],"This":[55],"review":[56,151],"focuses":[57],"on":[58],"the":[59,69,76,89,107,117,127,141,169,175],"application":[60,170],"machine":[62,79],"learning":[63,80,83],"models":[64],"for":[65,85,163],"BPV":[66,136],"diagnosis":[67,134,176],"through":[68],"classification":[70],"patterns.":[73],"We":[74,98,115],"examine":[75],"advancements":[77],"in":[78,123,157,174],"deep":[82],"techniques":[84],"detection,":[87],"highlighting":[88],"transition":[90],"from":[91],"traditional":[92],"methods":[93],"to":[94,132,167],"more":[95],"sophisticated":[96],"approaches.":[97],"include":[99],"comprehensive":[101],"analysis":[102],"recent":[104],"studies,":[105],"detailing":[106],"methodologies,":[108],"datasets,":[109],"results":[111],"various":[113],"models.":[114],"discuss":[116],"ongoing":[118],"challenges":[119],"future":[121,164],"directions":[122],"this":[124,153],"domain,":[125],"emphasizing":[126],"potential":[128],"these":[130],"technologies":[131],"assist":[133],"untrained":[138],"clinicians":[139],"promise":[142],"better":[144],"patient":[145],"outcomes.":[146],"Through":[147],"systematic":[149],"literature":[150],"process,":[152],"article":[154],"identifies":[155],"gaps":[156],"current":[158],"research":[159],"suggests":[161],"areas":[162],"exploration,":[165],"aiming":[166],"support":[168],"artificial":[172],"intelligence":[173],"vertigo":[180],"subtype.":[181]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2026-01-17T00:00:00"}