{"id":"https://openalex.org/W2755962227","doi":"https://doi.org/10.1109/embc.2017.8037359","title":"Measuring vigilance decrement using computer vision assisted eye tracking in dynamic naturalistic environments","display_name":"Measuring vigilance decrement using computer vision assisted eye tracking in dynamic naturalistic environments","publication_year":2017,"publication_date":"2017-07-01","ids":{"openalex":"https://openalex.org/W2755962227","doi":"https://doi.org/10.1109/embc.2017.8037359","mag":"2755962227","pmid":"https://pubmed.ncbi.nlm.nih.gov/29060401"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2017.8037359","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2017.8037359","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-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/A5090442030","display_name":"Indu Bodala","orcid":"https://orcid.org/0000-0002-7547-2526"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":true,"raw_author_name":"Indu P. Bodala","raw_affiliation_strings":["Faculty of NUS Graduate School of Integrative Science and Engineering (NGS), National University of Singapore, Singapore"],"affiliations":[{"raw_affiliation_string":"Faculty of NUS Graduate School of Integrative Science and Engineering (NGS), National University of Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011355318","display_name":"Nida Itrat Abbasi","orcid":"https://orcid.org/0009-0004-9399-563X"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Nida I. Abbasi","raw_affiliation_strings":["Department of Biomedical Engineering, National University of Singapore, Singapore"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, National University of Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068936523","display_name":"Yu Sun","orcid":"https://orcid.org/0000-0002-6666-8586"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Yu Sun","raw_affiliation_strings":["Cognitive Engineering group at the Singapore Institute for Neurotechnology (SINAPSE), National University of Singapore, Singapore"],"affiliations":[{"raw_affiliation_string":"Cognitive Engineering group at the Singapore Institute for Neurotechnology (SINAPSE), National University of Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080347335","display_name":"Anastasios Bezerianos","orcid":"https://orcid.org/0000-0002-8199-6000"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Anastasios Bezerianos","raw_affiliation_strings":["Cognitive Engineering group at the Singapore Institute for Neurotechnology (SINAPSE), National University of Singapore (NUS), Singapore"],"affiliations":[{"raw_affiliation_string":"Cognitive Engineering group at the Singapore Institute for Neurotechnology (SINAPSE), National University of Singapore (NUS), Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080706447","display_name":"Hasan Al\u2010Nashash","orcid":"https://orcid.org/0000-0002-9685-4937"},"institutions":[{"id":"https://openalex.org/I199440890","display_name":"American University of Sharjah","ror":"https://ror.org/001g2fj96","country_code":"AE","type":"education","lineage":["https://openalex.org/I199440890"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Hasan Al-Nashash","raw_affiliation_strings":["Department of Electrical Engineering, American University of Sharjah, UAE"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, American University of Sharjah, UAE","institution_ids":["https://openalex.org/I199440890"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088964967","display_name":"Nitish V. Thakor","orcid":"https://orcid.org/0000-0002-9981-9395"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Nitish V. Thakor","raw_affiliation_strings":["Singapore Institute of Neurotechnology (SINAPSE), National University of Singapore (NUS), Singapore"],"affiliations":[{"raw_affiliation_string":"Singapore Institute of Neurotechnology (SINAPSE), National University of Singapore (NUS), Singapore","institution_ids":["https://openalex.org/I165932596"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5090442030"],"corresponding_institution_ids":["https://openalex.org/I165932596"],"apc_list":null,"apc_paid":null,"fwci":1.4697,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.82824919,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":98},"biblio":{"volume":"2017","issue":null,"first_page":"2478","last_page":"2481"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11707","display_name":"Gaze Tracking and Assistive Technology","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T11707","display_name":"Gaze Tracking and Assistive Technology","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9972000122070312,"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/T10042","display_name":"Neural and Behavioral Psychology Studies","score":0.9878000020980835,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/eye-tracking","display_name":"Eye tracking","score":0.723576009273529},{"id":"https://openalex.org/keywords/fixation","display_name":"Fixation (population genetics)","score":0.6600934267044067},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6576116681098938},{"id":"https://openalex.org/keywords/gaze","display_name":"Gaze","score":0.6431905031204224},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6169096827507019},{"id":"https://openalex.org/keywords/eye-movement","display_name":"Eye movement","score":0.6062576174736023},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5984982848167419},{"id":"https://openalex.org/keywords/vigilance","display_name":"Vigilance (psychology)","score":0.5064393281936646},{"id":"https://openalex.org/keywords/fixation-time","display_name":"Fixation time","score":0.5018527507781982},{"id":"https://openalex.org/keywords/visual-attention","display_name":"Visual attention","score":0.501732349395752},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.29562437534332275},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.19856756925582886},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.18365395069122314},{"id":"https://openalex.org/keywords/audiology","display_name":"Audiology","score":0.13242313265800476}],"concepts":[{"id":"https://openalex.org/C56461940","wikidata":"https://www.wikidata.org/wiki/Q970687","display_name":"Eye tracking","level":2,"score":0.723576009273529},{"id":"https://openalex.org/C146249460","wikidata":"https://www.wikidata.org/wiki/Q2914991","display_name":"Fixation (population genetics)","level":3,"score":0.6600934267044067},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6576116681098938},{"id":"https://openalex.org/C2779916870","wikidata":"https://www.wikidata.org/wiki/Q14467155","display_name":"Gaze","level":2,"score":0.6431905031204224},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6169096827507019},{"id":"https://openalex.org/C153050134","wikidata":"https://www.wikidata.org/wiki/Q760256","display_name":"Eye movement","level":2,"score":0.6062576174736023},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5984982848167419},{"id":"https://openalex.org/C192769605","wikidata":"https://www.wikidata.org/wiki/Q1418914","display_name":"Vigilance (psychology)","level":2,"score":0.5064393281936646},{"id":"https://openalex.org/C3020164102","wikidata":"https://www.wikidata.org/wiki/Q2914991","display_name":"Fixation time","level":2,"score":0.5018527507781982},{"id":"https://openalex.org/C2986089797","wikidata":"https://www.wikidata.org/wiki/Q6501338","display_name":"Visual attention","level":3,"score":0.501732349395752},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.29562437534332275},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.19856756925582886},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.18365395069122314},{"id":"https://openalex.org/C548259974","wikidata":"https://www.wikidata.org/wiki/Q569965","display_name":"Audiology","level":1,"score":0.13242313265800476},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D001288","descriptor_name":"Attention","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001288","descriptor_name":"Attention","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001288","descriptor_name":"Attention","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005133","descriptor_name":"Eye Movements","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005133","descriptor_name":"Eye Movements","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005133","descriptor_name":"Eye Movements","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011930","descriptor_name":"Reaction Time","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011930","descriptor_name":"Reaction Time","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011930","descriptor_name":"Reaction Time","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014785","descriptor_name":"Vision, Ocular","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014785","descriptor_name":"Vision, Ocular","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014785","descriptor_name":"Vision, Ocular","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014851","descriptor_name":"Wakefulness","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014851","descriptor_name":"Wakefulness","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D014851","descriptor_name":"Wakefulness","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc.2017.8037359","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2017.8037359","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:29060401","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/29060401","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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320316805","display_name":"University of Sharjah","ror":"https://ror.org/00engpz63"},{"id":"https://openalex.org/F4320321430","display_name":"American University of Sharjah","ror":"https://ror.org/001g2fj96"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W55018851","https://openalex.org/W1981753533","https://openalex.org/W1982273614","https://openalex.org/W2007163867","https://openalex.org/W2007266026","https://openalex.org/W2009214612","https://openalex.org/W2052604480","https://openalex.org/W2062406650","https://openalex.org/W2066941820","https://openalex.org/W2067135396","https://openalex.org/W2088962633","https://openalex.org/W2092588942","https://openalex.org/W2127028540","https://openalex.org/W2316123151","https://openalex.org/W2462761302","https://openalex.org/W2614329671","https://openalex.org/W4235475269","https://openalex.org/W6602235344","https://openalex.org/W6817096785"],"related_works":["https://openalex.org/W2161294397","https://openalex.org/W2012644758","https://openalex.org/W2047559669","https://openalex.org/W2048565825","https://openalex.org/W4387845259","https://openalex.org/W3089421211","https://openalex.org/W1588761193","https://openalex.org/W2753186118","https://openalex.org/W2056921885","https://openalex.org/W2152511669"],"abstract_inverted_index":{"Eye":[0,56],"tracking":[1,16,51],"offers":[2],"a":[3,45,62],"practical":[4],"solution":[5],"for":[6],"monitoring":[7],"cognitive":[8],"performance":[9],"in":[10,17,169,172],"real":[11],"world":[12],"tasks.":[13],"However,":[14],"eye":[15,50],"dynamic":[18],"environments":[19],"is":[20,59,112],"difficult":[21],"due":[22,158],"to":[23,79,94,159],"high":[24],"spatial":[25],"and":[26,33,105,122,140,146],"temporal":[27],"variation":[28],"of":[29,43,83,98],"stimuli,":[30],"needing":[31],"further":[32],"thorough":[34],"investigation.":[35],"In":[36],"this":[37],"paper,":[38],"we":[39],"study":[40],"the":[41,96,102,106,115,119,128,154,165,173],"possibility":[42],"developing":[44],"novel":[46],"computer":[47],"vision":[48],"assisted":[49],"analysis":[52],"by":[53],"using":[54,76],"fixations.":[55],"movement":[57],"data":[58,143],"obtained":[60],"from":[61,164],"long":[63],"duration":[64],"naturalistic":[65],"driving":[66],"experiment.":[67],"Source":[68],"invariant":[69],"feature":[70],"transform":[71],"(SIFT)":[72],"algorithm":[73],"was":[74,92,135],"implemented":[75],"VLFeat":[77],"toolbox":[78],"identify":[80],"multiple":[81],"areas":[82],"interest":[84],"(AOIs).":[85],"A":[86],"new":[87],"measure":[88],"called":[89],"`fixation":[90],"score'":[91],"defined":[93],"understand":[95],"dynamics":[97],"fixation":[99,138,155],"position":[100],"between":[101,137],"target":[103,108,120,166],"AOI":[104,121],"non":[107],"AOIs.":[109,130],"Fixation":[110],"score":[111,139,156],"maximum":[113],"when":[114,124],"subjects":[116],"focus":[117],"on":[118],"diminishes":[123],"they":[125],"gaze":[126],"at":[127],"non-target":[129],"Statistically":[131],"significant":[132],"negative":[133],"correlation":[134],"found":[136],"reaction":[141,174],"time":[142],"(r":[144],"=-0.2253":[145],"p<;0.05).":[147],"This":[148],"implies":[149],"that":[150],"with":[151],"vigilance":[152],"decrement,":[153],"decreases":[157],"visual":[160],"attention":[161],"shifting":[162],"away":[163],"objects":[167],"resulting":[168],"an":[170],"increase":[171],"time.":[175]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
