{"id":"https://openalex.org/W3123894539","doi":"https://doi.org/10.1145/3411764.3445563","title":"DeepTake: Prediction of Driver Takeover Behavior using Multimodal Data","display_name":"DeepTake: Prediction of Driver Takeover Behavior using Multimodal Data","publication_year":2021,"publication_date":"2021-05-06","ids":{"openalex":"https://openalex.org/W3123894539","doi":"https://doi.org/10.1145/3411764.3445563","mag":"3123894539"},"language":"en","primary_location":{"id":"doi:10.1145/3411764.3445563","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3411764.3445563","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2012.15441","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5030803226","display_name":"Erfan Pakdamanian","orcid":"https://orcid.org/0000-0003-4863-4910"},"institutions":[{"id":"https://openalex.org/I51556381","display_name":"University of Virginia","ror":"https://ror.org/0153tk833","country_code":"US","type":"education","lineage":["https://openalex.org/I51556381"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Erfan Pakdamanian","raw_affiliation_strings":["Systems and Information Engineering University of Virginia, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Systems and Information Engineering University of Virginia, United States","institution_ids":["https://openalex.org/I51556381"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002868004","display_name":"Shili Sheng","orcid":"https://orcid.org/0000-0002-4491-5398"},"institutions":[{"id":"https://openalex.org/I51556381","display_name":"University of Virginia","ror":"https://ror.org/0153tk833","country_code":"US","type":"education","lineage":["https://openalex.org/I51556381"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shili Sheng","raw_affiliation_strings":["Systems and Information Engineering University of Virginia, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Systems and Information Engineering University of Virginia, United States","institution_ids":["https://openalex.org/I51556381"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015974189","display_name":"Sonia Baee","orcid":"https://orcid.org/0000-0001-7886-8078"},"institutions":[{"id":"https://openalex.org/I51556381","display_name":"University of Virginia","ror":"https://ror.org/0153tk833","country_code":"US","type":"education","lineage":["https://openalex.org/I51556381"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sonia Baee","raw_affiliation_strings":["University of Virginia, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Virginia, United States","institution_ids":["https://openalex.org/I51556381"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082876798","display_name":"Seongkook Heo","orcid":"https://orcid.org/0000-0003-2004-4812"},"institutions":[{"id":"https://openalex.org/I51556381","display_name":"University of Virginia","ror":"https://ror.org/0153tk833","country_code":"US","type":"education","lineage":["https://openalex.org/I51556381"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Seongkook Heo","raw_affiliation_strings":["Department of Computer Science University of Virginia, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science University of Virginia, United States","institution_ids":["https://openalex.org/I51556381"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103213461","display_name":"Sarit Kraus","orcid":"https://orcid.org/0000-0003-4672-623X"},"institutions":[{"id":"https://openalex.org/I13955877","display_name":"Bar-Ilan University","ror":"https://ror.org/03kgsv495","country_code":"IL","type":"education","lineage":["https://openalex.org/I13955877"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Sarit Kraus","raw_affiliation_strings":["Dept. of Computer Science Bar-Ilan Univ., Israel"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science Bar-Ilan Univ., Israel","institution_ids":["https://openalex.org/I13955877"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103024138","display_name":"Lu Feng","orcid":"https://orcid.org/0000-0002-4651-8441"},"institutions":[{"id":"https://openalex.org/I51556381","display_name":"University of Virginia","ror":"https://ror.org/0153tk833","country_code":"US","type":"education","lineage":["https://openalex.org/I51556381"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lu Feng","raw_affiliation_strings":["Computer Science University of Virginia, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science University of Virginia, United States","institution_ids":["https://openalex.org/I51556381"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":11.984,"has_fulltext":false,"cited_by_count":78,"citation_normalized_percentile":{"value":0.98981346,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"14"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10525","display_name":"Human-Automation Interaction and Safety","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10525","display_name":"Human-Automation Interaction and Safety","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10370","display_name":"Traffic and Road Safety","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11099","display_name":"Autonomous Vehicle Technology and Safety","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/computer-science","display_name":"Computer science","score":0.7471919059753418},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6955923438072205},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.6426501870155334},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.5909735560417175},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.48908740282058716},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4718102216720581},{"id":"https://openalex.org/keywords/biometrics","display_name":"Biometrics","score":0.42883968353271484},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.34984201192855835},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34389305114746094}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7471919059753418},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6955923438072205},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.6426501870155334},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.5909735560417175},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.48908740282058716},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4718102216720581},{"id":"https://openalex.org/C184297639","wikidata":"https://www.wikidata.org/wiki/Q177765","display_name":"Biometrics","level":2,"score":0.42883968353271484},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.34984201192855835},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34389305114746094},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3411764.3445563","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3411764.3445563","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2012.15441","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2012.15441","pdf_url":"https://arxiv.org/pdf/2012.15441","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2012.15441","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2012.15441","pdf_url":"https://arxiv.org/pdf/2012.15441","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":77,"referenced_works":["https://openalex.org/W1544784425","https://openalex.org/W1990715088","https://openalex.org/W1996299251","https://openalex.org/W2004210413","https://openalex.org/W2014745410","https://openalex.org/W2020693741","https://openalex.org/W2024529169","https://openalex.org/W2038704458","https://openalex.org/W2074331253","https://openalex.org/W2082781112","https://openalex.org/W2117074369","https://openalex.org/W2140205964","https://openalex.org/W2148143831","https://openalex.org/W2154607045","https://openalex.org/W2157289187","https://openalex.org/W2301212998","https://openalex.org/W2329754053","https://openalex.org/W2340043522","https://openalex.org/W2406655462","https://openalex.org/W2475584958","https://openalex.org/W2560274474","https://openalex.org/W2562982737","https://openalex.org/W2565891751","https://openalex.org/W2579937995","https://openalex.org/W2581056135","https://openalex.org/W2593308333","https://openalex.org/W2601361962","https://openalex.org/W2611763466","https://openalex.org/W2739728427","https://openalex.org/W2743280949","https://openalex.org/W2750875423","https://openalex.org/W2766976174","https://openalex.org/W2772350555","https://openalex.org/W2773870697","https://openalex.org/W2775450822","https://openalex.org/W2780414687","https://openalex.org/W2790447005","https://openalex.org/W2808213066","https://openalex.org/W2809859246","https://openalex.org/W2810658541","https://openalex.org/W2888173130","https://openalex.org/W2890739929","https://openalex.org/W2892037696","https://openalex.org/W2894320118","https://openalex.org/W2904607875","https://openalex.org/W2905986839","https://openalex.org/W2913505839","https://openalex.org/W2915768693","https://openalex.org/W2919609362","https://openalex.org/W2925317680","https://openalex.org/W2926174786","https://openalex.org/W2947652593","https://openalex.org/W2949876691","https://openalex.org/W2973161263","https://openalex.org/W2977582011","https://openalex.org/W2983917401","https://openalex.org/W2991158485","https://openalex.org/W2991454392","https://openalex.org/W3003266444","https://openalex.org/W3004026727","https://openalex.org/W3005933620","https://openalex.org/W3007957934","https://openalex.org/W3008238543","https://openalex.org/W3029812539","https://openalex.org/W3044413741","https://openalex.org/W3088426660","https://openalex.org/W3094387283","https://openalex.org/W3102557201","https://openalex.org/W3119560091","https://openalex.org/W3144480788","https://openalex.org/W4225555528","https://openalex.org/W4230663951","https://openalex.org/W4232236091","https://openalex.org/W4254122150","https://openalex.org/W4256197684","https://openalex.org/W4289291861","https://openalex.org/W4293872590"],"related_works":["https://openalex.org/W2384667405","https://openalex.org/W2389266787","https://openalex.org/W2363885542","https://openalex.org/W2387206255","https://openalex.org/W2355570285","https://openalex.org/W2364958354","https://openalex.org/W2352797113","https://openalex.org/W2372137583","https://openalex.org/W2374872591","https://openalex.org/W1548050717"],"abstract_inverted_index":{"Automated":[0],"vehicles":[1,24],"promise":[2],"a":[3,19,60,76],"future":[4],"where":[5],"drivers":[6,35],"can":[7],"engage":[8],"in":[9,104],"non-driving":[10,105],"tasks":[11],"without":[12],"hands":[13],"on":[14,165],"the":[15,31,47,66,92,100,119,141,177],"steering":[16],"wheels":[17],"for":[18,49,176],"prolonged":[20],"period.":[21],"Nevertheless,":[22],"automated":[23],"may":[25,68],"still":[26],"need":[27,48],"to":[28,34,37,58,71,89,96],"occasionally":[29],"hand":[30],"control":[32,101],"back":[33],"due":[36],"technology":[38],"limitations":[39],"and":[40,55,114,123,145,153,170,183],"legal":[41],"requirements.":[42],"While":[43],"some":[44],"systems":[45],"determine":[46],"driver":[50,53,67,93,112,167,181],"takeover":[51,61,87,142,168],"using":[52,131],"context":[54],"road":[56],"condition":[57],"initiate":[59],"request,":[62],"studies":[63],"show":[64,136],"that":[65,82,91,137,159],"not":[69],"react":[70],"it.":[72],"We":[73,127],"present":[74],"DeepTake,":[75],"novel":[77],"deep":[78],"neural":[79],"network-based":[80],"framework":[81],"predicts":[83,118,140],"multiple":[84,132],"aspects":[85],"of":[86,125,150,180],"behavior":[88],"ensure":[90],"is":[94],"able":[95],"safely":[97],"take":[98],"over":[99],"when":[102],"engaged":[103],"tasks.":[106],"Using":[107],"features":[108],"from":[109],"vehicle":[110],"data,":[111],"biometrics,":[113],"subjective":[115],"measurements,":[116],"DeepTake":[117,129,138,160],"driver\u2019s":[120],"intention,":[121,143],"time,":[122,144],"quality":[124],"takeover.":[126],"evaluate":[128],"performance":[130],"evaluation":[133],"metrics.":[134],"Results":[135,156],"reliably":[139],"quality,":[146],"with":[147],"an":[148],"accuracy":[149],"96%,":[151],"93%,":[152],"83%,":[154],"respectively.":[155],"also":[157],"indicate":[158],"outperforms":[161],"previous":[162],"state-of-the-art":[163],"methods":[164],"predicting":[166],"time":[169],"quality.":[171],"Our":[172],"findings":[173],"have":[174],"implications":[175],"algorithm":[178],"development":[179],"monitoring":[182],"state":[184],"detection.":[185]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":15},{"year":2024,"cited_by_count":23},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":15},{"year":2021,"cited_by_count":6}],"updated_date":"2026-06-16T09:24:06.705377","created_date":"2025-10-10T00:00:00"}
