{"id":"https://openalex.org/W1908338658","doi":"https://doi.org/10.1109/avss.2015.7301729","title":"Driver aggressiveness detection using visual information from forward camera","display_name":"Driver aggressiveness detection using visual information from forward camera","publication_year":2015,"publication_date":"2015-08-01","ids":{"openalex":"https://openalex.org/W1908338658","doi":"https://doi.org/10.1109/avss.2015.7301729","mag":"1908338658"},"language":"en","primary_location":{"id":"doi:10.1109/avss.2015.7301729","is_oa":false,"landing_page_url":"https://doi.org/10.1109/avss.2015.7301729","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 12th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5048108579","display_name":"\u00d6m\u00fcrcan Kumtepe","orcid":"https://orcid.org/0000-0001-9408-0010"},"institutions":[{"id":"https://openalex.org/I201799495","display_name":"Middle East Technical University","ror":"https://ror.org/014weej12","country_code":"TR","type":"education","lineage":["https://openalex.org/I201799495"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Omurcan Kumtepe","raw_affiliation_strings":["Department of Electrical and Electronics Engineering, Middle East Technical University, Cankaya, Ankara, Turkey","Middle East Technical University, Department of Electrical and Electronics Engineering, Dumplupinar Blv. No.1 06800 Cankaya Ankara Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronics Engineering, Middle East Technical University, Cankaya, Ankara, Turkey","institution_ids":["https://openalex.org/I201799495"]},{"raw_affiliation_string":"Middle East Technical University, Department of Electrical and Electronics Engineering, Dumplupinar Blv. No.1 06800 Cankaya Ankara Turkey","institution_ids":["https://openalex.org/I201799495"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009437653","display_name":"G\u00f6zde Bozda\u011f\u0131 Akar","orcid":"https://orcid.org/0000-0002-4227-5606"},"institutions":[{"id":"https://openalex.org/I201799495","display_name":"Middle East Technical University","ror":"https://ror.org/014weej12","country_code":"TR","type":"education","lineage":["https://openalex.org/I201799495"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Gozde Bozdagi Akar","raw_affiliation_strings":["Department of Electrical and Electronics Engineering, Middle East Technical University, Cankaya, Ankara, Turkey","Middle East Technical University, Department of Electrical and Electronics Engineering, Dumplupinar Blv. No.1 06800 Cankaya Ankara Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronics Engineering, Middle East Technical University, Cankaya, Ankara, Turkey","institution_ids":["https://openalex.org/I201799495"]},{"raw_affiliation_string":"Middle East Technical University, Department of Electrical and Electronics Engineering, Dumplupinar Blv. No.1 06800 Cankaya Ankara Turkey","institution_ids":["https://openalex.org/I201799495"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081381110","display_name":"Enes Y\u00fcnc\u00fc","orcid":null},"institutions":[{"id":"https://openalex.org/I201799495","display_name":"Middle East Technical University","ror":"https://ror.org/014weej12","country_code":"TR","type":"education","lineage":["https://openalex.org/I201799495"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Enes Yuncu","raw_affiliation_strings":["ISSD Electronics, METU Technopolis, Cankaya, Ankara, Turkey","ISSD Electronics, METU Technopolis, Dumplupinar Blv. No.1 06800 Cankaya Ankara Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ISSD Electronics, METU Technopolis, Cankaya, Ankara, Turkey","institution_ids":[]},{"raw_affiliation_string":"ISSD Electronics, METU Technopolis, Dumplupinar Blv. No.1 06800 Cankaya Ankara Turkey","institution_ids":["https://openalex.org/I201799495"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I201799495"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11099","display_name":"Autonomous Vehicle Technology and Safety","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T11099","display_name":"Autonomous Vehicle Technology and Safety","score":0.9995999932289124,"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"}},{"id":"https://openalex.org/T10370","display_name":"Traffic and Road Safety","score":0.9980000257492065,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.992900013923645,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7516846656799316},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5830076932907104},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5629810094833374},{"id":"https://openalex.org/keywords/collision","display_name":"Collision","score":0.5149543881416321},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5121374130249023},{"id":"https://openalex.org/keywords/aggressive-driving","display_name":"Aggressive driving","score":0.4882493317127228},{"id":"https://openalex.org/keywords/advanced-driver-assistance-systems","display_name":"Advanced driver assistance systems","score":0.4816945493221283},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4726506769657135},{"id":"https://openalex.org/keywords/road-traffic","display_name":"Road traffic","score":0.4407614469528198},{"id":"https://openalex.org/keywords/poison-control","display_name":"Poison control","score":0.27640336751937866},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.2050938606262207},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14332497119903564},{"id":"https://openalex.org/keywords/human-factors-and-ergonomics","display_name":"Human factors and ergonomics","score":0.11447513103485107},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.11198422312736511}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7516846656799316},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5830076932907104},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5629810094833374},{"id":"https://openalex.org/C121704057","wikidata":"https://www.wikidata.org/wiki/Q352070","display_name":"Collision","level":2,"score":0.5149543881416321},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5121374130249023},{"id":"https://openalex.org/C2778950892","wikidata":"https://www.wikidata.org/wiki/Q4692276","display_name":"Aggressive driving","level":4,"score":0.4882493317127228},{"id":"https://openalex.org/C87833898","wikidata":"https://www.wikidata.org/wiki/Q1060280","display_name":"Advanced driver assistance systems","level":2,"score":0.4816945493221283},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4726506769657135},{"id":"https://openalex.org/C2985695025","wikidata":"https://www.wikidata.org/wiki/Q4323994","display_name":"Road traffic","level":2,"score":0.4407614469528198},{"id":"https://openalex.org/C3017944768","wikidata":"https://www.wikidata.org/wiki/Q1450463","display_name":"Poison control","level":2,"score":0.27640336751937866},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2050938606262207},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14332497119903564},{"id":"https://openalex.org/C166735990","wikidata":"https://www.wikidata.org/wiki/Q1750812","display_name":"Human factors and ergonomics","level":3,"score":0.11447513103485107},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.11198422312736511},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","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},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/avss.2015.7301729","is_oa":false,"landing_page_url":"https://doi.org/10.1109/avss.2015.7301729","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 12th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS)","raw_type":"proceedings-article"},{"id":"pmh:oai:open.metu.edu.tr:11511/54735","is_oa":false,"landing_page_url":"https://hdl.handle.net/11511/54735","pdf_url":null,"source":{"id":"https://openalex.org/S4306402495","display_name":"OpenMETU (Middle East Technical University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I201799495","host_organization_name":"Middle East Technical University","host_organization_lineage":["https://openalex.org/I201799495"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Paper"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.6600000262260437,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W170770739","https://openalex.org/W2013480952","https://openalex.org/W2018690964","https://openalex.org/W2047030012","https://openalex.org/W2057634636","https://openalex.org/W2085335488","https://openalex.org/W2096233477","https://openalex.org/W2103618108","https://openalex.org/W2119821739","https://openalex.org/W2133648827","https://openalex.org/W2159699682","https://openalex.org/W2164598857","https://openalex.org/W2181845039","https://openalex.org/W4239510810","https://openalex.org/W6686211931"],"related_works":["https://openalex.org/W3113932901","https://openalex.org/W650625605","https://openalex.org/W2801025257","https://openalex.org/W2551285827","https://openalex.org/W1919219501","https://openalex.org/W2027504272","https://openalex.org/W2069703662","https://openalex.org/W4206015373","https://openalex.org/W592147612","https://openalex.org/W4210806492"],"abstract_inverted_index":{"Among":[0],"the":[1,11,19,43,50,84,88,91,104],"human":[2],"related":[3,96],"factors,":[4],"aggressive":[5,127],"driving":[6,128,143],"behavior":[7,45],"is":[8,28,53,79,117,133],"one":[9],"of":[10,14,25,83,103],"major":[12],"causes":[13,37],"traffic":[15],"accidents":[16],"[17].":[17],"On":[18],"other":[20],"hand,":[21],"detection":[22,82],"and":[23,87,93,106,145],"characterization":[24],"driver":[26,44,66,124],"aggressiveness":[27,67],"a":[29,62,115,136],"challenging":[30],"task":[31],"since":[32],"there":[33],"exist":[34],"different":[35,56,142],"psychological":[36],"behind":[38],"it.":[39],"However,":[40],"information":[41,71,95],"about":[42],"could":[46],"be":[47],"extracted":[48,113],"from":[49],"data":[51],"that":[52],"collected":[54],"via":[55],"sensing":[57],"devices.":[58],"This":[59],"paper":[60],"presents":[61],"method":[63,78,132,139],"to":[64,121],"detect":[65,122],"using":[68,140],"only":[69],"visual":[70],"provided":[72],"by":[73,135],"forward":[74,108],"camera.":[75],"The":[76,130],"proposed":[77,131],"based":[80],"on":[81,90],"road":[85,92,98],"lines":[86],"vehicles":[89],"extracts":[94],"with":[97],"lane":[99],"departure":[100],"rate,":[101],"speed":[102],"vehicle":[105],"possible":[107],"collision":[109],"time.":[110],"Using":[111],"these":[112],"features,":[114],"classifier":[116],"utilized":[118],"in":[119],"order":[120],"if":[123],"shows":[125],"an":[126],"behavior.":[129],"tested":[134],"subjective":[137],"testing":[138],"76":[141],"sessions":[144],"achieved":[146],"90.4%":[147],"success.":[148]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2018,"cited_by_count":2},{"year":2016,"cited_by_count":1}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}