{"id":"https://openalex.org/W4402454367","doi":"https://doi.org/10.1145/3674029.3674062","title":"Low Parameter Neural Networks for In-Car Distracted Driver Detection","display_name":"Low Parameter Neural Networks for In-Car Distracted Driver Detection","publication_year":2024,"publication_date":"2024-05-24","ids":{"openalex":"https://openalex.org/W4402454367","doi":"https://doi.org/10.1145/3674029.3674062"},"language":"en","primary_location":{"id":"doi:10.1145/3674029.3674062","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3674029.3674062","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 9th International Conference on Machine Learning Technologies (ICMLT)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hal.science/hal-05405948/document","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5107132641","display_name":"Georgios Markos Chatziloizos","orcid":null},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I1301102746","display_name":"Renault (France)","ror":"https://ror.org/04v98kq37","country_code":"FR","type":"company","lineage":["https://openalex.org/I1301102746"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Georgios Markos Chatziloizos","raw_affiliation_strings":["Renault Group - Ampere, CNRS-i3s, Cote d'Azur University, France"],"raw_orcid":"https://orcid.org/0009-0002-3555-7792","affiliations":[{"raw_affiliation_string":"Renault Group - Ampere, CNRS-i3s, Cote d'Azur University, France","institution_ids":["https://openalex.org/I1301102746","https://openalex.org/I1294671590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009864032","display_name":"Andrea Ancora","orcid":"https://orcid.org/0000-0003-4686-6603"},"institutions":[{"id":"https://openalex.org/I1301102746","display_name":"Renault (France)","ror":"https://ror.org/04v98kq37","country_code":"FR","type":"company","lineage":["https://openalex.org/I1301102746"]},{"id":"https://openalex.org/I4210145913","display_name":"Laboratoire Amp\u00e8re","ror":"https://ror.org/04xbczw40","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I112936343","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I4210095849","https://openalex.org/I4210145913","https://openalex.org/I48430043"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Andrea Ancora","raw_affiliation_strings":["Renault Group - Ampere, France"],"raw_orcid":"https://orcid.org/0000-0003-4686-6603","affiliations":[{"raw_affiliation_string":"Renault Group - Ampere, France","institution_ids":["https://openalex.org/I4210145913","https://openalex.org/I1301102746"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066992384","display_name":"Andrew I. Comport","orcid":"https://orcid.org/0000-0002-3959-3195"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Andrew I. Comport","raw_affiliation_strings":["CNRS-I3S,Cote d' Azur University, France"],"raw_orcid":"https://orcid.org/0000-0002-3959-3195","affiliations":[{"raw_affiliation_string":"CNRS-I3S,Cote d' Azur University, France","institution_ids":["https://openalex.org/I1294671590"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080228164","display_name":"Christian Barat","orcid":null},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Christian Barat","raw_affiliation_strings":["CNRS-I3S,Cote d' Azur University, France"],"raw_orcid":"https://orcid.org/0009-0009-3551-9623","affiliations":[{"raw_affiliation_string":"CNRS-I3S,Cote d' Azur University, France","institution_ids":["https://openalex.org/I1294671590"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5107132641"],"corresponding_institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I1301102746"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.1516421,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"204","last_page":"208"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11099","display_name":"Autonomous Vehicle Technology and Safety","score":0.9994000196456909,"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":0.9994000196456909,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9991000294685364,"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"}},{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.998199999332428,"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/distracted-driving","display_name":"Distracted driving","score":0.6949789524078369},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6337941884994507},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5614815950393677},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.25332021713256836},{"id":"https://openalex.org/keywords/distraction","display_name":"Distraction","score":0.18635565042495728},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.10654851794242859}],"concepts":[{"id":"https://openalex.org/C2776465824","wikidata":"https://www.wikidata.org/wiki/Q5283083","display_name":"Distracted driving","level":3,"score":0.6949789524078369},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6337941884994507},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5614815950393677},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.25332021713256836},{"id":"https://openalex.org/C2776378700","wikidata":"https://www.wikidata.org/wiki/Q3030775","display_name":"Distraction","level":2,"score":0.18635565042495728},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.10654851794242859},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3674029.3674062","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3674029.3674062","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 9th International Conference on Machine Learning Technologies (ICMLT)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-05405948v1","is_oa":true,"landing_page_url":"https://hal.science/hal-05405948","pdf_url":"https://hal.science/hal-05405948/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"38th Annual Conference on Neural Information Processing Systems (NeurIPS) - Workshop on Machine Learning and Compression, Dec 2024, Vancouver, Canada. &#x27E8;10.1145/3674029.3674062&#x27E9;","raw_type":"Conference papers"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-05405948v1","is_oa":true,"landing_page_url":"https://hal.science/hal-05405948","pdf_url":"https://hal.science/hal-05405948/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"38th Annual Conference on Neural Information Processing Systems (NeurIPS) - Workshop on Machine Learning and Compression, Dec 2024, Vancouver, Canada. &#x27E8;10.1145/3674029.3674062&#x27E9;","raw_type":"Conference papers"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321663","display_name":"Association Nationale de la Recherche et de la Technologie","ror":"https://ror.org/00ht2ab73"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4402454367.pdf"},"referenced_works_count":10,"referenced_works":["https://openalex.org/W1500435738","https://openalex.org/W2161969291","https://openalex.org/W2295107390","https://openalex.org/W2991232928","https://openalex.org/W3019172362","https://openalex.org/W3020741887","https://openalex.org/W3035542613","https://openalex.org/W3092544652","https://openalex.org/W3138261736","https://openalex.org/W4285080591"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W3040942229","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278"],"abstract_inverted_index":{"In":[0],"response":[1],"to":[2,14,20,44,50,134],"the":[3,52,56,68,76,88,97,109,123,131],"escalating":[4],"global":[5],"trend":[6],"of":[7,55,73,93,111,125],"increasing":[8],"road":[9],"accidents,":[10],"particularly":[11],"those":[12],"attributed":[13],"distracted":[15,29,46],"driving,":[16],"this":[17],"study":[18],"endeavors":[19],"construct":[21],"a":[22,38,105,119],"precise":[23],"and":[24,31,79,91],"robust":[25],"system":[26,63],"for":[27],"detecting":[28],"drivers":[30,47],"consequently":[32],"issuing":[33],"timely":[34],"warnings.":[35],"We":[36],"propose":[37],"CNN-based":[39],"framework":[40],"designed":[41,102],"not":[42],"only":[43],"identify":[45],"but":[48],"also":[49],"determine":[51],"specific":[53],"cause":[54],"distraction.":[57],"Experimental":[58],"findings":[59],"reveal":[60],"that":[61],"our":[62,82,94,116],"surpasses":[64],"previous":[65],"methodologies":[66],"in":[67,122,130],"literature,":[69],"achieving":[70],"an":[71],"accuracy":[72],"99.31%":[74],"with":[75,81,104,118],"ensemble":[77],"method":[78],"99.46%":[80],"Convolution":[83],"Neural":[84],"Network.":[85],"To":[86],"ensure":[87],"practical":[89],"applicability":[90],"adoption":[92],"models":[95],"within":[96],"car":[98],"manufacturing":[99],"industry,":[100],"we":[101,114],"them":[103],"focus":[106],"on":[107],"minimizing":[108],"number":[110,124],"parameters.":[112],"Furthermore,":[113],"present":[115],"architectures":[117],"substantial":[120],"reduction":[121],"parameters":[126],"from":[127],"140":[128],"million":[129],"original":[132],"VGG-16":[133],"approximately":[135],"200":[136],"thousand.":[137]},"counts_by_year":[],"updated_date":"2026-05-07T13:39:58.223016","created_date":"2025-10-10T00:00:00"}
