{"id":"https://openalex.org/W7163185578","doi":"https://doi.org/10.1016/j.procs.2026.04.031","title":"A Real-Time AI Vision-Based Vehicle Counting Smart Sensor on the Jetson Orin Nano","display_name":"A Real-Time AI Vision-Based Vehicle Counting Smart Sensor on the Jetson Orin Nano","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7163185578","doi":"https://doi.org/10.1016/j.procs.2026.04.031"},"language":"en","primary_location":{"id":"doi:10.1016/j.procs.2026.04.031","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2026.04.031","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.1016/j.procs.2026.04.031","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5137673573","display_name":"Hamza Elouiaazzani","orcid":null},"institutions":[{"id":"https://openalex.org/I119856527","display_name":"Cadi Ayyad University","ror":"https://ror.org/04xf6nm78","country_code":"MA","type":"education","lineage":["https://openalex.org/I119856527"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Hamza Elouiaazzani","raw_affiliation_strings":["UMMISCO, UCA/FSSM/IRD, Marrakech, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UMMISCO, UCA/FSSM/IRD, Marrakech, Morocco","institution_ids":["https://openalex.org/I119856527"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137633952","display_name":"Nicolas Marilleau","orcid":null},"institutions":[{"id":"https://openalex.org/I4210153851","display_name":"Unit\u00e9 de Mod\u00e9lisation Math\u00e9matique et Informatique des Syst\u00e8mes Complexes","ror":"https://ror.org/053kxkj53","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1327553481","https://openalex.org/I154202486","https://openalex.org/I2799535048","https://openalex.org/I2802818602","https://openalex.org/I39804081","https://openalex.org/I4210088668","https://openalex.org/I4210090127","https://openalex.org/I4210113730","https://openalex.org/I4210131494","https://openalex.org/I4210153851","https://openalex.org/I4210166444","https://openalex.org/I4405257220"]},{"id":"https://openalex.org/I4210166444","display_name":"Institut de Recherche pour le D\u00e9veloppement","ror":"https://ror.org/05q3vnk25","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1327553481","https://openalex.org/I154202486","https://openalex.org/I2799535048","https://openalex.org/I2802818602","https://openalex.org/I4210088668","https://openalex.org/I4210090127","https://openalex.org/I4210113730","https://openalex.org/I4210131494","https://openalex.org/I4210166444","https://openalex.org/I4405257220"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Nicolas Marilleau","raw_affiliation_strings":["UMMISCO, IRD/SU/UMLP, Paris, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UMMISCO, IRD/SU/UMLP, Paris, France","institution_ids":["https://openalex.org/I4210153851","https://openalex.org/I4210166444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045821618","display_name":"Tri Nguyen-Huu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210153851","display_name":"Unit\u00e9 de Mod\u00e9lisation Math\u00e9matique et Informatique des Syst\u00e8mes Complexes","ror":"https://ror.org/053kxkj53","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1327553481","https://openalex.org/I154202486","https://openalex.org/I2799535048","https://openalex.org/I2802818602","https://openalex.org/I39804081","https://openalex.org/I4210088668","https://openalex.org/I4210090127","https://openalex.org/I4210113730","https://openalex.org/I4210131494","https://openalex.org/I4210153851","https://openalex.org/I4210166444","https://openalex.org/I4405257220"]},{"id":"https://openalex.org/I4210166444","display_name":"Institut de Recherche pour le D\u00e9veloppement","ror":"https://ror.org/05q3vnk25","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1327553481","https://openalex.org/I154202486","https://openalex.org/I2799535048","https://openalex.org/I2802818602","https://openalex.org/I4210088668","https://openalex.org/I4210090127","https://openalex.org/I4210113730","https://openalex.org/I4210131494","https://openalex.org/I4210166444","https://openalex.org/I4405257220"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Tri Nguyen-Huu","raw_affiliation_strings":["UMMISCO, IRD/SU, Paris, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UMMISCO, IRD/SU, Paris, France","institution_ids":["https://openalex.org/I4210153851","https://openalex.org/I4210166444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022041000","display_name":"Ahmed Laatabi","orcid":"https://orcid.org/0000-0003-2956-5358"},"institutions":[{"id":"https://openalex.org/I4210153608","display_name":"Universit\u00e9 Moulay Ismail de Meknes","ror":"https://ror.org/04cnscd67","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210153608"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Ahmed Laatabi","raw_affiliation_strings":["ModEC/LM2I, ENSAM/UMI, Mekn\u00e8s, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ModEC/LM2I, ENSAM/UMI, Mekn\u00e8s, Morocco","institution_ids":["https://openalex.org/I4210153608"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080386593","display_name":"Mohamed Ait Babram","orcid":null},"institutions":[{"id":"https://openalex.org/I119856527","display_name":"Cadi Ayyad University","ror":"https://ror.org/04xf6nm78","country_code":"MA","type":"education","lineage":["https://openalex.org/I119856527"]},{"id":"https://openalex.org/I4210147360","display_name":"Sup de Co Marrakech","ror":"https://ror.org/03ez88s78","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210147360"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Mohamed Ait Babram","raw_affiliation_strings":["Mathematics, FSTG/UCA, Marrakech, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mathematics, FSTG/UCA, Marrakech, Morocco","institution_ids":["https://openalex.org/I4210147360","https://openalex.org/I119856527"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5137673573"],"corresponding_institution_ids":["https://openalex.org/I119856527"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.87637116,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"280","issue":null,"first_page":"228","last_page":"236"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.3203999996185303,"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"}},"topics":[{"id":"https://openalex.org/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.3203999996185303,"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/T12406","display_name":"IoT and GPS-based Vehicle Safety Systems","score":0.07440000027418137,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T11099","display_name":"Autonomous Vehicle Technology and Safety","score":0.06729999929666519,"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/frame","display_name":"Frame (networking)","score":0.6452000141143799},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.5539000034332275},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5212000012397766},{"id":"https://openalex.org/keywords/traffic-congestion","display_name":"Traffic congestion","score":0.4754999876022339},{"id":"https://openalex.org/keywords/intelligent-sensor","display_name":"Intelligent sensor","score":0.4124999940395355},{"id":"https://openalex.org/keywords/pipeline-transport","display_name":"Pipeline transport","score":0.3677000105381012}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7318999767303467},{"id":"https://openalex.org/C126042441","wikidata":"https://www.wikidata.org/wiki/Q1324888","display_name":"Frame (networking)","level":2,"score":0.6452000141143799},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.5539000034332275},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5212000012397766},{"id":"https://openalex.org/C2779888511","wikidata":"https://www.wikidata.org/wiki/Q244156","display_name":"Traffic congestion","level":2,"score":0.4754999876022339},{"id":"https://openalex.org/C171146098","wikidata":"https://www.wikidata.org/wiki/Q124192","display_name":"Automotive engineering","level":1,"score":0.45489999651908875},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.453000009059906},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.42289999127388},{"id":"https://openalex.org/C176563091","wikidata":"https://www.wikidata.org/wiki/Q669238","display_name":"Intelligent sensor","level":3,"score":0.4124999940395355},{"id":"https://openalex.org/C175309249","wikidata":"https://www.wikidata.org/wiki/Q725864","display_name":"Pipeline transport","level":2,"score":0.3677000105381012},{"id":"https://openalex.org/C2777103469","wikidata":"https://www.wikidata.org/wiki/Q1231558","display_name":"Smart city","level":3,"score":0.3449999988079071},{"id":"https://openalex.org/C47796450","wikidata":"https://www.wikidata.org/wiki/Q508378","display_name":"Intelligent transportation system","level":2,"score":0.33500000834465027},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.33309999108314514},{"id":"https://openalex.org/C2780357685","wikidata":"https://www.wikidata.org/wiki/Q154357","display_name":"Nano-","level":2,"score":0.3188000023365021},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.29249998927116394},{"id":"https://openalex.org/C2985695025","wikidata":"https://www.wikidata.org/wiki/Q4323994","display_name":"Road traffic","level":2,"score":0.2784999907016754},{"id":"https://openalex.org/C2909468537","wikidata":"https://www.wikidata.org/wiki/Q58734","display_name":"Environmental pollution","level":2,"score":0.27379998564720154},{"id":"https://openalex.org/C159234332","wikidata":"https://www.wikidata.org/wiki/Q1172468","display_name":"Data logger","level":2,"score":0.2524000108242035}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.procs.2026.04.031","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2026.04.031","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1016/j.procs.2026.04.031","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.procs.2026.04.031","pdf_url":null,"source":{"id":"https://openalex.org/S120348307","display_name":"Procedia Computer Science","issn_l":"1877-0509","issn":["1877-0509"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Procedia Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities","score":0.7864789962768555}],"awards":[],"funders":[{"id":"https://openalex.org/F4320316682","display_name":"Universit\u00e9 Mohammed VI Polytechnique","ror":"https://ror.org/03xc55g68"},{"id":"https://openalex.org/F4320323771","display_name":"Centre National pour la Recherche Scientifique et Technique","ror":"https://ror.org/00675rp98"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W2770817681","https://openalex.org/W2892811213","https://openalex.org/W3038916694","https://openalex.org/W3182706339","https://openalex.org/W4319866011","https://openalex.org/W4387490686","https://openalex.org/W4393153514","https://openalex.org/W4407003061"],"related_works":[],"abstract_inverted_index":{"Accurate":[0],"vehicle":[1,66],"counting":[2,67],"is":[3],"essential":[4],"for":[5],"urban":[6],"mobility":[7],"and":[8,17,59],"environmental":[9],"health":[10],"applications,":[11],"including":[12],"pollution":[13],"modeling,":[14],"congestion":[15],"analysis,":[16],"traffic":[18],"simulation.":[19],"This":[20],"paper":[21],"presents":[22],"an":[23,30],"empirical":[24],"study":[25],"conducted":[26],"in":[27],"Marrakech":[28],"evaluating":[29],"AI":[31],"vision-based":[32],"smart":[33],"sensor":[34],"built":[35],"on":[36],"a":[37,46,50,60],"low-cost":[38],"Jetson":[39],"Orin":[40],"Nano.":[41],"Our":[42],"results":[43],"show":[44],"that":[45],"software":[47],"pipeline":[48],"combining":[49],"frame":[51],"grabber,":[52],"video":[53],"strider,":[54],"YOLO12n":[55],"detector,":[56],"OcSORT":[57],"tracker,":[58],"line-vicinity":[61],"counter":[62],"delivers":[63],"reliable,":[64],"real-time":[65],"performance.":[68]},"counts_by_year":[],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2026-06-03T00:00:00"}