{"id":"W4400042718","doi":"10.18280/ts.410326","title":"Vehicle Type and Speed Detection on Android Devices Using YOLO V5 and MobileNet","year":2024,"lang":"en","type":"article","venue":"Traitement du signal","topic":"IoT and GPS-based Vehicle Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Android (operating system); Computer science; Android application; Automotive engineering; Operating system; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001591516,0.0009045118,0.0006713565,0.001617367,0.0001297274,0.0004625712,0.0008100399,0.0003521449,0.008758692],"category_scores_gemma":[0.0006666086,0.0002462324,0.0003292908,0.0006152631,0.0001184154,0.0005572092,0.0005254301,0.0002961911,0.003249373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003054013,"about_ca_system_score_gemma":0.0003518055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007852998,"about_ca_topic_score_gemma":0.01173463,"domain_scores_codex":[0.99984,0.0000115777,0.00001754679,0.00005501372,0.00004672446,0.00002909109],"domain_scores_gemma":[0.9998449,0.00002837295,0.00002586707,0.00002733913,0.00005816623,0.00001529228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002751518,0.0008014988,0.02524288,0.00216307,0.0005769478,0.001023218,0.000398456,0.0227245,0.06347603,0.00225359,0.1048743,0.7737141],"study_design_scores_gemma":[0.0003419135,0.001181925,0.105152,0.0003905247,0.0002923322,0.001345416,0.0003869505,0.6855587,0.1210438,0.002526494,0.08145063,0.0003291874],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3770166,0.002399086,0.2462793,0.0004082962,0.0005659101,0.001849713,0.06242306,0.2787499,0.03030813],"genre_scores_gemma":[0.7700928,0.001008957,0.147806,0.0003936344,0.0001095889,0.001256675,0.05882973,0.001797018,0.0187056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008758692,"threshold_uncertainty_score":0.02930075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01460059567432231,"score_gpt":0.223711306431683,"score_spread":0.2091107107573607,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}