{"id":"W4405109611","doi":"10.2139/ssrn.5046391","title":"An Improved Lightweight Detection Algorithm for Unmanned Aerial Vehicles Scenes Based on You Only Look Once Version 8","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Advanced Measurement and Detection Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Computer science; Artificial intelligence; Computer vision; Algorithm","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000427787,0.0007876367,0.0008985719,0.0009374897,0.0005115226,0.001145427,0.001182602,0.0009640245,0.01010564],"category_scores_gemma":[0.001370254,0.0005608356,0.0007301958,0.0006831465,0.0003070283,0.001560214,0.001359938,0.001053287,0.005938589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00029514,"about_ca_system_score_gemma":0.0008886018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003136778,"about_ca_topic_score_gemma":0.006123947,"domain_scores_codex":[0.9994286,0.00003690751,0.00002527452,0.0001310715,0.0002992956,0.00007893021],"domain_scores_gemma":[0.9991845,0.0001060105,0.00004688334,0.0002887213,0.000334299,0.00003940687],"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":[0.0004562019,0.0001489851,0.001215112,0.0001499313,0.00007977717,0.0001622446,0.0000767323,0.01149039,0.1499868,0.006756382,0.02018049,0.809297],"study_design_scores_gemma":[0.0000749114,0.0001555127,0.003371706,0.00002502259,0.00006066718,0.0004051747,0.00004233528,0.876684,0.090179,0.004973948,0.02395524,0.00007246958],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01511251,0.0001786247,0.9769068,0.000110461,0.0002659261,0.0001017949,0.0003155057,0.004921691,0.002086603],"genre_scores_gemma":[0.09603262,0.000170924,0.8868439,0.0002004548,0.0001309464,0.0001784496,0.001621683,0.0007641532,0.01405687],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01010564,"threshold_uncertainty_score":0.03380674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0104728787380042,"score_gpt":0.2640221703939924,"score_spread":0.2535492916559882,"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."}}