{"id":"W3211361940","doi":"10.18280/ria.350504","title":"ETDR: An Exploratory View of Text Detection and Recognition in Images and Videos","year":2021,"lang":"en","type":"article","venue":"Revue d intelligence artificielle","topic":"Handwritten Text Recognition Techniques","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Identification (biology); Information retrieval; Process (computing); Artificial intelligence; Focus (optics); Deep learning","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005063997,0.0001150784,0.0001937532,0.0001758234,0.00006204061,0.00009170629,0.0001556413,0.00007707733,0.00004511279],"category_scores_gemma":[0.0001376642,0.0001274792,0.0000298614,0.00052053,0.00009030552,0.0007941313,0.0001305126,0.0001403836,0.00002714331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002060562,"about_ca_system_score_gemma":0.00003265117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002701284,"about_ca_topic_score_gemma":0.0001238686,"domain_scores_codex":[0.9987397,0.0001757405,0.0003850877,0.000432069,0.0001034605,0.0001639705],"domain_scores_gemma":[0.9991714,0.0001296863,0.00009865347,0.0003296506,0.000195724,0.00007485088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000004068301,0.00008347556,0.0001182618,0.00008363517,0.000002852308,0.00001713933,0.001286695,0.00001000658,0.09144808,0.0003027058,0.00000827059,0.9066348],"study_design_scores_gemma":[0.00004054775,0.000133736,0.0002619966,0.0002203492,0.000004609317,0.00008301674,0.0008586211,0.02558674,0.9569424,0.01540337,0.0003023508,0.0001622548],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3486397,0.001624322,0.6484991,0.0002307787,0.00008994544,0.000220371,0.000004938537,0.0001238764,0.0005669321],"genre_scores_gemma":[0.9830349,0.0018124,0.01492473,0.000101675,0.00002023952,0.00004169134,0.000003810422,0.000009436978,0.00005110742],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9064726,"threshold_uncertainty_score":0.5198449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04491657186143182,"score_gpt":0.277149942805904,"score_spread":0.2322333709444722,"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."}}