{"id":"W4386282558","doi":"10.18280/ts.400401","title":"The Evaluation of Nature-Inspired Optimization Techniques for Contrast Enhancement in Images: A Novel Software Tool","year":2023,"lang":"en","type":"article","venue":"Traitement du signal","topic":"Image Processing Techniques and Applications","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Contrast (vision); Computer science; Contrast enhancement; Software; Artificial intelligence; Computer vision; Pattern recognition (psychology); Programming language; Medicine; Radiology","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":[0.0009219613,0.00009805145,0.00009907795,0.00008758665,0.0000865996,0.00003793043,0.0001351679,0.00006372557,0.00001827734],"category_scores_gemma":[0.00005464388,0.00008354758,0.00003835577,0.0002750688,0.00002757906,0.0000946981,0.00001477537,0.0000817772,7.25915e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009263062,"about_ca_system_score_gemma":0.00003483553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002774971,"about_ca_topic_score_gemma":0.000003647097,"domain_scores_codex":[0.9991444,0.00001252057,0.0003026859,0.0001231443,0.0002515747,0.0001656575],"domain_scores_gemma":[0.9995252,0.00008357463,0.00005962777,0.0001170187,0.0002018195,0.00001279064],"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":[0.00005961896,0.000214465,0.00007861557,0.0003163321,0.0000679412,3.222508e-7,0.0003838433,0.2808936,0.2775027,0.002144781,0.005905021,0.4324328],"study_design_scores_gemma":[0.0004894052,0.00003837493,0.0002717134,0.00007682354,0.00002709856,2.871799e-7,0.00003564461,0.7957257,0.2012446,0.0008344693,0.001150439,0.0001054878],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004739623,0.0001394262,0.9929481,0.0001808186,0.00003328994,0.001350571,0.00005087279,0.0004232994,0.0001339613],"genre_scores_gemma":[0.8864653,0.00007276046,0.1105528,0.00003104635,0.00004190878,0.002682615,0.0001119446,0.00002410997,0.00001759532],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8823954,"threshold_uncertainty_score":0.3406972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02154914550366942,"score_gpt":0.2949820146891943,"score_spread":0.2734328691855249,"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."}}