{"id":"W3014415704","doi":"10.1109/cvpr42600.2020.00147","title":"Deep White-Balance Editing","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Color Science and Applications","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Color balance; Computer science; Rendering (computer graphics); Artificial intelligence; RGB color model; Computer vision; Color space; Color image; Computer graphics (images); Image (mathematics); Image processing","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003763699,0.00010478,0.0001212384,0.00001410063,0.00007884589,0.0000934492,0.0003218325,0.00003068587,0.001381009],"category_scores_gemma":[0.000002267328,0.00009821955,0.00008067983,0.00009804933,0.00002402482,0.0000349855,0.0004147593,0.0002594943,0.0003113633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008226735,"about_ca_system_score_gemma":0.00005342108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006652958,"about_ca_topic_score_gemma":0.000004265069,"domain_scores_codex":[0.9993147,0.000005950786,0.0001255176,0.0003143281,0.00009782232,0.0001416882],"domain_scores_gemma":[0.9995549,0.00001390186,0.00008143087,0.0002483126,0.00003107934,0.00007042281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003921923,0.0002303811,0.2667531,0.00008270042,0.00009431711,0.000002258308,0.001968908,0.01068364,0.001365626,0.5214253,0.08745837,0.1099314],"study_design_scores_gemma":[0.0004487185,0.00003560785,0.01468625,0.0001126073,0.00009749393,5.021305e-7,0.002942764,0.394937,0.003943411,0.447575,0.1337599,0.00146085],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008144885,0.0000146513,0.5598023,0.008744667,0.0003559906,0.0002871419,0.0000312976,0.0001159207,0.4225031],"genre_scores_gemma":[0.9926697,6.02358e-7,0.004434959,0.0002084425,0.001430136,0.0001153297,0.00007044406,0.000007120253,0.001063291],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9845248,"threshold_uncertainty_score":0.9995319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01754135776600798,"score_gpt":0.2705147933311318,"score_spread":0.2529734355651238,"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."}}