{"id":"W3047217131","doi":"10.1002/col.22535","title":"A multi‐illuminant synthetic image test set","year":2020,"lang":"en","type":"article","venue":"Color Research & Application","topic":"Color Science and Applications","field":"Physics and Astronomy","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Standard illuminant; Artificial intelligence; Computer science; Multispectral image; Computer vision; Rendering (computer graphics); Specular reflection; Computer graphics (images); Optics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001462342,0.002069959,0.001079918,0.002124891,0.0007998043,0.001289583,0.002444652,0.001689255,0.008440789],"category_scores_gemma":[0.00492663,0.0004712218,0.001449102,0.001772597,0.0008630793,0.0009309119,0.001462386,0.001304334,0.005675317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001049302,"about_ca_system_score_gemma":0.001051719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01265095,"about_ca_topic_score_gemma":0.0148201,"domain_scores_codex":[0.9982358,0.0003798291,0.0001277935,0.0003660075,0.0007046468,0.0001859278],"domain_scores_gemma":[0.9967458,0.0007763929,0.0001758352,0.0008500437,0.001203364,0.0002484886],"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":[0.003701244,0.003832555,0.01628323,0.002875983,0.0008324377,0.002293452,0.0002629595,0.1519276,0.05503467,0.004342994,0.3685583,0.3900546],"study_design_scores_gemma":[0.001369075,0.002897109,0.06908713,0.0005234613,0.0003534518,0.00460515,0.0008734203,0.4885925,0.1145406,0.005886247,0.3108152,0.0004568075],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5293263,0.003382019,0.1264326,0.001429558,0.001961778,0.003187796,0.27542,0.01852727,0.04033275],"genre_scores_gemma":[0.3248161,0.0005823185,0.07169662,0.0007013566,0.0001938532,0.001774542,0.5875037,0.001317157,0.01141439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01265095,"threshold_uncertainty_score":0.02823728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08412757635094302,"score_gpt":0.4023107410814796,"score_spread":0.3181831647305365,"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."}}