{"id":"W2346395279","doi":"10.1145/2857051","title":"High Brightness HDR Projection Using Dynamic Freeform Lensing","year":2016,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"King Abdullah University of Science and Technology","keywords":"Projector; Computer science; Luminance; Brightness; Computer vision; Stereoscopy; Computer graphics (images); Artificial intelligence; Frame rate; Projection (relational algebra); Image quality; Optics; Image (mathematics); Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.00005804605,0.0002008778,0.0001601375,0.0003712088,0.0001858605,0.00002660478,0.0002270356,0.000162364,0.00001349679],"category_scores_gemma":[0.00003954732,0.0001548463,0.00008341832,0.0005625415,0.0001828218,0.000429656,0.000006166306,0.0003077597,0.00001585493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000199845,"about_ca_system_score_gemma":0.00001215415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002361639,"about_ca_topic_score_gemma":0.00006158249,"domain_scores_codex":[0.9990824,0.000009900484,0.0002013357,0.0002327137,0.0001575987,0.0003160809],"domain_scores_gemma":[0.99917,0.0001125312,0.00002561309,0.0005920512,0.00005691568,0.00004286083],"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":[0.00005969167,0.000196228,0.00027327,0.0001795596,0.0003040436,0.00002357347,0.0001330274,0.06630584,0.261245,0.006475151,0.00004157103,0.664763],"study_design_scores_gemma":[0.002663267,0.0003100472,0.003167101,0.0009981892,0.0003283156,0.0002761074,0.0002621033,0.2076823,0.527701,0.2519243,0.002379171,0.002308024],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2924128,0.00003038189,0.7048616,0.0004086893,0.0004615449,0.0001135903,0.00001371186,0.001663684,0.00003396965],"genre_scores_gemma":[0.9298305,0.0001789102,0.06984423,0.00002696553,0.00001615085,0.00001477437,0.000001341723,0.00005503569,0.0000321162],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.662455,"threshold_uncertainty_score":0.6314448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01843043098456143,"score_gpt":0.2502068029867147,"score_spread":0.2317763720021532,"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."}}