{"id":"W2962909976","doi":"10.1145/3197517.3201286","title":"Full 3D reconstruction of transparent objects","year":2018,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Computer Graphics and Visualization Techniques","field":"Computer Science","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Silhouette; Opacity; Computer vision; Computer science; Projection (relational algebra); Artificial intelligence; Refraction; Surface (topology); Object (grammar); Consistency (knowledge bases); Smoothness; Computer graphics (images); Surface reconstruction; Optics; Mathematics; Algorithm; Geometry; 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":[0.0002021009,0.0001529333,0.0001753491,0.0005779602,0.000216613,0.00005293047,0.0007853284,0.0001096344,0.0000322904],"category_scores_gemma":[0.000009709427,0.0001541112,0.0001485892,0.001360441,0.0001954975,0.0003063938,0.00001150979,0.0001685981,0.000005992925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001502184,"about_ca_system_score_gemma":0.00005136841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000236328,"about_ca_topic_score_gemma":0.00009732939,"domain_scores_codex":[0.9987769,0.00006495417,0.0003404079,0.000351916,0.0002788275,0.0001869777],"domain_scores_gemma":[0.9985112,0.00008554998,0.000115931,0.0009284104,0.0002820829,0.00007684837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009407257,0.0007780799,0.0003958238,0.00008733045,0.0001713227,0.000003643137,0.002835369,0.00006529777,0.002646926,0.5381649,0.0002223598,0.4545349],"study_design_scores_gemma":[0.002032244,0.008109859,0.004705756,0.0005561685,0.0001430578,0.0002325152,0.0001485497,0.3096704,0.3767379,0.289147,0.006897321,0.001619177],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01037254,0.00002791643,0.9878924,0.0001959094,0.0006567748,0.0001524498,0.000008616502,0.0003459498,0.0003474449],"genre_scores_gemma":[0.9472089,0.0002535794,0.05222404,0.0002306058,0.00003986717,0.00001785218,0.000001753579,0.00001139143,0.0000119513],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9368364,"threshold_uncertainty_score":0.6284474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03697631457870394,"score_gpt":0.2949340865318608,"score_spread":0.2579577719531569,"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."}}