{"id":"W2170635633","doi":"10.1145/1360612.1360658","title":"A perceptually validated model for surface depth hallucination","year":2008,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Computer Graphics and Visualization Techniques","field":"Computer Science","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dolby (Canada)","funders":"Engineering and Physical Sciences Research Council","keywords":"Rendering (computer graphics); Computer vision; Computer science; Artificial intelligence; Photometric stereo; Albedo (alchemy); Computer graphics (images); Shading; Range (aeronautics); Flash (photography); Visibility; Optics; Image (mathematics); Physics; Materials science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004338206,0.000545267,0.0003467949,0.0004360672,0.0002243496,0.001107018,0.0009749733,0.0008229935,0.002422923],"category_scores_gemma":[0.002592464,0.0002895311,0.0006331429,0.0002552949,0.0007923552,0.00112406,0.001199141,0.0008670073,0.0008041644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004301057,"about_ca_system_score_gemma":0.0004885708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002376911,"about_ca_topic_score_gemma":0.001468193,"domain_scores_codex":[0.9996878,0.00007251232,0.00001098939,0.00007757921,0.0001150892,0.00003607713],"domain_scores_gemma":[0.9994739,0.0001796877,0.00004986968,0.0001091282,0.0001446021,0.00004273928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003884697,0.0001021873,0.00153269,0.0002513939,0.00007332367,0.0005222473,0.0005645908,0.7275147,0.1037373,0.04844315,0.002413159,0.1144567],"study_design_scores_gemma":[0.000008312684,0.00003933431,0.0002569811,0.000007490308,0.000004613879,0.000108491,0.00002052402,0.9909416,0.002304281,0.005703592,0.0005928391,0.00001189314],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03503361,0.0001489571,0.958948,0.0001709089,0.00004442322,0.00005806398,0.0001241442,0.0004102722,0.005061555],"genre_scores_gemma":[0.8686573,0.0002917224,0.1264887,0.0001189849,0.0000508907,0.000121401,0.0002111506,0.00016081,0.003899176],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002422923,"threshold_uncertainty_score":0.008105516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07569795929764675,"score_gpt":0.3106515290949494,"score_spread":0.2349535697973027,"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."}}