{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002331351,0.0001979995,0.0001713481,0.0003645454,0.0005692774,0.00009031246,0.0009407228,0.000138578,0.000004993169],"category_scores_gemma":[0.00001711222,0.0002067918,0.0001879677,0.0009753893,0.00007244611,0.0004699752,0.00001805856,0.0001859767,0.000003981758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002874815,"about_ca_system_score_gemma":0.0001004687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001560424,"about_ca_topic_score_gemma":0.00004351245,"domain_scores_codex":[0.9986078,0.00005085372,0.0002953785,0.0004656254,0.0003257554,0.000254585],"domain_scores_gemma":[0.9984214,0.0001533508,0.00008360613,0.0008906758,0.0003534591,0.00009745129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006547645,0.001522483,0.0002761922,0.00007663568,0.0001749744,0.00001053052,0.008195254,0.0502298,0.001253222,0.8976499,0.002770618,0.03777495],"study_design_scores_gemma":[0.0003656979,0.0001909269,0.0003080003,0.00001358763,0.00001235032,0.00001579894,0.000007267174,0.9685957,0.002160263,0.0275121,0.0005723085,0.000246027],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009979898,0.00002096801,0.9880328,0.0005891876,0.0001464161,0.0003891613,0.00001811887,0.0007615692,0.00006185126],"genre_scores_gemma":[0.7471709,0.0003495536,0.2515478,0.0006857889,0.00001106264,0.00005142452,0.00001446742,0.00002088384,0.0001481453],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9183659,"threshold_uncertainty_score":0.8432724,"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."}}