{"id":"W4312270429","doi":"10.1109/icpr56361.2022.9956564","title":"Specular Streaks in Stereo","year":2022,"lang":"en","type":"article","venue":"2022 26th International Conference on Pattern Recognition (ICPR)","topic":"Visual perception and processing mechanisms","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Specular reflection; Specular highlight; Oblique case; Geology; Computer vision; Computer science; Observer (physics); Light source; Vertical plane; Artificial intelligence; Optics; Computer graphics (images); 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003071597,0.0002065387,0.0001701978,0.000425299,0.0002343954,0.0001674404,0.0005393509,0.00005385107,0.06545719],"category_scores_gemma":[0.0000963306,0.0002295861,0.00008520218,0.0002918974,0.00004637327,0.0002284561,0.0002112571,0.0005802942,0.00108151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002139146,"about_ca_system_score_gemma":0.00007685627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003770907,"about_ca_topic_score_gemma":0.00003462312,"domain_scores_codex":[0.9974638,0.0003297846,0.0003867511,0.0006391238,0.0009047166,0.0002758101],"domain_scores_gemma":[0.999379,0.00006706108,0.0001842652,0.0001910089,0.00008783779,0.00009082552],"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":[0.0005691362,0.001911568,0.00192267,0.00005563302,0.00003179268,0.0005503096,0.001939881,0.0002398657,0.2935382,0.01485133,0.003482104,0.6809075],"study_design_scores_gemma":[0.017686,0.005454083,0.01556387,0.001050678,0.00008804645,0.0008314804,0.01554111,0.1670714,0.4567893,0.2168533,0.09712049,0.005950377],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8889738,0.000007209288,0.003359341,0.003870704,0.002707544,0.0004622235,0.0009816885,0.0001982462,0.09943926],"genre_scores_gemma":[0.9867877,0.00004271411,0.00004139777,0.01032658,0.0001181466,0.0001940209,0.0003103383,0.0000273049,0.00215183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6749572,"threshold_uncertainty_score":0.9996963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1693708063828041,"score_gpt":0.3470213408263579,"score_spread":0.1776505344435538,"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."}}