{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002276731,0.0004877365,0.0003129313,0.0005458827,0.0002750679,0.0008158712,0.0004823412,0.0008418005,0.001642785],"category_scores_gemma":[0.000869261,0.0004547923,0.0005010713,0.000408518,0.0007669601,0.0009131686,0.0007461488,0.000639073,0.000434846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000719098,"about_ca_system_score_gemma":0.0004477463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006884035,"about_ca_topic_score_gemma":0.004860366,"domain_scores_codex":[0.9997249,0.00003567648,0.000007024446,0.00004649107,0.0001432108,0.00004264565],"domain_scores_gemma":[0.9997305,0.00007212451,0.00004657485,0.00005462024,0.00006815351,0.00002800017],"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":[0.0003917477,0.0001005225,0.004069666,0.000398199,0.00008255937,0.00181444,0.0009435363,0.447243,0.2513321,0.1523767,0.006675149,0.1345723],"study_design_scores_gemma":[0.00004308227,0.000112085,0.008194015,0.00004992143,0.0000218017,0.001806186,0.0001753344,0.9202156,0.01613543,0.04457958,0.008573554,0.00009334445],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2281672,0.002213788,0.7318462,0.0003372118,0.0001756411,0.0000831341,0.000515381,0.000779519,0.03588203],"genre_scores_gemma":[0.9246677,0.001387384,0.06664251,0.0001934778,0.00007702586,0.00004367595,0.0003090351,0.0001651717,0.006514105],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006884035,"threshold_uncertainty_score":0.01368791,"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."}}