{"id":"W2142147923","doi":"10.1109/iccv.2005.26","title":"A theory of refractive and specular 3D shape by light-path triangulation","year":2005,"lang":"en","type":"article","venue":"","topic":"Advanced Vision and Imaging","field":"Computer Science","cited_by":83,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Microsoft Research; Alfred P. Sloan Foundation; National Science Foundation","keywords":"Specular reflection; Computer vision; Computer science; Triangulation; Artificial intelligence; Ray; Point (geometry); Path (computing); Specular highlight; Optics; Plane (geometry); Structured light; Pixel; Computer graphics (images); Physics; Mathematics; Geometry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001298207,0.0008898951,0.0007038494,0.001720899,0.0007629062,0.001850546,0.002158457,0.001550118,0.004067707],"category_scores_gemma":[0.004970186,0.0007935163,0.00138549,0.001518045,0.002640433,0.003489236,0.002798617,0.001997586,0.001202366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001301383,"about_ca_system_score_gemma":0.000971852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001818556,"about_ca_topic_score_gemma":0.001337282,"domain_scores_codex":[0.9988588,0.0002628996,0.00004152117,0.0001560976,0.0006030849,0.0000775293],"domain_scores_gemma":[0.9987997,0.000561131,0.0001415174,0.0002188534,0.0002151153,0.00006362818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003690046,0.00001467975,0.000288318,0.0001423403,0.00002824452,0.0001515875,0.0002055024,0.1759345,0.003931335,0.7736163,0.001554494,0.04409581],"study_design_scores_gemma":[0.00001178193,0.00003753835,0.000121864,0.00003310171,0.000008918231,0.0002421275,0.00006456459,0.5948401,0.001933921,0.395788,0.006887373,0.00003076087],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001463607,0.0001126279,0.9960678,0.00007367938,0.00002171059,0.00001453414,0.00003187427,0.00005758104,0.002156642],"genre_scores_gemma":[0.1438112,0.001305165,0.8455952,0.0001694441,0.0001423057,0.0001923383,0.0003331707,0.0002135341,0.00823768],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004067707,"threshold_uncertainty_score":0.01360786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008147569262446698,"score_gpt":0.2568613233181911,"score_spread":0.2487137540557444,"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."}}