{"id":"W2123415100","doi":"10.5244/c.14.22","title":"Fast Computation of a Boundary Preserving  Estimateof Optical Flow","year":2000,"lang":"en","type":"article","venue":"","topic":"Advanced Vision and Imaging","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec","funders":"","keywords":"Benchmark (surveying); Boundary (topology); Computation; Simplicity; Computer science; Optical flow; Computational complexity theory; Algorithm; Image (mathematics); Flow (mathematics); Boundary value problem; Theoretical computer science; Computational science; Mathematical optimization; Computer engineering; Computer vision; Mathematics; Geometry; 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":[0.0009871465,0.0008380713,0.0009059254,0.001270843,0.000498319,0.001193054,0.001407101,0.001113551,0.003148419],"category_scores_gemma":[0.006461595,0.0005660739,0.0004698141,0.0005703603,0.0007702223,0.002228574,0.001096118,0.00128029,0.001049516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006398719,"about_ca_system_score_gemma":0.001335087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002497673,"about_ca_topic_score_gemma":0.002454188,"domain_scores_codex":[0.9995322,0.00006148402,0.00002315174,0.00009994234,0.000238505,0.00004474389],"domain_scores_gemma":[0.9985737,0.0006622507,0.0001463469,0.000222013,0.0003306807,0.00006504165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002920029,0.00007559924,0.0007849432,0.0002896117,0.00004823268,0.0001018664,0.0001481346,0.2200097,0.1192292,0.032756,0.00224092,0.6240238],"study_design_scores_gemma":[0.00001536213,0.00007209799,0.0003365556,0.00001247209,0.000006018491,0.00006643606,0.00001944242,0.9567342,0.03513469,0.005909301,0.001678547,0.0000148956],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005665423,0.00006025864,0.9933059,0.00003467121,0.00001698063,0.00001696577,0.00001779517,0.0005412185,0.0003407977],"genre_scores_gemma":[0.1221839,0.0001196543,0.87633,0.00003464179,0.000041653,0.00005691744,0.0001404304,0.000152048,0.0009408455],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003148419,"threshold_uncertainty_score":0.0105325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01781233926523974,"score_gpt":0.3022708739375611,"score_spread":0.2844585346723214,"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."}}