{"id":"W4229368211","doi":"10.3390/s22093533","title":"Single Image Video Prediction with Auto-Regressive GANs","year":2022,"lang":"en","type":"article","venue":"Sensors","topic":"Advanced Vision and Imaging","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Image (mathematics); Artificial intelligence; Computer vision; Autoregressive model; Computer graphics (images); Mathematics; Econometrics","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":[0.00008192927,0.00008988208,0.00008555024,0.00008229112,0.0003169657,0.00007662187,0.0002899711,0.00000974636,0.00006574621],"category_scores_gemma":[0.00002106841,0.00007707502,0.00002899648,0.0003473243,0.00004285975,0.0003917149,0.0001994414,0.0001605734,0.0000288772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007535871,"about_ca_system_score_gemma":0.00002964097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007145781,"about_ca_topic_score_gemma":0.000001382495,"domain_scores_codex":[0.9990351,0.00006110041,0.000105322,0.00029824,0.0003003895,0.0001998919],"domain_scores_gemma":[0.999456,0.00003243156,0.00007166636,0.00033305,0.00004613528,0.00006066744],"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":[0.0002630794,0.001263708,0.005428625,0.00006586751,0.0001457762,0.002001015,0.02387143,0.1444898,0.2244971,0.01555732,0.04570945,0.5367069],"study_design_scores_gemma":[0.0008328867,0.0005288708,0.002312965,0.00003174615,0.000009110867,0.0003099587,0.000925062,0.8933609,0.01646935,0.001287267,0.08359981,0.0003320984],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1213362,0.00007945174,0.8630421,0.003251421,0.0007345961,0.0002381698,0.00001945729,0.0007771513,0.01052151],"genre_scores_gemma":[0.9047992,0.000003114127,0.09221824,0.000667192,0.0000592936,0.0000167746,0.000005647321,0.00001818022,0.00221235],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.783463,"threshold_uncertainty_score":0.3143028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009194348238214457,"score_gpt":0.2316064608376365,"score_spread":0.2224121125994221,"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."}}