{"id":"W4399564089","doi":"10.1109/3dv62453.2024.00085","title":"Mirror-Aware Neural Humans","year":2024,"lang":"en","type":"article","venue":"","topic":"Human Pose and Action Recognition","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Artificial intelligence; Computer vision","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":[],"category_scores_codex":[0.00004083679,0.00004732274,0.00003512529,0.00006711671,0.00005925735,0.0002765253,0.0001652295,0.00001917467,0.0006470039],"category_scores_gemma":[0.000001364794,0.00003823456,0.00004033096,0.0001358091,0.000007993088,0.0004680556,0.00003954253,0.00006581295,0.001680621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009631405,"about_ca_system_score_gemma":0.0000128799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001983524,"about_ca_topic_score_gemma":0.00002092443,"domain_scores_codex":[0.9995692,0.00001094511,0.00006786595,0.00016911,0.00008645746,0.00009642914],"domain_scores_gemma":[0.999799,0.00001839819,0.00000561075,0.0001279296,0.00001634277,0.00003270903],"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":[0.000001505084,0.00006807898,0.0001466585,0.00007870785,0.00003488038,0.0002286357,0.001280654,0.000005027979,0.003476672,0.3884031,0.07339328,0.5328828],"study_design_scores_gemma":[0.0002605755,0.000162776,0.004216103,0.00008531793,0.000014572,0.0001196815,0.0001176246,0.5534852,0.01344158,0.03868267,0.388834,0.0005799184],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09366019,0.0002384291,0.7565252,0.00673985,0.003054409,0.0001702561,0.000003653407,0.003152544,0.1364554],"genre_scores_gemma":[0.989975,0.000004397842,0.001386261,0.0006706257,0.00004901629,0.000005123391,0.000002697184,0.000003780696,0.007903141],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8963147,"threshold_uncertainty_score":0.9990967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02673755733114455,"score_gpt":0.2766142119205613,"score_spread":0.2498766545894167,"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."}}