{"id":"W4403921520","doi":"10.2139/ssrn.5004867","title":"Towards 4d Human Video Stylization","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Human Motion and Animation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Computer graphics (images); Artificial intelligence; Computer vision; Human–computer interaction","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":[0.000900161,0.00138951,0.001378848,0.001438969,0.0005280141,0.002256505,0.001160603,0.001684727,0.01681663],"category_scores_gemma":[0.003291301,0.001167492,0.001352807,0.001044535,0.001124517,0.001345846,0.00439311,0.002268385,0.007737083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005489787,"about_ca_system_score_gemma":0.0006004594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002164926,"about_ca_topic_score_gemma":0.002478583,"domain_scores_codex":[0.9991205,0.0002092602,0.00004082721,0.0001632234,0.0003925109,0.00007355061],"domain_scores_gemma":[0.9989455,0.000242078,0.00005938689,0.0004807777,0.000210213,0.00006197808],"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":[0.0005276538,0.00008739751,0.000757887,0.0005342317,0.000158442,0.0004519053,0.001008534,0.1648336,0.1431622,0.07821018,0.01830697,0.591961],"study_design_scores_gemma":[0.00005022421,0.0001108118,0.0005280026,0.000107086,0.00003509477,0.0003288679,0.0001721894,0.8649462,0.03437754,0.0450478,0.0542473,0.00004886358],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008121782,0.0002484061,0.9833565,0.000178155,0.0001790619,0.0001157972,0.0002675689,0.00219132,0.00534139],"genre_scores_gemma":[0.1863095,0.001102615,0.788361,0.0003572272,0.0002202084,0.0002045992,0.001253646,0.001695161,0.02049603],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01681663,"threshold_uncertainty_score":0.05625719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01047222307795084,"score_gpt":0.2505613723005822,"score_spread":0.2400891492226313,"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."}}