{"id":"W3107930498","doi":"10.1111/cgf.14149","title":"Personalized Hand Modeling from Multiple Postures with Multi‐View Color Images","year":2020,"lang":"en","type":"article","venue":"Computer Graphics Forum","topic":"Hand Gesture Recognition Systems","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Huawei Technologies (Canada)","funders":"","keywords":"Computer science; Parameterized complexity; Artificial intelligence; Fidelity; Machine learning; Pose; Deep learning; High fidelity; Computer vision; Algorithm","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001500467,0.0003358565,0.0004578655,0.0001191903,0.0003334549,0.0005907987,0.0009314265,0.0001262997,0.00001020326],"category_scores_gemma":[0.00002491083,0.0002640892,0.0001676433,0.0005761693,0.0001214412,0.0004887924,0.0003655686,0.0002982747,0.00007540079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001525858,"about_ca_system_score_gemma":0.00007270896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00013277,"about_ca_topic_score_gemma":0.0000942554,"domain_scores_codex":[0.9977949,0.0001459534,0.0003624815,0.0007969373,0.0004433521,0.0004563377],"domain_scores_gemma":[0.9986532,0.0001582673,0.0001402359,0.0004417304,0.0002880144,0.0003186002],"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":[0.002526013,0.003994201,0.1724559,0.002575286,0.00760615,0.003383216,0.125283,0.0560209,0.0256902,0.1269273,0.08443084,0.389107],"study_design_scores_gemma":[0.002147554,0.0002144842,0.0006982149,0.0001375285,0.00002259381,0.00002428412,0.00008474517,0.9848381,0.0004985335,0.000381189,0.01053506,0.0004176659],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02511225,0.001194832,0.9686754,0.003733126,0.0003932474,0.0004544153,0.00004989297,0.0003534688,0.00003336988],"genre_scores_gemma":[0.8622957,0.00006184589,0.1317567,0.005483342,0.0002714078,0.0000401069,0.00004213884,0.00003194929,0.00001673401],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9288172,"threshold_uncertainty_score":0.9999811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03660836793274246,"score_gpt":0.2376908208821341,"score_spread":0.2010824529493916,"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."}}