{"id":"W4417124939","doi":"10.1145/3757377.3763855","title":"Sketch2PoseNet: Efficient and Generalized Sketch to 3D Human Pose Prediction","year":2025,"lang":"","type":"article","venue":"","topic":"Human Motion and Animation","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Sketch; Pose; Heuristic; 3D pose estimation; Articulated body pose estimation; Prior probability; Process (computing); Task (project management); Animation","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":[0.0008974399,0.003482122,0.001619449,0.001821627,0.0003430471,0.001227039,0.002699601,0.001831284,0.009902158],"category_scores_gemma":[0.003907061,0.001037101,0.00138137,0.001226677,0.0007688965,0.001668867,0.002482299,0.001816539,0.005915789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007077692,"about_ca_system_score_gemma":0.001061793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007069349,"about_ca_topic_score_gemma":0.0200244,"domain_scores_codex":[0.9990069,0.0001236655,0.00003488444,0.000481353,0.0002851967,0.0000680165],"domain_scores_gemma":[0.9991066,0.0002962892,0.00007042864,0.0002755455,0.000159294,0.0000918815],"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":[0.0006264765,0.0002731684,0.003693007,0.0005447638,0.000159166,0.0002797969,0.0001165903,0.188044,0.01708437,0.003603565,0.03807446,0.7475007],"study_design_scores_gemma":[0.00003679325,0.00009141012,0.001243057,0.00003583531,0.00001632169,0.000191559,0.00002932524,0.9823294,0.006157621,0.003449183,0.006389737,0.00002978781],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03080033,0.002400234,0.9217373,0.0002258074,0.0005243358,0.0004372247,0.00639781,0.03398298,0.003493879],"genre_scores_gemma":[0.2974378,0.001993608,0.6571476,0.0003692663,0.0002460996,0.0007378583,0.02882554,0.001331817,0.01191044],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009902158,"threshold_uncertainty_score":0.033126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008868580629129836,"score_gpt":0.2482861065943125,"score_spread":0.2394175259651826,"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."}}