{"id":"W2123523234","doi":"10.1109/icip.2005.1530102","title":"Threshold dynamics for shape reconstruction and disocclusion","year":2005,"lang":"en","type":"article","venue":"","topic":"3D Shape Modeling and Analysis","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Inpainting; Computer graphics; Computer science; Computer vision; Artificial intelligence; Curvature; Image (mathematics); Surface (topology); Surface reconstruction; Euler's formula; Graphics; Algorithm; Image segmentation; Computer graphics (images); Mathematics; Geometry","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":[0.00003926569,0.00005017224,0.00006153309,0.00003470807,0.00004447821,0.00001633001,0.00002208386,0.00003463385,0.00004282329],"category_scores_gemma":[0.000002645587,0.00004473324,0.00002909893,0.000035555,0.000007052511,0.00006734803,0.000007563979,0.00003160843,0.000004457832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002497329,"about_ca_system_score_gemma":0.000001345265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002358713,"about_ca_topic_score_gemma":0.0001214304,"domain_scores_codex":[0.9997435,9.574557e-7,0.00007782145,0.00007193698,0.00002935712,0.00007638172],"domain_scores_gemma":[0.9998989,0.000009123172,0.000005431526,0.0000512181,0.00001120699,0.00002418408],"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":[0.000003001906,0.000006361333,0.001150738,0.00002665944,0.0000300116,9.597306e-8,0.00005699046,0.1635667,0.0006776229,0.001057114,0.0004816957,0.832943],"study_design_scores_gemma":[0.00009218285,0.000004703445,0.00005034725,0.000005757177,0.00001376226,0.000003016388,0.00003448625,0.9988384,0.0001889465,0.0004750213,0.0002293618,0.00006400172],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6729203,0.0001927751,0.3220271,0.0003039128,0.00006626781,0.00004759874,0.000005464089,0.0002080152,0.004228587],"genre_scores_gemma":[0.9909316,0.00008985779,0.008514423,0.00002329355,0.0000848912,0.000003937763,0.000008816559,0.000009801075,0.000333393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8352717,"threshold_uncertainty_score":0.1824169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007786862121304233,"score_gpt":0.2058358876261172,"score_spread":0.198049025504813,"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."}}