{"id":"W3035340538","doi":"10.1109/cvpr42600.2020.00083","title":"Bundle Pooling for Polygonal Architecture Segmentation Problem","year":2020,"lang":"en","type":"article","venue":"","topic":"Advanced Manufacturing and Logistics Optimization","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Pooling; Segmentation; Bundle; Architecture; Artificial intelligence; Computer vision; Geography; Materials science","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":[0.00001468594,0.00006517646,0.00005407357,0.0000161766,0.00003297728,0.00001579299,0.0000350002,0.00002529784,0.00002519186],"category_scores_gemma":[0.00001248737,0.00006157118,0.00002011125,0.00003671327,0.000005306998,0.0000419171,0.000006016334,0.00005044525,0.000005518747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001402194,"about_ca_system_score_gemma":0.000003513783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001214824,"about_ca_topic_score_gemma":0.000001280859,"domain_scores_codex":[0.9996909,0.000002063274,0.00008050708,0.00008262574,0.00004239518,0.0001015154],"domain_scores_gemma":[0.9998786,0.00002316805,0.00001014069,0.00003329807,0.00001195217,0.00004283627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007109731,0.000003179233,0.000003597979,0.00005707916,0.000007466695,1.096235e-7,0.0001637248,0.9923166,0.001748926,0.001369104,0.0002414215,0.004081671],"study_design_scores_gemma":[0.0004814495,0.00009612237,0.00002008593,0.000008108664,0.00001548896,0.000001724718,0.00008862084,0.9182189,0.0661865,0.01037985,0.004284283,0.0002188948],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0007769953,0.00003244592,0.9957248,0.0002969205,0.00005236535,0.0001686849,0.000009913917,0.0003767989,0.002561077],"genre_scores_gemma":[0.5579067,0.000005338919,0.4416142,0.0001938669,0.0001155053,0.00002048786,0.00005189994,0.00001770238,0.00007433401],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5571297,"threshold_uncertainty_score":0.25108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01504087752316702,"score_gpt":0.2160272835435945,"score_spread":0.2009864060204275,"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."}}