{"id":"W2745967329","doi":"","title":"A Generic Framework for a Simultaneous Defocus Blur and Spatial Shift Estimation in Spatial Domain","year":2002,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Image Processing Techniques and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Computer science; Computer vision; Artificial intelligence; Domain (mathematical analysis); Estimation; Mathematics; Engineering","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":[0.00144551,0.001150713,0.001192181,0.001069558,0.0006427066,0.001554562,0.00221471,0.002208102,0.003516743],"category_scores_gemma":[0.002022363,0.0006285773,0.001703093,0.001176036,0.0009358961,0.001671208,0.003457325,0.001640901,0.002000448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005161859,"about_ca_system_score_gemma":0.0009685478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001974093,"about_ca_topic_score_gemma":0.003338971,"domain_scores_codex":[0.9990168,0.0001924036,0.00005811384,0.0001883853,0.0004332182,0.0001110568],"domain_scores_gemma":[0.9992232,0.0001207601,0.00006912418,0.0002453934,0.0002545789,0.00008692543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002521422,0.0001353841,0.0008333893,0.0004741825,0.0002353293,0.0009152523,0.0002737355,0.1718189,0.1406433,0.4411481,0.005447126,0.2378231],"study_design_scores_gemma":[0.00002261977,0.00008127257,0.0002871997,0.0000289757,0.00004902548,0.0005663012,0.00003578806,0.912419,0.01725525,0.05527312,0.01393282,0.00004865273],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0003956239,0.00003502491,0.9992754,0.00001610822,0.00000822555,0.000008154909,0.00001308453,0.00007144107,0.0001769479],"genre_scores_gemma":[0.05311682,0.0003697172,0.9428892,0.00006565273,0.0000884907,0.00007665985,0.0001861263,0.0001675045,0.003039737],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003516743,"threshold_uncertainty_score":0.01176465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01082377259110956,"score_gpt":0.2316256744814604,"score_spread":0.2208019018903508,"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."}}