{"id":"W2168011181","doi":"10.1109/icip.1996.560372","title":"On the global asymptotic stability of the NAS-RIF algorithm for blind image restoration","year":2002,"lang":"en","type":"article","venue":"","topic":"Photoacoustic and Ultrasonic Imaging","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Image restoration; Convergence (economics); Algorithm; Uniqueness; Pixel; Stability (learning theory); Image (mathematics); Nonlinear system; Mathematics; Computer science; Image processing; Artificial intelligence; Machine learning","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":[0.002295204,0.0007567887,0.0006560023,0.0006280647,0.0003581832,0.0005336585,0.000470235,0.0006824684,0.002652487],"category_scores_gemma":[0.008671788,0.0002030489,0.0004090394,0.0002700566,0.00152156,0.001040508,0.000939025,0.0008859611,0.0006461414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004020531,"about_ca_system_score_gemma":0.0005788882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008988085,"about_ca_topic_score_gemma":0.0008049273,"domain_scores_codex":[0.9993298,0.0002213028,0.00002744958,0.00008070543,0.0003027596,0.00003811324],"domain_scores_gemma":[0.9966711,0.002328837,0.0001843836,0.0001130747,0.0006579421,0.00004463556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002745275,0.00004317694,0.0006569313,0.0004268608,0.00005911835,0.0002172741,0.0003893488,0.5757715,0.04052601,0.2262604,0.002308566,0.1530664],"study_design_scores_gemma":[0.00000861427,0.00007116688,0.0001346568,0.00002677862,0.000007788224,0.00006852399,0.00002592999,0.974518,0.005798412,0.01760282,0.001718914,0.00001845306],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008065172,0.0002973969,0.9880805,0.0001023849,0.00002820375,0.00002448219,0.000008692309,0.000101427,0.003291689],"genre_scores_gemma":[0.6213185,0.001710701,0.3655455,0.0001981573,0.0001886155,0.0002562915,0.00009787172,0.0002618312,0.01042255],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002652487,"threshold_uncertainty_score":0.01213837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01811730615119732,"score_gpt":0.2202352459138033,"score_spread":0.202117939762606,"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."}}