{"id":"W1541592961","doi":"10.1007/978-90-481-3658-2_78","title":"Image Decomposition on the basis of an Inverse Pyramid with 3-layer Neural Networks","year":2009,"lang":"en","type":"book-chapter","venue":"","topic":"Image and Signal Denoising Methods","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Pyramid (geometry); Computer science; JPEG 2000; Artificial intelligence; Redundancy (engineering); Computer vision; Image compression; Artificial neural network; Inverse; Pattern recognition (psychology); Image processing; Image (mathematics); 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":[0.0004434705,0.0003074263,0.0003097832,0.0001299309,0.0001217859,0.0001891092,0.0008519064,0.0001650902,0.000124934],"category_scores_gemma":[0.000006407134,0.0001827232,0.0001323782,0.00007732877,0.0001317522,0.0003830029,0.00009560757,0.0004150418,0.0000199483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000312244,"about_ca_system_score_gemma":0.00003512662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000235341,"about_ca_topic_score_gemma":0.0000171716,"domain_scores_codex":[0.9985667,0.00012814,0.0002628821,0.0004378462,0.0003814849,0.0002229],"domain_scores_gemma":[0.9984478,0.0001924142,0.0002042222,0.0009227518,0.0001495633,0.00008323984],"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":[0.0003957377,0.0001660329,0.000002718928,0.00003148671,0.0001519561,0.0004933846,0.0003707979,0.006319982,0.002551014,0.4510041,0.007430768,0.5310821],"study_design_scores_gemma":[0.0006980171,0.001857612,0.0001251725,0.0002304535,0.0000944998,0.0001131482,0.000008217052,0.9635005,0.007096183,0.02340841,0.002108307,0.0007595001],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0003111102,0.0000296797,0.6164727,0.0006396619,0.0001484902,0.0002270375,0.000001963616,0.0001070052,0.3820624],"genre_scores_gemma":[0.04307593,0.00006053657,0.7434428,0.01567829,0.0007469695,0.00001230278,0.00004859963,0.0001391872,0.1967954],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9571805,"threshold_uncertainty_score":0.7451234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02531628324208395,"score_gpt":0.2692016815306812,"score_spread":0.2438853982885972,"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."}}