{"id":"W2534734673","doi":"10.1109/icnnsp.2003.1281049","title":"Pixel visibility based multifocus image fusion","year":2003,"lang":"en","type":"article","venue":"","topic":"Advanced Image Fusion Techniques","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Visibility; Pixel; Computer vision; Artificial intelligence; Image fusion; Computer science; Focus (optics); Fusion; Image (mathematics); Optics; Physics","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":[0.0006750141,0.0005943199,0.0009058944,0.001245912,0.0004164566,0.0008612333,0.0007055824,0.0006549379,0.001495054],"category_scores_gemma":[0.00166351,0.0003182015,0.0008131771,0.0008906047,0.000333329,0.001506968,0.001305034,0.0006245426,0.0005296506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005109351,"about_ca_system_score_gemma":0.0005038943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008684484,"about_ca_topic_score_gemma":0.0008939063,"domain_scores_codex":[0.9991478,0.0001155152,0.00004046704,0.0001414451,0.0004747286,0.00008003134],"domain_scores_gemma":[0.9994476,0.000113147,0.00005977394,0.00007305952,0.0002779189,0.00002837726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000524569,0.0000863509,0.001324329,0.0002763841,0.0001513014,0.0001396846,0.0002578131,0.02491935,0.3568004,0.01138146,0.002001798,0.6021365],"study_design_scores_gemma":[0.00004788789,0.0004485869,0.003861837,0.00003631508,0.0001494176,0.0009389742,0.00009994161,0.5264214,0.4444441,0.009693961,0.01375015,0.0001073778],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02631758,0.0005913581,0.9704842,0.00006712993,0.00004686049,0.00003412019,0.00005699199,0.0007238011,0.001677927],"genre_scores_gemma":[0.3080514,0.0006331289,0.6885782,0.00005884056,0.0000592432,0.0000532301,0.0003160061,0.0001641987,0.002085674],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001495054,"threshold_uncertainty_score":0.005001485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005649287234063913,"score_gpt":0.2291175989703506,"score_spread":0.2234683117362867,"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."}}