{"id":"W2083612022","doi":"10.1109/dft.2013.6653602","title":"Improved image accuracy in Hot Pixel degraded digital cameras","year":2013,"lang":"en","type":"article","venue":"","topic":"CCD and CMOS Imaging Sensors","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Pixel; Artificial intelligence; Computer vision; Computer science; Offset (computer science); Image sensor; Digital image; Image (mathematics); Image processing","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":[0.0000204758,0.0001354649,0.0001237647,0.00006894403,0.00001507948,0.0001896912,0.0001103959,0.00003626798,0.0003368865],"category_scores_gemma":[0.00005384597,0.0001197181,0.0000412868,0.0001344575,0.00002514973,0.0006196484,0.00002231705,0.0001390442,0.0004937125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003592114,"about_ca_system_score_gemma":0.000006901851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000263013,"about_ca_topic_score_gemma":0.00003343425,"domain_scores_codex":[0.9993583,0.00000396009,0.0001636898,0.0001292906,0.00006526471,0.0002794798],"domain_scores_gemma":[0.9996693,0.000053101,0.00001088925,0.0001791024,0.00001974464,0.000067922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001092181,0.0001098125,0.00442209,0.0000796683,0.00005207099,0.00002076138,0.0009076105,0.0003480887,0.8042226,0.0001958699,0.0244031,0.1652274],"study_design_scores_gemma":[0.004102477,0.00009719242,0.1340912,0.0001039703,0.00002589488,0.00008161445,0.003422251,0.6735005,0.1567401,0.00135151,0.02387876,0.002604543],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767335,0.00004986537,0.001056561,0.0001448727,0.0001289318,0.0001649753,0.000003685804,0.0004345701,0.02128301],"genre_scores_gemma":[0.9974046,0.000009539604,0.00107583,0.00008692141,0.00004473723,0.00001756128,0.000006438971,0.0000307958,0.001323547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6731524,"threshold_uncertainty_score":0.634584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005480623037770703,"score_gpt":0.1957765583003407,"score_spread":0.19029593526257,"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."}}