{"id":"W2998460494","doi":"10.1007/s11042-019-08350-1","title":"Image representation using complete multi-texton histogram","year":2020,"lang":"en","type":"article","venue":"Multimedia Tools and Applications","topic":"Image Retrieval and Classification Techniques","field":"Computer Science","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Computer science; Artificial intelligence; Pattern recognition (psychology); Histogram; Texture (cosmology); Computer vision; Orientation (vector space); Image texture; Image (mathematics); Image processing; Mathematics","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":[0.00007110579,0.000109203,0.0001339232,0.00003697439,0.0001993308,0.0002203509,0.0003346506,0.00004645018,0.00001591721],"category_scores_gemma":[0.00005179248,0.0001066867,0.00004520051,0.0004033032,0.00009752628,0.0004667577,0.0001317001,0.00009811271,0.00005788176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002164888,"about_ca_system_score_gemma":0.00002969779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002389895,"about_ca_topic_score_gemma":9.963168e-7,"domain_scores_codex":[0.9990528,0.00003218363,0.0002312619,0.0003955403,0.0001404002,0.0001478062],"domain_scores_gemma":[0.9992357,0.00008417026,0.0001099105,0.0003153647,0.000104446,0.0001504292],"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":[0.000004451551,0.000111943,0.0003102539,0.00005432135,0.00001047641,0.000001768519,0.0006467939,0.000004490897,0.4147014,0.006756169,0.0002260737,0.5771719],"study_design_scores_gemma":[0.0003542893,0.00002236315,0.002159224,0.00001550615,0.00001226363,0.000005849431,0.00005380703,0.9564086,0.01981178,0.0003602033,0.0205735,0.0002226348],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0002288484,0.0001457428,0.9963402,0.001918897,0.00001967228,0.0006777254,0.00002879277,0.0003565076,0.0002836646],"genre_scores_gemma":[0.06107835,0.0001097865,0.9375823,0.000637468,0.0001316288,0.0003172633,0.00006288918,0.00001425605,0.00006602662],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9564041,"threshold_uncertainty_score":0.4350559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1458629591935628,"score_gpt":0.3379419179440588,"score_spread":0.192078958750496,"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."}}