{"id":"W2015627506","doi":"10.1145/1133890.1133895","title":"Effective image and video mining","year":2005,"lang":"en","type":"article","venue":"","topic":"Image Retrieval and Classification Techniques","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Outaouais","funders":"","keywords":"Computer science; Artificial intelligence; Feature detection (computer vision); Feature extraction; Image (mathematics); Representation (politics); Computer vision; Object (grammar); Feature (linguistics); Image retrieval; Video post-processing; Automatic image annotation; Image processing; Pattern recognition (psychology); Video tracking; Information retrieval; Video compression picture types","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":[0.0001251179,0.00004644836,0.00004909497,0.00003405585,0.00004656669,0.00009483894,0.0001553517,0.00001910263,0.00001357786],"category_scores_gemma":[0.00002501643,0.00003651835,0.00001398057,0.0001134984,0.00002880062,0.0004492787,0.0000829905,0.00003250569,0.0000426958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000128132,"about_ca_system_score_gemma":0.00000682187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002960458,"about_ca_topic_score_gemma":7.723483e-7,"domain_scores_codex":[0.9996136,0.00001807813,0.0000636558,0.000152347,0.00006875523,0.00008350633],"domain_scores_gemma":[0.9997062,0.00005769404,0.00001937032,0.0001479853,0.00003460976,0.0000341545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000001178083,0.0000144551,0.0001083246,0.000003585474,0.000002680242,0.000001219643,0.0002411756,2.444714e-8,0.0301852,0.03509259,0.001388026,0.9329615],"study_design_scores_gemma":[0.0002429462,0.00009702308,0.01319725,0.00001279076,0.000003278095,0.00002888021,0.00004086973,0.03852183,0.9013545,0.002765318,0.04351458,0.0002207069],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004437116,0.00007542165,0.9684533,0.002182208,0.00001701192,0.00009000041,1.432861e-7,0.0003188555,0.02442596],"genre_scores_gemma":[0.6149189,0.00001480961,0.3832344,0.0004827059,0.00003475947,0.00001360106,1.609973e-7,0.000002505061,0.00129819],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9327408,"threshold_uncertainty_score":0.1489175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008426993172991476,"score_gpt":0.2546949019141999,"score_spread":0.2462679087412084,"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."}}