{"id":"W3193503404","doi":"10.2478/cait-2021-0018","title":"Performance Evaluation of Change Detection in SAR Images Based on Hybrid Antlion DWT Fuzzy c-Means Clustering","year":2021,"lang":"en","type":"article","venue":"Cybernetics and Information Technologies","topic":"Remote-Sensing Image Classification","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Artificial intelligence; Computer science; Synthetic aperture radar; Fuzzy logic; Pattern recognition (psychology); Cluster analysis; Image fusion; Filter (signal processing); Pixel; Ground truth; Sensitivity (control systems); Image (mathematics); Wavelet; Computer vision","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002825817,0.0001053246,0.0001132927,0.0003593387,0.00003469298,0.0000443174,0.00005991974,0.00009448113,0.000002177771],"category_scores_gemma":[0.0002065555,0.0001116783,0.00001767229,0.0003278411,0.00005131014,0.0007271787,0.00002855624,0.0001319041,0.000006074536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001102599,"about_ca_system_score_gemma":0.00001472425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004110859,"about_ca_topic_score_gemma":0.000006269206,"domain_scores_codex":[0.9992548,0.00001801172,0.0002939857,0.00008725763,0.0002270431,0.0001188618],"domain_scores_gemma":[0.99946,0.00002453441,0.00008593559,0.0002217572,0.0001971974,0.00001057018],"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":[0.000005511421,0.000008348352,0.0003301732,0.0001202816,0.000003030934,3.271855e-7,0.0001511186,0.04207946,0.00968264,0.00001692578,0.00001427045,0.9475879],"study_design_scores_gemma":[0.0002401982,0.00003177212,0.02047523,0.00009078721,0.000006677082,0.000003332919,0.0002506119,0.6681061,0.3104175,0.00004774313,0.0002521788,0.00007788868],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857554,0.0002104764,0.009726249,0.0001614643,0.0001548905,0.0002687988,0.000007407471,0.0003806183,0.003334677],"genre_scores_gemma":[0.9972032,0.0009608424,0.001756924,0.00001594345,0.000008082454,0.00001258876,0.00003137355,0.000008789203,0.000002220305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.94751,"threshold_uncertainty_score":0.4554109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02969782448383872,"score_gpt":0.2323250633064346,"score_spread":0.2026272388225959,"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."}}