{"id":"W4297504207","doi":"10.18280/ts.390410","title":"Remote Sensing Image Information Extraction and Application Based on Improved Pixel Exchange Algorithm","year":2022,"lang":"en","type":"article","venue":"Traitement du signal","topic":"Remote Sensing and Land Use","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pixel; Computer science; Image resolution; Remote sensing; Segmentation; Otsu's method; Satellite; Field (mathematics); Artificial intelligence; Computer vision; Algorithm; Image segmentation; Geology; Mathematics; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003983226,0.0001043306,0.00008593379,0.0001171745,0.0003915987,0.0000836855,0.00004641356,0.00002669734,0.00047868],"category_scores_gemma":[0.000006051374,0.00009506287,0.00002930646,0.0001260554,0.00002152095,0.000256346,0.000006398941,0.0001413704,0.00002504536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001536337,"about_ca_system_score_gemma":0.00002030308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001155302,"about_ca_topic_score_gemma":0.00008637686,"domain_scores_codex":[0.9991446,0.0000836334,0.000180057,0.0001579881,0.0002682569,0.0001655299],"domain_scores_gemma":[0.9996392,0.00006277677,0.0001049491,0.0001002474,0.00002624903,0.00006660524],"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":[0.00007695697,0.000008963077,0.00007809508,0.00001183746,0.000004175508,0.000002229767,0.0001994468,0.003015184,0.001122785,8.909911e-7,0.0001646254,0.9953148],"study_design_scores_gemma":[0.0005186037,0.0002360028,0.01267433,0.000005369756,0.00001143513,0.00001902987,0.0001665099,0.963349,0.0001642448,0.00005460617,0.02268081,0.0001200736],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2091029,0.00005656198,0.7829784,0.0009377047,0.0003703514,0.0007049647,0.0001657274,0.0001678151,0.005515561],"genre_scores_gemma":[0.9754832,0.00001211117,0.02274214,0.0009425114,0.0001372043,3.250021e-7,0.0006402793,0.00000402079,0.00003821075],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9951947,"threshold_uncertainty_score":0.524121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00739821948236413,"score_gpt":0.203848540762011,"score_spread":0.1964503212796468,"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."}}