{"id":"W4414787285","doi":"10.1109/iccv51701.2025.00591","title":"HazeFlow: Revisit Haze Physical Model as ODE and Non-Homogeneous Haze Generation for Real-World Dehazing","year":2025,"lang":"en","type":"article","venue":"","topic":"Fire Detection and Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"Ministry of Science and ICT, South Korea; National Research Foundation of Korea","keywords":"Haze; Ode; Visibility; Generalization; Adaptability; Benchmark (surveying); Inference; Trajectory","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":[0.0001155051,0.0001722931,0.0002442274,0.0001238513,0.0001277416,0.00008242845,0.00007040297,0.00007357138,0.000007665385],"category_scores_gemma":[0.00001844689,0.0001693756,0.00008713576,0.0001764394,0.0000137584,0.0001040259,0.00002222441,0.00009124301,0.00002174703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000954229,"about_ca_system_score_gemma":0.00002584672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001132437,"about_ca_topic_score_gemma":0.0005229312,"domain_scores_codex":[0.999184,0.0000129737,0.0002457435,0.0002506355,0.00009725173,0.0002093847],"domain_scores_gemma":[0.9996146,0.00003025998,0.00002080447,0.0002168994,0.00005099066,0.0000664283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006483924,0.00005745328,0.0001559215,0.0007825447,0.0002174243,0.00000686903,0.0007900113,0.6057098,0.2670233,0.01693122,0.05508253,0.05317806],"study_design_scores_gemma":[0.0003112193,0.00002181793,0.00009971678,0.00004406219,0.00002691193,0.000003755555,0.00001648571,0.9702964,0.02148605,0.0002839437,0.007235081,0.0001745732],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3627878,0.0002160544,0.5858749,0.000673859,0.0008371402,0.000877234,0.00001662655,0.0007360623,0.04798033],"genre_scores_gemma":[0.9789739,0.00005891094,0.002855929,0.0001710071,0.0002934782,0.00008937838,0.00001462376,0.00003307089,0.01750971],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6161861,"threshold_uncertainty_score":0.6906935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01205867960300358,"score_gpt":0.2592433254235963,"score_spread":0.2471846458205928,"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."}}