{"id":"W4414197457","doi":"10.1109/cvprw67362.2025.00136","title":"Retinex-Guided Histogram Transformer for Mask-Free Shadow Removal","year":2025,"lang":"en","type":"article","venue":"","topic":"Ocular and Laser Science Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Color constancy; Histogram; Residual; Shadow (psychology); Transformer; Pipeline (software); Leverage (statistics); Benchmark (surveying); Inference","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003534467,0.001014709,0.0006991329,0.0006053913,0.000248326,0.00067715,0.001528024,0.0005462255,0.004821359],"category_scores_gemma":[0.001003501,0.000377051,0.0007804017,0.0004208652,0.0003897315,0.001234668,0.001211356,0.00108398,0.001882956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007563852,"about_ca_system_score_gemma":0.001281548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007318949,"about_ca_topic_score_gemma":0.01611649,"domain_scores_codex":[0.9998007,0.00001847326,0.000007757602,0.00004925508,0.00008587044,0.00003794891],"domain_scores_gemma":[0.999781,0.00004565898,0.00002156625,0.00007418496,0.00005981555,0.00001780582],"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":[0.0003011213,0.0001511124,0.001701786,0.0002266845,0.0001677876,0.0001630196,0.0001232206,0.1778509,0.08063056,0.01009953,0.01389221,0.714692],"study_design_scores_gemma":[0.00002010193,0.00005009026,0.0004772623,0.00001217262,0.00003218241,0.0001504241,0.00002413198,0.9519407,0.03702772,0.00529361,0.004955587,0.0000159148],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01809908,0.000366523,0.9721373,0.0001211241,0.00006098274,0.00006999825,0.0003178848,0.005891088,0.002936017],"genre_scores_gemma":[0.367276,0.0006480565,0.6169342,0.0003901178,0.00006773893,0.000125563,0.001779036,0.00113972,0.01163955],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007318949,"threshold_uncertainty_score":0.01612908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03343708772243094,"score_gpt":0.3715461184660954,"score_spread":0.3381090307436645,"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."}}