{"id":"W4403780069","doi":"10.1145/3687984","title":"Colorful Diffuse Intrinsic Image Decomposition in the Wild","year":2024,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Advanced Vision and Imaging","field":"Computer Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Specularity; Computer vision; Specular reflection; Artificial intelligence; Computer science; Global illumination; Shading; Computational photography; Ground truth; Image editing; Pixel; Image (mathematics); Albedo (alchemy); Diffuse reflection; Residual; Computer graphics (images); Optics; Rendering (computer graphics); Image processing; Algorithm; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004963365,0.0009964653,0.0006925255,0.0005409722,0.0001821011,0.00131211,0.0009764355,0.0006679584,0.002388459],"category_scores_gemma":[0.001081902,0.0003249826,0.000939212,0.0004947871,0.0006537308,0.001231194,0.001054235,0.001636735,0.001593815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004266125,"about_ca_system_score_gemma":0.0006308113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00217099,"about_ca_topic_score_gemma":0.003788604,"domain_scores_codex":[0.999613,0.00006346077,0.00001164284,0.000124768,0.0001428445,0.00004425491],"domain_scores_gemma":[0.9995849,0.00006608338,0.00003404693,0.0001661625,0.0001177458,0.00003107473],"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":[0.000326093,0.0001713131,0.001663485,0.0004064496,0.0001273436,0.000235048,0.0002442809,0.281516,0.2081832,0.03617712,0.01433603,0.4566136],"study_design_scores_gemma":[0.00001155674,0.0000413361,0.0008541379,0.00001852515,0.00002005568,0.0001893051,0.00004635352,0.9563699,0.02204532,0.01372929,0.00665151,0.00002278398],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009100366,0.0001331148,0.98868,0.00006834181,0.0000270021,0.00002109728,0.0001859189,0.0007066733,0.001077529],"genre_scores_gemma":[0.2797347,0.000774084,0.7087892,0.0003086231,0.00009443885,0.0001248961,0.002236615,0.0007581702,0.007179133],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002388459,"threshold_uncertainty_score":0.007990181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01489494064556799,"score_gpt":0.3010299962740375,"score_spread":0.2861350556284695,"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."}}