{"id":"W4413145746","doi":"10.1109/cvpr52734.2025.02010","title":"LITA-GS: Illumination-Agnostic Novel View Synthesis via Reference-Free 3D Gaussian Splatting and Physical Priors","year":2025,"lang":"en","type":"article","venue":"","topic":"Advanced Vision and Imaging","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Prior probability; Gaussian; Artificial intelligence; Algorithm; Bayesian probability; Physics","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":[0.0001689972,0.0001616219,0.0002154343,0.0001423172,0.000202741,0.0001560339,0.0006206628,0.00003599576,0.00002205774],"category_scores_gemma":[0.0007157092,0.000132508,0.00003861671,0.0004659355,0.0000784527,0.000644894,0.0005577417,0.0001445909,0.00003142857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003623686,"about_ca_system_score_gemma":0.00004779373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001919596,"about_ca_topic_score_gemma":0.000006042704,"domain_scores_codex":[0.9988164,0.00003326232,0.0002211439,0.0004671832,0.0002059917,0.0002560299],"domain_scores_gemma":[0.9984668,0.0007320442,0.0000666284,0.000571321,0.00007641492,0.00008681657],"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":[0.000002036061,0.00009404927,0.000305508,0.00006168102,0.00001408056,0.000004200876,0.000517295,0.00001486739,0.002197965,0.09252792,0.0002274101,0.904033],"study_design_scores_gemma":[0.000762448,0.00007181628,0.01895992,0.0009475356,0.00005012025,0.00002656376,0.000356988,0.9377995,0.007575419,0.02075349,0.01201978,0.0006764956],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003556951,0.0001444624,0.9687437,0.003182848,0.0001271164,0.000135497,0.000001755733,0.0001828474,0.02392486],"genre_scores_gemma":[0.7339503,0.00003936837,0.2643626,0.0008038233,0.00003091577,0.00001592247,7.289271e-7,0.000007305703,0.0007890678],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9377846,"threshold_uncertainty_score":0.5403518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01526674956438202,"score_gpt":0.2857215015524978,"score_spread":0.2704547519881158,"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."}}