{"id":"W4281698687","doi":"10.1117/12.2621608","title":"Deep visible to thermal infrared style transfer in dynamic video sequences","year":2022,"lang":"en","type":"article","venue":"","topic":"Image Enhancement Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton","funders":"","keywords":"Computer science; Artificial intelligence; Thermal infrared; Infrared; Computer vision; Deep learning; Transfer of learning; Thermal; Pattern recognition (psychology); Optics","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":[0.0004448121,0.0001147285,0.0001258182,0.0002647018,0.0001789882,0.00009071094,0.001356678,0.00001613983,0.000505371],"category_scores_gemma":[0.000006422785,0.000116464,0.00003851515,0.0009067853,0.00001753458,0.00045446,0.0006533455,0.000193732,0.00002953144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002144692,"about_ca_system_score_gemma":0.00007390708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001411766,"about_ca_topic_score_gemma":0.0001191228,"domain_scores_codex":[0.9985192,0.0001434413,0.0002168026,0.0003806867,0.0004208851,0.0003189718],"domain_scores_gemma":[0.9994544,0.00003290404,0.00001657386,0.0004257618,0.00002262577,0.00004771408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001224699,0.001006246,0.001738352,0.00004782845,0.00005194749,0.0004442383,0.02690012,0.0414716,0.6250056,0.06132523,0.008261873,0.2336245],"study_design_scores_gemma":[0.001090691,0.001619975,0.004040859,0.00002223288,0.000006049119,0.00004113026,0.001203677,0.7826955,0.1865576,0.009412334,0.01215452,0.001155425],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0855869,0.00004811602,0.9023536,0.001235145,0.0001414791,0.0004056214,0.000002438437,0.0004367314,0.009789918],"genre_scores_gemma":[0.9411049,0.000001735327,0.05435899,0.00212759,0.000006327275,0.0004097721,0.000002449439,0.000009439455,0.001978747],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.855518,"threshold_uncertainty_score":0.5533458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008176835126935234,"score_gpt":0.2474092782686171,"score_spread":0.2392324431416819,"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."}}