{"id":"W2994275717","doi":"10.18280/ria.330406","title":"Improved Artistic Images Generation Using Transfer Learning","year":2019,"lang":"fr","type":"article","venue":"Revue d intelligence artificielle","topic":"Generative Adversarial Networks and Image Synthesis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transfer of learning; Computer science; Artificial intelligence; Computer vision","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007746927,0.000408494,0.0004558133,0.0001352099,0.000437916,0.0006713226,0.0005807847,0.0002200606,0.001932016],"category_scores_gemma":[0.0001648417,0.0004524778,0.0002613695,0.0007349913,0.0001870525,0.001169663,0.0001644351,0.0005259876,0.001595102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001431554,"about_ca_system_score_gemma":0.0001592868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003578482,"about_ca_topic_score_gemma":0.0000319842,"domain_scores_codex":[0.996708,0.0004482573,0.000753918,0.001009456,0.0002517396,0.0008286224],"domain_scores_gemma":[0.9983534,0.0002374434,0.0001436356,0.0007232952,0.0003451186,0.0001971671],"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":[0.000008113961,0.00009050793,0.00008438556,0.0000697525,0.00003260225,0.00001508249,0.001217118,0.650441,0.2626949,0.004084312,0.0001830185,0.08107918],"study_design_scores_gemma":[0.00005536772,0.0001997732,0.00001145727,0.0001555087,0.0000452413,0.00003898445,0.0002973776,0.7534835,0.2356321,0.00020061,0.00947709,0.0004030492],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02875672,0.00462153,0.9575949,0.001398027,0.004908759,0.0005378127,0.000009409447,0.00008022716,0.002092614],"genre_scores_gemma":[0.9342805,0.0004510099,0.02314363,0.0001822269,0.001169832,0.00001189641,0.00001146966,0.0000485398,0.04070092],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9344513,"threshold_uncertainty_score":0.9997927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05624731965353506,"score_gpt":0.2678487512669264,"score_spread":0.2116014316133914,"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."}}