{"id":"W4394847734","doi":"10.23977/jaip.2024.070124","title":"A Multimodal Diffusion-based Interior Design AI with ControlNet","year":2024,"lang":"en","type":"article","venue":"Journal of Artificial Intelligence Practice","topic":"Architecture, Design, and Social History","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diffusion; Computer science; Physics; Thermodynamics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005821849,0.0008075425,0.0005102511,0.0008381048,0.000435252,0.001438435,0.001218947,0.0007716619,0.00895163],"category_scores_gemma":[0.001702681,0.0004298597,0.0007303545,0.0005640273,0.0008741757,0.001403294,0.001494238,0.0006856972,0.0007431113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006989907,"about_ca_system_score_gemma":0.0006595536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003510639,"about_ca_topic_score_gemma":0.003726016,"domain_scores_codex":[0.9996713,0.00007032888,0.00001109267,0.00007965446,0.0001471062,0.00002050158],"domain_scores_gemma":[0.9995692,0.0002077729,0.00002966477,0.00006856363,0.00009517982,0.00002957153],"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":[0.0002876947,0.0001330823,0.000824556,0.0003518424,0.00004815754,0.000325854,0.001043675,0.6196758,0.05501502,0.05648942,0.003990634,0.2618143],"study_design_scores_gemma":[0.00001412669,0.00003840791,0.00008678268,0.00002129004,0.000006215404,0.00004980365,0.00002646891,0.9854431,0.004148364,0.005415976,0.004734885,0.00001451996],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01017739,0.00008738864,0.9807267,0.000122506,0.00004279951,0.00006549541,0.00005979404,0.001669528,0.007048544],"genre_scores_gemma":[0.3049272,0.0002086647,0.6843156,0.0001017376,0.00002395246,0.0002580402,0.0001803829,0.0004682249,0.009516222],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00895163,"threshold_uncertainty_score":0.02994621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05200603958579433,"score_gpt":0.3041815560997506,"score_spread":0.2521755165139563,"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."}}