?url_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.title=SCAPE%3A+Searching+Conceptual+Architecture+Prompts+using+Evolution&rft.creator=Lim%2C+Soo+Ling&rft.creator=Bentley%2C+Peter+J&rft.creator=Ishikawa%2C+Fuyuki&rft.description=Conceptual+architecture+involves+a+highly+creative+exploration+of+novel+ideas%2C+often+taken+from+other+disciplines+as+architects+consider+radical+new+forms%2C+materials%2C+textures+and+colors+for+buildings.+While+today's+generative+AI+systems+can+produce+remarkable+results%2C+they+lack+the+creativity+demonstrated+for+decades+by+evolutionary+algorithms.+SCAPE%2C+our+proposed+tool%2C+combines+evolutionary+search+with+generative+AI%2C+enabling+users+to+explore+creative+and+good+quality+designs+inspired+by+their+initial+input+through+a+simple+point+and+click+interface.+SCAPE+injects+randomness+into+generative+AI%2C+and+enables+memory%2C+making+use+of+the+built-in+language+skills+of+GPT+-4+to+vary+prompts+via+text-based+mutation+and+crossover.+We+demonstrate+that+compared+to+DALL.+E+3%2C+SCAPE+enables+a+67%25+improvement+in+image+novelty%2C+plus+improvements+in+quality+and+effectiveness+of+use%3B+we+show+that+in+just+three+iterations+SCAPE+has+a+24%25+image+novelty+increase+enabling+effective+exploration%2C+plus+optimization+of+images+by+users.+We+use+more+than+20+independent+architects+to+assess+SCAPE%2C+who+provide+markedly+positive+feedback.&rft.subject=Machine+learning+algorithms%2C+Generative+AI%2C+Image+colour+analysis%2C+Computational+modelling%2C+Buildings%2C+Evolutionary+computation%2C+Computer+architecture&rft.publisher=IEEE&rft.date=2024-08-08&rft.type=Proceedings+paper&rft.language=eng&rft.source=+++++In%3A++2024+IEEE+Congress+on+Evolutionary+Computation%2C+CEC+2024+-+Proceedings.++(pp.+01-08).++IEEE%3A+Yokohama%2C+Japan.+(2024)+++++&rft.format=text&rft.identifier=https%3A%2F%2Fdiscovery.ucl.ac.uk%2Fid%2Feprint%2F10196976%2F1%2F2024086077.pdf&rft.identifier=https%3A%2F%2Fdiscovery.ucl.ac.uk%2Fid%2Feprint%2F10196976%2F&rft.rights=open