{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,25]],"date-time":"2025-12-25T16:03:51Z","timestamp":1766678631718},"publisher-location":"California","reference-count":0,"publisher":"International Joint Conferences on Artificial Intelligence Organization","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2022,7]]},"abstract":"<jats:p>Creating art is often viewed as a uniquely human endeavor. In this paper, we introduce a multi-conditional Generative Adversarial Network (GAN) approach trained on large amounts of human paintings to synthesize realistic-looking paintings that emulate human art. Our approach is based on the StyleGAN neural network architecture, but incorporates a custom multi-conditional control mechanism that provides fine-granular control over characteristics of the generated paintings, e.g., with regard to the perceived emotion evoked in a spectator. We also investigate several evaluation techniques tailored to multi-conditional generation.<\/jats:p>","DOI":"10.24963\/ijcai.2022\/684","type":"proceedings-article","created":{"date-parts":[[2022,7,16]],"date-time":"2022-07-16T02:55:56Z","timestamp":1657940156000},"page":"4936-4942","source":"Crossref","is-referenced-by-count":8,"title":["Art Creation with Multi-Conditional StyleGANs"],"prefix":"10.24963","author":[{"given":"Konstantin","family":"Dobler","sequence":"first","affiliation":[{"name":"Hasso Plattner Institute \/ University of Potsdam"}]},{"given":"Florian","family":"H\u00fcbscher","sequence":"additional","affiliation":[{"name":"Hasso Plattner Institute \/ University of Potsdam"}]},{"given":"Jan","family":"Westphal","sequence":"additional","affiliation":[{"name":"Hasso Plattner Institute \/ University of Potsdam"}]},{"given":"Alejandro","family":"Sierra-M\u00fanera","sequence":"additional","affiliation":[{"name":"Hasso Plattner Institute \/ University of Potsdam"}]},{"given":"Gerard","family":"de Melo","sequence":"additional","affiliation":[{"name":"Hasso Plattner Institute \/ University of Potsdam"}]},{"given":"Ralf","family":"Krestel","sequence":"additional","affiliation":[{"name":"ZBW - Leibniz Information Centre for Economics and Kiel University"}]}],"member":"10584","event":{"number":"31","sponsor":["International Joint Conferences on Artificial Intelligence Organization (IJCAI)"],"acronym":"IJCAI-2022","name":"Thirty-First International Joint Conference on Artificial Intelligence {IJCAI-22}","start":{"date-parts":[[2022,7,23]]},"theme":"Artificial Intelligence","location":"Vienna, Austria","end":{"date-parts":[[2022,7,29]]}},"container-title":["Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence"],"original-title":[],"deposited":{"date-parts":[[2022,7,18]],"date-time":"2022-07-18T11:11:04Z","timestamp":1658142664000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.ijcai.org\/proceedings\/2022\/684"}},"subtitle":[],"proceedings-subject":"Artificial Intelligence Research Articles","short-title":[],"issued":{"date-parts":[[2022,7]]},"references-count":0,"URL":"https:\/\/doi.org\/10.24963\/ijcai.2022\/684","relation":{},"subject":[],"published":{"date-parts":[[2022,7]]}}}