{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/exploring-the-structure-of-a-real-time","title":"Exploring the structure of a real-time, arbitrary neural artistic stylization network","arxiv_id":"1705.06830","date":"2017-05-18","proceeding":null,"authors":["Golnaz Ghiasi","Honglak Lee","Manjunath Kudlur","Vincent Dumoulin","Jonathon Shlens"],"abstract":"In this paper, we present a method which combines the flexibility of the\nneural algorithm of artistic style with the speed of fast style transfer\nnetworks to allow real-time stylization using any content/style image pair. We\nbuild upon recent work leveraging conditional instance normalization for\nmulti-style transfer networks by learning to predict the conditional instance\nnormalization parameters directly from a style image. The model is successfully\ntrained on a corpus of roughly 80,000 paintings and is able to generalize to\npaintings previously unobserved. We demonstrate that the learned embedding\nspace is smooth and contains a rich structure and organizes semantic\ninformation associated with paintings in an entirely unsupervised manner.","url_abs":"http://arxiv.org/abs/1705.06830v2","url_pdf":"http://arxiv.org/pdf/1705.06830v2.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"exploring-the-structure-of-a-real-time","repo_url":"https://github.com/magenta/magenta/blob/master/magenta/models/arbitrary_image_stylization/README.md","is_official":1,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"exploring-the-structure-of-a-real-time","repo_url":"https://github.com/AlexAdamov/StylizedPic","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"exploring-the-structure-of-a-real-time","repo_url":"https://github.com/BenjaminBradshaw/Fast-Style-Transfer-for-Arbitrary-Styles","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"exploring-the-structure-of-a-real-time","repo_url":"https://github.com/HikkaV/StylizerML","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"exploring-the-structure-of-a-real-time","repo_url":"https://github.com/RemiArbache/style-transfer-M2","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"exploring-the-structure-of-a-real-time","repo_url":"https://github.com/billsun9/automated-style-transfer","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"exploring-the-structure-of-a-real-time","repo_url":"https://github.com/deepeshdm/Neural-Style-Transfer","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"exploring-the-structure-of-a-real-time","repo_url":"https://github.com/parisGPB/Neural-Style-Transfer","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"exploring-the-structure-of-a-real-time","repo_url":"https://github.com/philipjackson/style-augmentation","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"exploring-the-structure-of-a-real-time","repo_url":"https://github.com/sha256burim/Implementation-of-TensorFlow-Fast-GAN-Neural-Style-Transfer","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"exploring-the-structure-of-a-real-time","repo_url":"https://github.com/taivu1998/GANime","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"exploring-the-structure-of-a-real-time","repo_url":"https://github.com/telecombcn-dl/2018-dlai-team5","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"exploring-the-structure-of-a-real-time","repo_url":"https://github.com/yangyucheng000/arbitrary_image_stylization","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"mindspore","reach":{"status":"unanswered"}},{"paper_slug":"exploring-the-structure-of-a-real-time","repo_url":"https://github.com/yangyucheng000/ascend_ArbitraryStyleTransfer","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"mindspore","reach":{"status":"unanswered"}},{"paper_slug":"exploring-the-structure-of-a-real-time","repo_url":"https://github.com/2023-MindSpore-4/Code8/tree/main/ArbitraryStyleTransfer","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"exploring-the-structure-of-a-real-time","repo_url":"https://github.com/Mind23-2/MindCode-8","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":{"status":"unanswered"}},{"paper_slug":"exploring-the-structure-of-a-real-time","repo_url":"https://github.com/code-implementation1/Code2/tree/main/ArbitraryStyleTransfer","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"exploring-the-structure-of-a-real-time","repo_url":"https://github.com/jiean001/models_m/tree/main/ArbitraryStyleTransfer","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"exploring-the-structure-of-a-real-time","repo_url":"https://github.com/mindspore-ai/models/tree/master/research/cv/ArbitraryStyleTransfer","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"exploring-the-structure-of-a-real-time","repo_url":"https://github.com/xiuyu0000/papers_with_examples/tree/main/arbitrary_image_stylization","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","r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