{"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/arbitrary-style-transfer-in-real-time-with","title":"Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization","arxiv_id":"1703.06868","date":"2017-03-20","proceeding":"ICCV 2017 10","authors":["Xun Huang","Serge Belongie"],"abstract":"Gatys et al. recently introduced a neural algorithm that renders a content\nimage in the style of another image, achieving so-called style transfer.\nHowever, their framework requires a slow iterative optimization process, which\nlimits its practical application. Fast approximations with feed-forward neural\nnetworks have been proposed to speed up neural style transfer. Unfortunately,\nthe speed improvement comes at a cost: the network is usually tied to a fixed\nset of styles and cannot adapt to arbitrary new styles. In this paper, we\npresent a simple yet effective approach that for the first time enables\narbitrary style transfer in real-time. At the heart of our method is a novel\nadaptive instance normalization (AdaIN) layer that aligns the mean and variance\nof the content features with those of the style features. Our method achieves\nspeed comparable to the fastest existing approach, without the restriction to a\npre-defined set of styles. 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