{"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/improving-the-neural-algorithm-of-artistic","title":"Improving the Neural Algorithm of Artistic Style","arxiv_id":"1605.04603","date":"2016-05-15","proceeding":null,"authors":["Roman Novak","Yaroslav Nikulin"],"abstract":"In this work we investigate different avenues of improving the Neural\nAlgorithm of Artistic Style (by Leon A. Gatys, Alexander S. Ecker and Matthias\nBethge, arXiv:1508.06576).\n  While showing great results when transferring homogeneous and repetitive\npatterns, the original style representation often fails to capture more complex\nproperties, like having separate styles of foreground and background. This\nleads to visual artifacts and undesirable textures appearing in unexpected\nregions when performing style transfer.\n  We tackle this issue with a variety of approaches, mostly by modifying the\nstyle representation in order for it to capture more information and impose a\ntighter constraint on the style transfer result.\n  In our experiments, we subjectively evaluate our best method as producing\nfrom barely noticeable to significant improvements in the quality of style\ntransfer.","url_abs":"http://arxiv.org/abs/1605.04603v1","url_pdf":"http://arxiv.org/pdf/1605.04603v1.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":"improving-the-neural-algorithm-of-artistic","repo_url":"https://github.com/PARC/intricate-art-neural-transfer","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"improving-the-neural-algorithm-of-artistic","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":"improving-the-neural-algorithm-of-artistic","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"}}],"tasks":[{"task_slug":"style-transfer","task_name":"Style Transfer"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":null,"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}