{"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/disentangling-multiple-conditional-inputs-in","title":"Disentangling Multiple Conditional Inputs in GANs","arxiv_id":"1806.07819","date":"2018-06-20","proceeding":null,"authors":["Gökhan Yildirim","Calvin Seward","Urs Bergmann"],"abstract":"In this paper, we propose a method that disentangles the effects of multiple\ninput conditions in Generative Adversarial Networks (GANs). In particular, we\ndemonstrate our method in controlling color, texture, and shape of a generated\ngarment image for computer-aided fashion design. To disentangle the effect of\ninput attributes, we customize conditional GANs with consistency loss\nfunctions. In our experiments, we tune one input at a time and show that we can\nguide our network to generate novel and realistic images of clothing articles.\nIn addition, we present a fashion design process that estimates the input\nattributes of an existing garment and modifies them using our generator.","url_abs":"http://arxiv.org/abs/1806.07819v1","url_pdf":"http://arxiv.org/pdf/1806.07819v1.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":"disentangling-multiple-conditional-inputs-in","repo_url":"https://github.com/zalandoresearch/disentangling_conditional_gans","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"disentangling-multiple-conditional-inputs-in","repo_url":"https://github.com/AemikaChow/DATASOURCE","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}}],"tasks":[{"task_slug":"articles","task_name":"Articles"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1806.07819","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}