{"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/viton-an-image-based-virtual-try-on-network","title":"VITON: An Image-based Virtual Try-on Network","arxiv_id":"1711.08447","date":"2017-11-22","proceeding":"CVPR 2018 6","authors":["Xintong Han","Zuxuan Wu","Zhe Wu","Ruichi Yu","Larry S. Davis"],"abstract":"We present an image-based VIirtual Try-On Network (VITON) without using 3D\ninformation in any form, which seamlessly transfers a desired clothing item\nonto the corresponding region of a person using a coarse-to-fine strategy.\nConditioned upon a new clothing-agnostic yet descriptive person representation,\nour framework first generates a coarse synthesized image with the target\nclothing item overlaid on that same person in the same pose. We further enhance\nthe initial blurry clothing area with a refinement network. The network is\ntrained to learn how much detail to utilize from the target clothing item, and\nwhere to apply to the person in order to synthesize a photo-realistic image in\nwhich the target item deforms naturally with clear visual patterns. Experiments\non our newly collected Zalando dataset demonstrate its promise in the\nimage-based virtual try-on task over state-of-the-art generative models.","url_abs":"http://arxiv.org/abs/1711.08447v4","url_pdf":"http://arxiv.org/pdf/1711.08447v4.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":"viton-an-image-based-virtual-try-on-network","repo_url":"https://github.com/xthan/VITON","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"viton-an-image-based-virtual-try-on-network","repo_url":"https://github.com/Aliasgarsaifee/HackInIndia","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"viton-an-image-based-virtual-try-on-network","repo_url":"https://github.com/JaZz-9/Try-First","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"viton-an-image-based-virtual-try-on-network","repo_url":"https://github.com/JaZz-9/Try-First-Flask-","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"viton-an-image-based-virtual-try-on-network","repo_url":"https://github.com/ankitajaiswal00/Try-First","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"viton-an-image-based-virtual-try-on-network","repo_url":"https://github.com/MindCode-4/code-5/tree/main/vit","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"viton-an-image-based-virtual-try-on-network","repo_url":"https://github.com/MosbehBarhoumi/VITON-PRE-PROCESSING","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":{"status":"ok"}}],"tasks":[{"task_slug":"descriptive","task_name":"Descriptive"},{"task_slug":"virtual-try-on","task_name":"Virtual Try-on"}],"methods":[],"datasets_introduced":[{"slug":"viton","name":"VITON","full_name":"VITON-Zalando Dataset"}],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1711.08447","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}