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Given a clothing image and a person image, an image-based virtual try-on aims to generate a customized image that appears natural and accurately reflects the characteristics of the clothing image. In this work, we aim to expand the…

计算机视觉与模式识别 · 计算机科学 2023-12-05 Jeongho Kim , Gyojung Gu , Minho Park , Sunghyun Park , Jaegul Choo

In this paper, we describe various technologies that are being used in virtual garment fitting and simulation. There, we have focused about the usage of anthropometry in clothing industry and avatar generation of virtual garment fitting.…

Image-based virtual try-on is an increasingly popular and important task to generate realistic try-on images of the specific person. Recent methods model virtual try-on as image mask-inpaint task, which requires masking the person image and…

计算机视觉与模式识别 · 计算机科学 2024-11-25 Xuanpu Zhang , Dan Song , Pengxin Zhan , Tianyu Chang , Jianhao Zeng , Qingguo Chen , Weihua Luo , Anan Liu

We present OOTDiffusion, a novel network architecture for realistic and controllable image-based virtual try-on (VTON). We leverage the power of pretrained latent diffusion models, designing an outfitting UNet to learn the garment detail…

计算机视觉与模式识别 · 计算机科学 2024-03-08 Yuhao Xu , Tao Gu , Weifeng Chen , Chengcai Chen

In this paper, we propose a novel virtual try-on from unconstrained designs (ucVTON) task to enable photorealistic synthesis of personalized composite clothing on input human images. Unlike prior arts constrained by specific input types,…

计算机视觉与模式识别 · 计算机科学 2023-12-08 Shuliang Ning , Duomin Wang , Yipeng Qin , Zirong Jin , Baoyuan Wang , Xiaoguang Han

Image-based virtual try-on involves synthesizing perceptually convincing images of a model wearing a particular garment and has garnered significant research interest due to its immense practical applicability. Recent methods involve a two…

计算机视觉与模式识别 · 计算机科学 2021-09-16 Ayush Chopra , Rishabh Jain , Mayur Hemani , Balaji Krishnamurthy

Virtual try-on and product personalization have become increasingly important in modern online shopping, highlighting the need for accurate body measurement estimation. Although previous research has advanced in estimating 3D body shapes…

计算机视觉与模式识别 · 计算机科学 2024-04-17 Yafei Mao , Xuelu Li , Brandon Smith , Jinjin Li , Raja Bala

Virtual try-on (VTON) aims to synthesize realistic images of a person wearing a target garment, with broad applications in e-commerce and digital fashion. While recent advances in latent diffusion models have substantially improved visual…

计算机视觉与模式识别 · 计算机科学 2025-07-01 Xiang Xu

Diffusion models have led to the revolutionizing of generative modeling in numerous image synthesis tasks. Nevertheless, it is not trivial to directly apply diffusion models for synthesizing an image of a target person wearing a given…

计算机视觉与模式识别 · 计算机科学 2024-09-13 Siqi Wan , Yehao Li , Jingwen Chen , Yingwei Pan , Ting Yao , Yang Cao , Tao Mei

The development of virtual try-on has revolutionized online shopping by allowing customers to visualize themselves in various fashion items, thus extending the in-store try-on experience to the cyber space. Although virtual try-on has…

多媒体 · 计算机科学 2024-04-23 Mingzhe Yu , Yunshan Ma , Lei Wu , Kai Cheng , Xue Li , Lei Meng , Tat-Seng Chua

Despite its great potential, virtual try-on technology is hindered from real-world application by two major challenges: the inability of current methods to support multi-reference outfit compositions (including garments and accessories),…

计算机视觉与模式识别 · 计算机科学 2025-08-29 Zheng Chong , Yanwei Lei , Shiyue Zhang , Zhuandi He , Zhen Wang , Xujie Zhang , Xiao Dong , Yiling Wu , Dongmei Jiang , Xiaodan Liang

Visualizing an outfit is an essential part of shopping for clothes. Due to the combinatorial aspect of combining fashion articles, the available images are limited to a pre-determined set of outfits. In this paper, we broaden these…

计算机视觉与模式识别 · 计算机科学 2019-08-26 Gökhan Yildirim , Nikolay Jetchev , Roland Vollgraf , Urs Bergmann

Image virtual try-on replaces the clothes on a person image with a desired in-shop clothes image. It is challenging because the person and the in-shop clothes are unpaired. Existing methods formulate virtual try-on as either in-painting or…

计算机视觉与模式识别 · 计算机科学 2021-03-22 Chongjian Ge , Yibing Song , Yuying Ge , Han Yang , Wei Liu , Ping Luo

Virtual try-on (VITON) aims to generate realistic images of a person wearing a target garment, requiring precise garment alignment in try-on regions and faithful preservation of identity and background in non-try-on regions. While latent…

计算机视觉与模式识别 · 计算机科学 2026-04-15 Junseo Park , Hyeryung Jang

Image-based Virtual Try-ON aims to transfer an in-shop garment onto a specific person. Existing methods employ a global warping module to model the anisotropic deformation for different garment parts, which fails to preserve the semantic…

计算机视觉与模式识别 · 计算机科学 2023-03-27 Zhenyu Xie , Zaiyu Huang , Xin Dong , Fuwei Zhao , Haoye Dong , Xijin Zhang , Feida Zhu , Xiaodan Liang

Amidst the rapid growth of fashion e-commerce, remote fitting of fashion articles remains a complex and challenging problem and a main driver of customers' frustration. Despite the recent advances in 3D virtual try-on solutions, such…

计算机视觉与模式识别 · 计算机科学 2022-06-24 Sonia Pecenakova , Nour Karessli , Reza Shirvany

Virtual try-on aims to generate a photo-realistic fitting result given an in-shop garment and a reference person image. Existing methods usually build up multi-stage frameworks to deal with clothes warping and body blending respectively, or…

计算机视觉与模式识别 · 计算机科学 2022-07-20 Shuai Bai , Huiling Zhou , Zhikang Li , Chang Zhou , Hongxia Yang

Previous virtual try-on methods usually focus on aligning a clothing item with a person, limiting their ability to exploit the complex pose, shape and skin color of the person, as well as the overall structure of the clothing, which is…

计算机视觉与模式识别 · 计算机科学 2022-12-29 H. Zunair , Y. Gobeil , S. Mercier , A. Ben Hamza

Most recent garment capturing techniques rely on acquiring multiple views of clothing, which may not always be readily available, especially in the case of pre-existing photographs from the web. As an alternative, we pro- pose a method that…

计算机视觉与模式识别 · 计算机科学 2016-09-13 Shan Yang , Tanya Ambert , Zherong Pan , Ke Wang , Licheng Yu , Tamara Berg , Ming C. Lin

Existing image-based virtual try-on (VTON) methods primarily focus on single-layer or multi-garment VTON, neglecting multi-layer VTON (ML-VTON), which involves dressing multiple layers of garments onto the human body with realistic…

计算机视觉与模式识别 · 计算机科学 2026-02-10 Yang Yu , Yunze Deng , Yige Zhang , Yanjie Xiao , Youkun Ou , Wenhao Hu , Mingchao Li , Bin Feng , Wenyu Liu , Dandan Zheng , Jingdong Chen