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Virtual clothes try-on has emerged as a vital feature in online shopping, offering consumers a critical tool to visualize how clothing fits. In our research, we introduce an innovative approach for virtual clothes try-on, utilizing a…

计算机视觉与模式识别 · 计算机科学 2024-06-18 Lingxiao Lu , Shengyi Wu , Haoxuan Sun , Junhong Gou , Jianlou Si , Chen Qian , Jianfu Zhang , Liqing Zhang

Traditional virtual try-on methods primarily focus on the garment-to-person try-on task, which requires flat garment representations. In contrast, this paper introduces a novel approach to the person-to-person try-on task. Unlike the…

计算机视觉与模式识别 · 计算机科学 2025-07-23 Zheng Wang , Xianbing Sun , Shengyi Wu , Jiahui Zhan , Jianlou Si , Chi Zhang , Liqing Zhang , Jianfu Zhang

With the increasing development of garment manufacturing industry, the method of combining neural network with industry to reduce product redundancy has been paid more and more attention.In order to reduce garment redundancy and achieve…

计算机视觉与模式识别 · 计算机科学 2021-06-01 Shanchen Pang , Xixi Tao , Neal N. Xiong , Yukun Dong

Deep learning based virtual try-on system has achieved some encouraging progress recently, but there still remain several big challenges that need to be solved, such as trying on arbitrary clothes of all types, trying on the clothes from…

计算机视觉与模式识别 · 计算机科学 2021-11-25 Yu Liu , Mingbo Zhao , Zhao Zhang , Haijun Zhang , Shuicheng Yan

Image-based virtual try-on systems for fitting new in-shop clothes into a person image have attracted increasing research attention, yet is still challenging. A desirable pipeline should not only transform the target clothes into the most…

计算机视觉与模式识别 · 计算机科学 2018-09-13 Bochao Wang , Huabin Zheng , Xiaodan Liang , Yimin Chen , Liang Lin , Meng Yang

Image-based virtual try-on is challenging in fitting a target in-shop clothes into a reference person under diverse human poses. Previous works focus on preserving clothing details ( e.g., texture, logos, patterns ) when transferring…

计算机视觉与模式识别 · 计算机科学 2022-10-18 Bingwen Hu , Ping Liu , Zhedong Zheng , Mingwu Ren

The system of Virtual Try-ON (VTON) allows a user to try a product virtually. In general, a VTON system takes a clothing source and a person's image to predict the try-on output of the person in the given clothing. Although existing methods…

计算机视觉与模式识别 · 计算机科学 2024-01-05 Debapriya Roy , Sanchayan Santra , Diganta Mukherjee , Bhabatosh Chanda

With the rapid development of e-commerce, virtual try-on technology has become an essential tool to satisfy consumers' personalized clothing preferences. Diffusion-based virtual try-on systems aim to naturally align garments with target…

多媒体 · 计算机科学 2025-04-02 Shufang Zhang , Hang Qian , Minxue Ni , Yaxuan Li , Wenxin Ding , Jun Liu

Virtual Try-On (VTON) is the task of synthesizing an image of a person wearing a target garment, conditioned on a person image and a garment image. While diffusion-based VTON models featuring a Dual UNet architecture demonstrate superior…

计算机视觉与模式识别 · 计算机科学 2025-11-25 Kihyun Na , Jinyoung Choi , Injung Kim

Virtual try-on (VTON) transfers a target clothing image to a reference person, where clothing fidelity is a key requirement for downstream e-commerce applications. However, existing VTON methods still fall short in high-fidelity try-on due…

计算机视觉与模式识别 · 计算机科学 2024-11-05 Han Yang , Yanlong Zang , Ziwei Liu

Studies of virtual try-on (VITON) have been shown their effectiveness in utilizing the generative neural network for virtually exploring fashion products, and some of recent researches of VITON attempted to synthesize human image wearing…

计算机视觉与模式识别 · 计算机科学 2022-05-11 Soonchan Park , Jinah Park

Video try-on replaces clothing in videos with target garments. Existing methods struggle to generate high-quality and temporally consistent results when handling complex clothing patterns and diverse body poses. We present 3DV-TON, a novel…

计算机视觉与模式识别 · 计算机科学 2025-04-25 Min Wei , Chaohui Yu , Jingkai Zhou , Fan Wang

The fashion industry is increasingly leveraging computer vision and deep learning technologies to enhance online shopping experiences and operational efficiencies. In this paper, we address the challenge of generating high-fidelity tiled…

计算机视觉与模式识别 · 计算机科学 2025-01-06 Ioannis Xarchakos , Theodoros Koukopoulos

Virtual try-on, which aims to seamlessly fit garments onto person images, has recently seen significant progress with diffusion-based models. However, existing methods commonly resort to duplicated backbones or additional image encoders to…

计算机视觉与模式识别 · 计算机科学 2025-10-22 Haifeng Ni , Ming Xu

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

Image-based virtual try-on aims to fit an in-shop garment into a clothed person image. To achieve this, a key step is garment warping which spatially aligns the target garment with the corresponding body parts in the person image. Prior…

计算机视觉与模式识别 · 计算机科学 2022-04-05 Sen He , Yi-Zhe Song , Tao Xiang

Image-based virtual try-on systems,which fit new garments onto human portraits,are gaining research attention.An ideal pipeline should preserve the static features of clothes(like textures and logos)while also generating dynamic…

计算机视觉与模式识别 · 计算机科学 2024-01-23 Yanlong Zang , Han Yang , Jiaxu Miao , Yi Yang

Virtual try-on technology has become increasingly important in the fashion and retail industries, enabling the generation of high-fidelity garment images that adapt seamlessly to target human models. While existing methods have achieved…

计算机视觉与模式识别 · 计算机科学 2025-10-30 Ming Meng , Qi Dong , Jiajie Li , Zhe Zhu , Xingyu Wang , Zhaoxin Fan , Wei Zhao , Wenjun Wu

Virtual try-on (VTON) technology has gained attention due to its potential to transform online retail by enabling realistic clothing visualization of images and videos. However, most existing methods struggle to achieve high-quality results…

计算机视觉与模式识别 · 计算机科学 2025-01-22 Zheng Chong , Wenqing Zhang , Shiyue Zhang , Jun Zheng , Xiao Dong , Haoxiang Li , Yiling Wu , Dongmei Jiang , Xiaodan Liang

This paper considers image-based virtual try-on, which renders an image of a person wearing a curated garment, given a pair of images depicting the person and the garment, respectively. Previous works adapt existing exemplar-based…

计算机视觉与模式识别 · 计算机科学 2024-07-30 Yisol Choi , Sangkyung Kwak , Kyungmin Lee , Hyungwon Choi , Jinwoo Shin