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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…

Computer Vision and Pattern Recognition · Computer Science 2021-06-01 Shanchen Pang , Xixi Tao , Neal N. Xiong , Yukun Dong

Image-based virtual try-on aims to synthesize a naturally dressed person image with a clothing image, which revolutionizes online shopping and inspires related topics within image generation, showing both research significance and…

Computer Vision and Pattern Recognition · Computer Science 2024-09-04 Dan Song , Xuanpu Zhang , Juan Zhou , Weizhi Nie , Ruofeng Tong , Mohan Kankanhalli , An-An Liu

Fabricating and designing 3D garments has become extremely demanding with the increasing need for synthesizing realistic dressed persons for a variety of applications, e.g. 3D virtual try-on, digitalization of 2D clothes into 3D apparel,…

Computer Vision and Pattern Recognition · Computer Science 2023-08-09 Daiheng Gao , Xu Chen , Xindi Zhang , Qi Wang , Ke Sun , Bang Zhang , Liefeng Bo , Qixing Huang

Virtual Try-On is a promising research area with broad applications in e-commerce and everyday life, enabling users to visualize garments on themselves or others before purchase. Most existing methods depend on predefined or user-specified…

Graphics · Computer Science 2026-04-01 Mengqi Zhang , Qi Li , Mehmet Saygin Seyfioglu , Karim Bouyarmane

Image-based virtual try-on for fashion has gained considerable attention recently. The task requires trying on a clothing item on a target model image. An efficient framework for this is composed of two stages: (1) warping (transforming)…

Computer Vision and Pattern Recognition · Computer Science 2020-01-20 Surgan Jandial , Ayush Chopra , Kumar Ayush , Mayur Hemani , Abhijeet Kumar , Balaji Krishnamurthy

Latest advances have achieved realistic virtual try-on (VTON) through localized garment inpainting using latent diffusion models, significantly enhancing consumers' online shopping experience. However, existing VTON technologies neglect the…

Computer Vision and Pattern Recognition · Computer Science 2024-08-07 Fei Shen , Xin Jiang , Xin He , Hu Ye , Cong Wang , Xiaoyu Du , Zechao Li , Jinhui Tang

Image virtual try-on task has abundant applications and has become a hot research topic recently. Existing 2D image-based virtual try-on methods aim to transfer a target clothing image onto a reference person, which has two main…

Computer Vision and Pattern Recognition · Computer Science 2021-07-29 Xin Gao , Zhenjiang Liu , Zunlei Feng , Chengji Shen , Kairi Ou , Haihong Tang , Mingli Song

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,…

Computer Vision and Pattern Recognition · Computer Science 2023-12-08 Shuliang Ning , Duomin Wang , Yipeng Qin , Zirong Jin , Baoyuan Wang , Xiaoguang Han

While image-based virtual try-on has made significant strides, emerging approaches still fall short of delivering high-fidelity and robust fitting images across various scenarios, as their models suffer from issues of ill-fitted garment…

Computer Vision and Pattern Recognition · Computer Science 2024-05-29 Yuhan Li , Hao Zhou , Wenxiang Shang , Ran Lin , Xuanhong Chen , Bingbing Ni

The Diffusion model has a strong ability to generate wild images. However, the model can just generate inaccurate images with the guidance of text, which makes it very challenging to directly apply the text-guided generative model for…

Computer Vision and Pattern Recognition · Computer Science 2023-12-27 Shufang Zhang , Minxue Ni , Lei Wang , Wenxin Ding , Shuai Chen , Yuhong Liu

Virtual try-on has made significant progress in recent years. This paper addresses how to achieve multifunctional virtual try-on guided solely by text instructions, including full outfit change and local editing. Previous methods primarily…

Computer Vision and Pattern Recognition · Computer Science 2025-07-09 Yujie Hu , Xuanyu Zhang , Weiqi Li , Jian Zhang

Image-based virtual try-on is an increasingly important task for online shopping. It aims to synthesize images of a specific person wearing a specified garment. Diffusion model-based approaches have recently become popular, as they are…

Computer Vision and Pattern Recognition · Computer Science 2024-04-02 Xu Yang , Changxing Ding , Zhibin Hong , Junhao Huang , Jin Tao , Xiangmin Xu

Image-based garment transfer replaces the garment on the target human with the desired garment; this enables users to virtually view themselves in the desired garment. To this end, many approaches have been proposed using the generative…

Computer Vision and Pattern Recognition · Computer Science 2022-04-06 Jooeun Son , Tomas Cabezon Pedroso , Carolene Siga , Jinsung Lee

Online clothing shopping has become increasingly popular, but the high rate of returns due to size and fit issues has remained a major challenge. To address this problem, virtual try-on systems have been developed to provide customers with…

Computer Vision and Pattern Recognition · Computer Science 2023-06-27 Yunmin Cho , Lala Shakti Swarup Ray , Kundan Sai Prabhu Thota , Sungho Suh , Paul Lukowicz

This study discusses the critical issues of Virtual Try-On in contemporary e-commerce and the prospective metaverse, emphasizing the challenges of preserving intricate texture details and distinctive features of the target person and the…

Computer Vision and Pattern Recognition · Computer Science 2024-07-18 Phuong Dam , Jihoon Jeong , Anh Tran , Daeyoung Kim

Recent virtual try-on approaches have advanced by finetuning pre-trained text-to-image diffusion models to leverage their powerful generative ability. However, the use of text prompts in virtual try-on remains underexplored. This paper…

Computer Vision and Pattern Recognition · Computer Science 2025-08-08 Jeongho Kim , Hoiyeong Jin , Sunghyun Park , Jaegul Choo

Virtual try-on focuses on adjusting the given clothes to fit a specific person seamlessly while avoiding any distortion of the patterns and textures of the garment. However, the clothing identity uncontrollability and training inefficiency…

Computer Vision and Pattern Recognition · Computer Science 2024-04-02 Jiazheng Xing , Chao Xu , Yijie Qian , Yang Liu , Guang Dai , Baigui Sun , Yong Liu , Jingdong Wang

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…

Computer Vision and Pattern Recognition · Computer Science 2024-03-08 Yuhao Xu , Tao Gu , Weifeng Chen , Chengcai Chen

Multimodal clothing image editing refers to the precise adjustment and modification of clothing images using data such as textual descriptions and visual images as control conditions, which effectively improves the work efficiency of…

Computer Vision and Pattern Recognition · Computer Science 2024-09-24 Di Cheng , YingJie Shi , ShiXin Sun , JiaFu Zhang , WeiJing Wang , Yu Liu

The growing digital landscape of fashion e-commerce calls for interactive and user-friendly interfaces for virtually trying on clothes. Traditional try-on methods grapple with challenges in adapting to diverse backgrounds, poses, and…

Human-Computer Interaction · Computer Science 2024-02-06 Justin Blalock , David Munechika , Harsha Karanth , Alec Helbling , Pratham Mehta , Seongmin Lee , Duen Horng Chau
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