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Image-based virtual try-on aims to synthesize an image of a person wearing a given clothing item. To solve the task, the existing methods warp the clothing item to fit the person's body and generate the segmentation map of the person…

计算机视觉与模式识别 · 计算机科学 2022-07-21 Sangyun Lee , Gyojung Gu , Sunghyun Park , Seunghwan Choi , Jaegul Choo

Video try-on stands as a promising area for its tremendous real-world potential. Prior works are limited to transferring product clothing images onto person videos with simple poses and backgrounds, while underperforming on casually…

计算机视觉与模式识别 · 计算机科学 2024-06-10 Jun Zheng , Fuwei Zhao , Youjiang Xu , Xin Dong , Xiaodan Liang

This paper introduces MMTryon, a multi-modal multi-reference VIrtual Try-ON (VITON) framework, which can generate high-quality compositional try-on results by taking a text instruction and multiple garment images as inputs. Our MMTryon…

计算机视觉与模式识别 · 计算机科学 2024-11-21 Xujie Zhang , Ente Lin , Xiu Li , Yuxuan Luo , Michael Kampffmeyer , Xin Dong , Xiaodan Liang

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

In this paper, we propose a Landmark Guided Virtual Try-On (LGVTON) method for clothes, which aims to solve the problem of clothing trials on e-commerce websites. Given the images of two people: a person and a model, it generates a…

计算机视觉与模式识别 · 计算机科学 2021-09-30 Debapriya Roy , Sanchayan Santra , Bhabatosh Chanda

Augmented reality applications have rapidly spread across online platforms, allowing consumers to virtually try-on a variety of products, such as makeup, hair dying, or shoes. However, parametrizing a renderer to synthesize realistic images…

计算机视觉与模式识别 · 计算机科学 2022-05-16 Robin Kips , Ruowei Jiang , Sileye Ba , Brendan Duke , Matthieu Perrot , Pietro Gori , Isabelle Bloch

Virtual Try-On (VTON) is a transformative technology in e-commerce and fashion design, enabling realistic digital visualization of clothing on individuals. In this work, we propose VTON 360, a novel 3D VTON method that addresses the open…

计算机视觉与模式识别 · 计算机科学 2025-04-14 Zijian He , Yuwei Ning , Yipeng Qin , Guangrun Wang , Sibei Yang , Liang Lin , Guanbin Li

Image-based fashion design with AI techniques has attracted increasing attention in recent years. We focus on a new fashion design task, where we aim to transfer a reference appearance image onto a clothing image while preserving the…

计算机视觉与模式识别 · 计算机科学 2023-02-15 Shidong Cao , Wenhao Chai , Shengyu Hao , Yanting Zhang , Hangyue Chen , Gaoang Wang

Image-based Virtual Try-On (VTON) techniques rely on either supervised in-shop approaches, which ensure high fidelity but struggle with cross-domain generalization, or unsupervised in-the-wild methods, which improve adaptability but remain…

计算机视觉与模式识别 · 计算机科学 2025-07-22 Zhaotong Yang , Yuhui Li , Shengfeng He , Xinzhe Li , Yangyang Xu , Junyu Dong , Yong Du

The aim of image-based virtual try-on is to generate realistic images of individuals wearing target garments, ensuring that the pose, body shape and characteristics of the target garment are accurately preserved. Existing methods often fail…

计算机视觉与模式识别 · 计算机科学 2025-04-08 Maliheh Toozandehjani , Ali Mousavi , Reza Taheri

Garment restoration, the inverse of virtual try-on task, focuses on restoring standard garment from a person image, requiring accurate capture of garment details. However, existing methods often fail to preserve the identity of the garment…

计算机视觉与模式识别 · 计算机科学 2024-12-17 Le Shen , Rong Huang , Zhijie Wang

Most existing virtual try-on applications require clean clothes images. Instead, we present a novel virtual Try-On network, M2E-Try On Net, which transfers the clothes from a model image to a person image without the need of any clean…

计算机视觉与模式识别 · 计算机科学 2019-08-08 Zhonghua Wu , Guosheng Lin , Qingyi Tao , Jianfei Cai

Text-to-image diffusion models have achieved remarkable progress in generating diverse and realistic images from textual descriptions. However, they still struggle with personalization, which requires adapting a pretrained model to depict…

计算机视觉与模式识别 · 计算机科学 2025-12-01 Seoyun Yang , Gihoon Kim , Taesup Kim

Image-based virtual try-on is challenging since the generated image should fit the garment to model images in various poses and keep the characteristics and details of the garment simultaneously. A popular research stream warps the garment…

计算机视觉与模式识别 · 计算机科学 2024-12-17 Delong Zhang , Qiwei Huang , Yuanliu Liu , Yang Sun , Wei-Shi Zheng , Pengfei Xiong , Wei Zhang

Recent advances in Virtual Try-On (VTON) and Virtual Try-Off (VTOFF) have greatly improved photo-realistic fashion synthesis and garment reconstruction. However, existing datasets remain static, lacking instruction-driven editing for…

计算机视觉与模式识别 · 计算机科学 2026-04-15 Fulvio Sanguigni , Davide Lobba , Bin Ren , Marcella Cornia , Nicu Sebe , Rita Cucchiara

Virtual try-on (VTO) applications aim to replicate the in-store shopping experience and enhance online shopping by enabling users to interact with garments. However, many existing tools adopt a one-size-fits-all approach when visualizing…

人机交互 · 计算机科学 2025-05-20 Sherry X. Chen , Alex Christopher Lim , Yimeng Liu , Pradeep Sen , Misha Sra

Image-based virtual try-on provides the capacity to transfer a clothing item onto a photo of a given person, which is usually accomplished by warping the item to a given human pose and adjusting the warped item to the person. However, the…

计算机视觉与模式识别 · 计算机科学 2021-11-17 Taewon Kang , Sunghyun Park , Seunghwan Choi , Jaegul Choo

Despite recent progress, most existing virtual try-on methods still struggle to simultaneously address two core challenges: accurately aligning the garment image with the target human body, and preserving fine-grained garment textures and…

计算机视觉与模式识别 · 计算机科学 2025-10-07 Xianbing Sun , Yan Hong , Jiahui Zhan , Jun Lan , Huijia Zhu , Weiqiang Wang , Liqing Zhang , Jianfu Zhang

Fully test-time adaptation aims to adapt the network model based on sequential analysis of input samples during the inference stage to address the cross-domain performance degradation problem of deep neural networks. This work is based on…

计算机视觉与模式识别 · 计算机科学 2024-07-18 Yushun Tang , Shuoshuo Chen , Zhehan Kan , Yi Zhang , Qinghai Guo , Zhihai He

Fashion compatibility models enable online retailers to easily obtain a large number of outfit compositions with good quality. However, effective fashion recommendation demands precise service for each customer with a deeper cognition of…

计算机视觉与模式识别 · 计算机科学 2025-10-21 Kaicheng Pang , Xingxing Zou , Waikeung Wong