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Image-based virtual try-on techniques have shown great promise for enhancing the user-experience and improving customer satisfaction on fashion-oriented e-commerce platforms. However, existing techniques are currently still limited in the…

计算机视觉与模式识别 · 计算机科学 2022-12-09 Benjamin Fele , Ajda Lampe , Peter Peer , Vitomir Štruc

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

Virtual Try-On (VTON) is a highly active line of research, with increasing demand. It aims to replace a piece of garment in an image with one from another, while preserving person and garment characteristics as well as image fidelity.…

计算机视觉与模式识别 · 计算机科学 2024-06-24 Nadav Orzech , Yotam Nitzan , Ulysse Mizrahi , Dov Danon , Amit H. Bermano

The rapidly evolving fields of e-commerce and metaverse continue to seek innovative approaches to enhance the consumer experience. At the same time, recent advancements in the development of diffusion models have enabled generative networks…

计算机视觉与模式识别 · 计算机科学 2023-08-04 Davide Morelli , Alberto Baldrati , Giuseppe Cartella , Marcella Cornia , Marco Bertini , Rita Cucchiara

This paper introduces Virtual Try-Off (VTOFF), a novel task generating standardized garment images from single photos of clothed individuals. Unlike Virtual Try-On (VTON), which digitally dresses models, VTOFF extracts canonical garment…

计算机视觉与模式识别 · 计算机科学 2025-08-11 Riza Velioglu , Petra Bevandic , Robin Chan , Barbara Hammer

Video virtual try-on technology provides a cost-effective solution for creating marketing videos in fashion e-commerce. However, its practical adoption is hindered by two critical limitations. First, the reliance on a single garment image…

计算机视觉与模式识别 · 计算机科学 2026-04-14 Jianhao Zeng , Yancheng Bai , Ruidong Chen , Xuanpu Zhang , Lei Sun , Dongyang Jin , Ryan Xu , Nannan Zhang , Dan Song , Xiangxiang Chu

In this paper, we first investigate a visual quality degradation problem observed in recent high-resolution virtual try-on approach. The tendency is empirically found that the textures of clothes are squeezed at the sleeve, as visualized in…

计算机视觉与模式识别 · 计算机科学 2023-12-27 Sang-Heon Shim , Jiwoo Chung , Jae-Pil Heo

Existing image-based virtual try-on methods directly transfer specific clothing to a human image without utilizing clothing attributes to refine the transferred clothing geometry and textures, which causes incomplete and blurred clothing…

计算机视觉与模式识别 · 计算机科学 2025-03-18 Xiaoyu Han , Shengping Zhang , Qinglin Liu , Zonglin Li , Chenyang Wang

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…

图形学 · 计算机科学 2026-04-01 Mengqi Zhang , Qi Li , Mehmet Saygin Seyfioglu , Karim Bouyarmane

Virtual try-on (VTON) is a crucial task for enhancing user experience in online shopping by generating realistic garment previews on personal photos. Although existing methods have achieved impressive results, they struggle with…

计算机视觉与模式识别 · 计算机科学 2025-08-12 Zhiying Li , Junhao Wu , Yeying Jin , Daiheng Gao , Yun Ji , Kaichuan Kong , Lei Yu , Hao Xu , Kai Chen , Bruce Gu , Nana Wang , Zhaoxin Fan

Diffusion models have shown preliminary success in virtual try-on (VTON) task. The typical dual-branch architecture comprises two UNets for implicit garment deformation and synthesized image generation respectively, and has emerged as the…

计算机视觉与模式识别 · 计算机科学 2025-05-23 Siqi Wan , Jingwen Chen , Yingwei Pan , Ting Yao , Tao Mei

Computer vision is transforming fashion industry through Virtual Try-On (VTON) and Virtual Try-Off (VTOFF). VTON generates images of a person in a specified garment using a target photo and a standardized garment image, while a more…

计算机视觉与模式识别 · 计算机科学 2025-07-14 Riza Velioglu , Petra Bevandic , Robin Chan , Barbara Hammer

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

Virtual Try-On (VTON) has become a crucial tool in ecommerce, enabling the realistic simulation of garments on individuals while preserving their original appearance and pose. Early VTON methods relied on single generative networks, but…

计算机视觉与模式识别 · 计算机科学 2025-01-10 Shuliang Ning , Yipeng Qin , Xiaoguang Han

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

Virtual try-on (VTON) has been widely explored for rendering garments onto person images, while its inverse task, virtual try-off (VTOFF), remains largely overlooked. VTOFF aims to recover standardized product images of garments directly…

计算机视觉与模式识别 · 计算机科学 2026-02-24 Davide Lobba , Fulvio Sanguigni , Bin Ren , Marcella Cornia , Rita Cucchiara , Nicu Sebe

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

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

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 (VTON) involves generating images of a person wearing selected garments. Diffusion-based methods, in particular, can create high-quality images, but they struggle to maintain the identities of the input garments. We…

计算机视觉与模式识别 · 计算机科学 2024-03-22 Jeffrey Zhang , Kedan Li , Shao-Yu Chang , David Forsyth