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相关论文: VTON-HandFit: Virtual Try-on for Arbitrary Hand Po…

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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

The goal of image-based virtual try-on is to generate an image of the target person naturally wearing the given clothing. However, existing methods solely focus on the frontal try-on using the frontal clothing. When the views of the…

计算机视觉与模式识别 · 计算机科学 2025-01-07 Haoyu Wang , Zhilu Zhang , Donglin Di , Shiliang Zhang , Wangmeng Zuo

Diffusion-based virtual try-on methods achieve photorealistic synthesis through cross-attention mechanisms that transfer garment features to target body regions. However, these approaches rely on implicit learning of spatial…

计算机视觉与模式识别 · 计算机科学 2026-05-05 Kosuke Takemoto , Takafumi Koshinaka

Image-based virtual try-on (VTON) aims to generate a virtual try-on result by transferring an input garment onto a target person's image. However, the scarcity of paired garment-model data makes it challenging for existing methods to…

计算机视觉与模式识别 · 计算机科学 2025-03-27 Hailong Guo , Bohan Zeng , Yiren Song , Wentao Zhang , Chuang Zhang , Jiaming Liu

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…

计算机视觉与模式识别 · 计算机科学 2024-08-07 Fei Shen , Xin Jiang , Xin He , Hu Ye , Cong Wang , Xiaoyu Du , Zechao Li , Jinhui Tang

Virtual Try-ON (VTON) is a practical and widely-applied task, for which most of existing works focus on clothes. This paper presents OmniTry, a unified framework that extends VTON beyond garment to encompass any wearable objects, e.g.,…

计算机视觉与模式识别 · 计算机科学 2025-08-20 Yutong Feng , Linlin Zhang , Hengyuan Cao , Yiming Chen , Xiaoduan Feng , Jian Cao , Yuxiong Wu , Bin Wang

Realistic virtual try-on (VTON) concerns not only faithful rendering of garment details but also coordination of the style. Prior art typically pursues the former, but neglects a key factor that shapes the holistic style -- garment fit.…

计算机视觉与模式识别 · 计算机科学 2026-01-01 Lu Yang , Yicheng Liu , Yanan Li , Xiang Bai , Hao Lu

Virtual try-on is a promising computer vision topic with a high commercial value wherein a new garment is visually worn on a person with a photo-realistic effect. Previous studies conduct their shape and content inference at one stage,…

计算机视觉与模式识别 · 计算机科学 2023-12-06 Naiyu Fang , Lemiao Qiu , Shuyou Zhang , Zili Wang , Kerui Hu

Virtual Try-On (trying clothes virtually) is a promising application of the Generative Adversarial Network (GAN). However, it is an arduous task to transfer the desired clothing item onto the corresponding regions of a human body because of…

计算机视觉与模式识别 · 计算机科学 2024-05-08 Santosh Adhikari , Bishnu Bhusal , Prashant Ghimire , Anil Shrestha

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 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

Virtual Try-On (VTON) technology allows users to visualize how clothes would look on them without physically trying them on, gaining traction with the rise of digitalization and online shopping. Traditional VTON methods, often using…

计算机视觉与模式识别 · 计算机科学 2025-01-14 Seohyun Lee , Jintae Park , Sanghyeok Park

The virtual try-on task refers to fitting the clothes from one image onto another portrait image. In this paper, we focus on virtual accessory try-on, which fits accessory (e.g., glasses, ties) onto a face or portrait image. Unlike clothing…

计算机视觉与模式识别 · 计算机科学 2023-10-27 Junhong Gou , Bo Zhang , Li Niu , Jianfu Zhang , Jianlou Si , Chen Qian , Liqing Zhang

Learning and predicting the pose parameters of a 3D hand model given an image, such as locations of hand joints, is challenging due to large viewpoint changes and articulations, and severe self-occlusions exhibited particularly in…

计算机视觉与模式识别 · 计算机科学 2018-05-23 Qi Ye , Tae-Kyun Kim

Virtual Try-On technology has garnered significant attention for its potential to transform the online fashion retail experience by allowing users to visualize how garments would look on them without physical trials. While recent advances…

计算机视觉与模式识别 · 计算机科学 2025-08-19 Minh Tran , Johnmark Clements , Annie Prasanna , Tri Nguyen , Ngan Le

Virtual try-on (VTON) has recently achieved impressive visual fidelity, but most existing systems require uploading personal photos to cloud-based GPUs, raising privacy concerns and limiting on-device deployment. To address this, we present…

计算机视觉与模式识别 · 计算机科学 2026-03-16 Zhenchen Wan , Ce Chen , Runqi Lin , Jiaxin Huang , Tianxi Chen , Yanwu Xu , Tongliang Liu , Mingming Gong

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

Tracking body and hand motions in the 3D space is essential for social and self-presence in augmented and virtual environments. Unlike the popular 3D pose estimation setting, the problem is often formulated as inside-out tracking based on…

计算机视觉与模式识别 · 计算机科学 2020-12-08 Mathias Parger , Chengcheng Tang , Yuanlu Xu , Christopher Twigg , Lingling Tao , Yijing Li , Robert Wang , Markus Steinberger

Video virtual try-on aims to generate realistic sequences that maintain garment identity and adapt to a person's pose and body shape in source videos. Traditional image-based methods, relying on warping and blending, struggle with complex…

计算机视觉与模式识别 · 计算机科学 2024-07-16 Zijian He , Peixin Chen , Guangrun Wang , Guanbin Li , Philip H. S. Torr , Liang Lin

Would not it be much more convenient for everybody to try on clothes by only looking into a mirror ? The answer to that problem is virtual try-on, enabling users to digitally experiment with outfits. The core challenge lies in realistic…

计算机视觉与模式识别 · 计算机科学 2025-01-22 Mostafa Atef , Mariam Ayman , Ahmed Rashed , Ashrakat Saeed , Abdelrahman Saeed , Ahmed Fares