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The fields of SocialVR, performance capture, and virtual try-on are often faced with a need to faithfully reproduce real garments in the virtual world. One critical task is the disentanglement of the intrinsic garment shape from…

计算机视觉与模式识别 · 计算机科学 2022-06-29 Maria Korosteleva , Sung-Hee Lee

We introduce DiffusionTrend for virtual fashion try-on, which forgoes the need for retraining diffusion models. Using advanced diffusion models, DiffusionTrend harnesses latent information rich in prior information to capture the nuances of…

计算机视觉与模式识别 · 计算机科学 2025-06-02 Wengyi Zhan , Mingbao Lin , Shuicheng Yan , Rongrong Ji

Image-based virtual try-on is an increasingly popular and important task to generate realistic try-on images of the specific person. Recent methods model virtual try-on as image mask-inpaint task, which requires masking the person image and…

计算机视觉与模式识别 · 计算机科学 2024-11-25 Xuanpu Zhang , Dan Song , Pengxin Zhan , Tianyu Chang , Jianhao Zeng , Qingguo Chen , Weihua Luo , Anan Liu

With the development of Generative Adversarial Network, image-based virtual try-on methods have made great progress. However, limited work has explored the task of video-based virtual try-on while it is important in real-world applications.…

计算机视觉与模式识别 · 计算机科学 2021-08-18 Xiaojing Zhong , Zhonghua Wu , Taizhe Tan , Guosheng Lin , Qingyao Wu

The task of image-based virtual try-on aims to transfer a target clothing item onto the corresponding region of a person, which is commonly tackled by fitting the item to the desired body part and fusing the warped item with the person.…

计算机视觉与模式识别 · 计算机科学 2021-09-13 Seunghwan Choi , Sunghyun Park , Minsoo Lee , Jaegul Choo

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…

计算机视觉与模式识别 · 计算机科学 2024-05-29 Yuhan Li , Hao Zhou , Wenxiang Shang , Ran Lin , Xuanhong Chen , Bingbing Ni

In conventional online T-shirt customization, consumers, \ie, users, can achieve the intended design only after repeated adjustments of the design prototypes presented by sellers in online dialogues. However, this process is prone to…

人机交互 · 计算机科学 2024-04-25 Yexin Liu , Lin 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

Fashion illustration is used by designers to communicate their vision and to bring the design idea from conceptualization to realization, showing how clothes interact with the human body. In this context, computer vision can thus be used to…

计算机视觉与模式识别 · 计算机科学 2023-08-24 Alberto Baldrati , Davide Morelli , Giuseppe Cartella , Marcella Cornia , Marco Bertini , Rita Cucchiara

The visual models pretrained on large-scale benchmarks encode general knowledge and prove effective in building more powerful representations for downstream tasks. Most existing approaches follow the fine-tuning paradigm, either by…

计算机视觉与模式识别 · 计算机科学 2023-08-24 Nan Zhou , Jiaxin Chen , Di Huang

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

Recognising detailed clothing characteristics (fine-grained attributes) in unconstrained images of people in-the-wild is a challenging task for computer vision, especially when there is only limited training data from the wild whilst most…

计算机视觉与模式识别 · 计算机科学 2016-12-28 Qi Dong , Shaogang Gong , Xiatian Zhu

Consistency Training (CT) has recently emerged as a strong alternative to diffusion models for image generation. However, non-distillation CT often suffers from high variance and instability, motivating ongoing research into its training…

机器学习 · 计算机科学 2025-06-05 Gianluigi Silvestri , Luca Ambrogioni , Chieh-Hsin Lai , Yuhta Takida , Yuki Mitsufuji

Garment representation, editing and animation are challenging topics in the area of computer vision and graphics. It remains difficult for existing garment representations to achieve smooth and plausible transitions between different shapes…

计算机视觉与模式识别 · 计算机科学 2022-05-04 Zhaoqi Su , Tao Yu , Yangang Wang , Yebin Liu

Virtual Try-on (VTON) has become a core capability for online retail, where realistic try-on results provide reliable fit guidance, reduce returns, and benefit both consumers and merchants. Diffusion-based VTON methods achieve…

计算机视觉与模式识别 · 计算机科学 2026-03-13 Haohua Chen , Tianze Zhou , Wei Zhu , Runqi Wang , Yandong Guan , Dejia Song , Yibo Chen , Xu Tang , Yao Hu , Lu Sheng , Zhiyong Wu

A virtual try-on method takes a product image and an image of a model and produces an image of the model wearing the product. Most methods essentially compute warps from the product image to the model image and combine using image…

计算机视觉与模式识别 · 计算机科学 2020-03-30 Kedan Li , Min Jin Chong , Jingen Liu , David Forsyth

This paper introduces Multi-Garment Customized Model Generation, a unified framework based on Latent Diffusion Models (LDMs) aimed at addressing the unexplored task of synthesizing images with free combinations of multiple pieces of…

计算机视觉与模式识别 · 计算机科学 2024-08-12 Yichen Liu , Penghui Du , Yi Liu Quanwei Zhang

Virtual fitting room is a challenging task yet useful feature for e-commerce platforms and fashion designers. Existing works can only detect very few types of fashion items. Besides they did poorly in changing the texture and style of the…

计算机视觉与模式识别 · 计算机科学 2021-04-12 Zhiling Huang , Junwen Bu , Jie Chen

Convolutional Neural Networks have been highly successful in performing a host of computer vision tasks such as object recognition, object detection, image segmentation and texture synthesis. In 2015, Gatys et. al [7] show how the style of…

计算机视觉与模式识别 · 计算机科学 2017-08-01 Prutha Date , Ashwinkumar Ganesan , Tim Oates

Text-to-image diffusion models can generate high-quality images but lack fine-grained control of visual concepts, limiting their creativity. Thus, we introduce component-controllable personalization, a new task that enables users to…

计算机视觉与模式识别 · 计算机科学 2025-05-22 Donghao Zhou , Jiancheng Huang , Jinbin Bai , Jiaze Wang , Hao Chen , Guangyong Chen , Xiaowei Hu , Pheng-Ann Heng