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Previous virtual try-on methods usually focus on aligning a clothing item with a person, limiting their ability to exploit the complex pose, shape and skin color of the person, as well as the overall structure of the clothing, which is…

计算机视觉与模式识别 · 计算机科学 2022-12-29 H. Zunair , Y. Gobeil , S. Mercier , A. Ben Hamza

Virtual try-on aims to synthesize a realistic image of a person wearing a target garment, but accurately modeling garment-body correspondence remains a persistent challenge, especially under pose and appearance variation. In this paper, we…

图形学 · 计算机科学 2025-11-06 Seungyong Lee , Jeong-gi Kwak

Virtual Try-ON (VTON) aims to synthesis specific person images dressed in given garments, which recently receives numerous attention in online shopping scenarios. Currently, the core challenges of the VTON task mainly lie in the…

计算机视觉与模式识别 · 计算机科学 2024-10-17 Jiabao Wei , Zhiyuan Ma

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

Video virtual try-on aims to transfer a clothing item onto the video of a target person. Directly applying the technique of image-based try-on to the video domain in a frame-wise manner will cause temporal-inconsistent outcomes while…

计算机视觉与模式识别 · 计算机科学 2024-05-29 Zixun Fang , Wei Zhai , Aimin Su , Hongliang Song , Kai Zhu , Mao Wang , Yu Chen , Zhiheng Liu , Yang Cao , Zheng-Jun Zha

Image-based virtual try-on (VTON) aims to synthesize photorealistic images of a person wearing specified garments. Despite significant progress, building a universal VTON framework that can flexibly handle diverse and complex tasks remains…

计算机视觉与模式识别 · 计算机科学 2026-02-11 Wei Zhang , Yeying Jin , Xin Li , Yan Zhang , Xiaofeng Cong , Cong Wang , Fengcai Qiao , zhichao Lian

Video try-on replaces clothing in videos with target garments. Existing methods struggle to generate high-quality and temporally consistent results when handling complex clothing patterns and diverse body poses. We present 3DV-TON, a novel…

计算机视觉与模式识别 · 计算机科学 2025-04-25 Min Wei , Chaohui Yu , Jingkai Zhou , Fan Wang

This paper addresses a new virtual try-on problem of fitting any size of clothes to a reference person in the image domain. While previous image-based virtual try-on methods can produce highly natural try-on images, these methods fit the…

计算机视觉与模式识别 · 计算机科学 2024-12-10 Yohei Yamashita , Chihiro Nakatani , Norimichi Ukita

This work aims to address a novel Customized Virtual Try-ON (Cu-VTON) task, enabling the superimposition of a specified garment onto a model that can be customized in terms of appearance, posture, and additional attributes. Compared with…

计算机视觉与模式识别 · 计算机科学 2026-02-02 Zhijing Yang , Weiwei Zhang , Mingliang Yang , Siyuan Peng , Yukai Shi , Junpeng Tan , Tianshui Chen , Liruo Zhong

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…

计算机视觉与模式识别 · 计算机科学 2023-06-27 Yunmin Cho , Lala Shakti Swarup Ray , Kundan Sai Prabhu Thota , Sungho Suh , Paul Lukowicz

Clothing virtual characters is a time-consuming and often manual process. Outfits can be composed of multiple garments, and each garment must be fitted to the unique shape of a character. Since characters can vary widely in size and shape,…

图形学 · 计算机科学 2025-04-25 Jonathan Leaf , David Sebastian Minor , Gilles Daviet , Nuttapong Chentanez , Greg Klar , Ed Quigley

We present Multi-Garment Network (MGN), a method to predict body shape and clothing, layered on top of the SMPL model from a few frames (1-8) of a video. Several experiments demonstrate that this representation allows higher level of…

计算机视觉与模式识别 · 计算机科学 2019-08-21 Bharat Lal Bhatnagar , Garvita Tiwari , Christian Theobalt , Gerard Pons-Moll

Virtual try-on, i.e making people virtually try new garments, is an active research area in computer vision with great commercial applications. Current virtual try-on methods usually work in a two-stage pipeline. First, the garment image is…

计算机视觉与模式识别 · 计算机科学 2023-04-03 Aiyu Cui , Sen He , Tao Xiang , Antoine Toisoul

In this paper we introduce SMPLicit, a novel generative model to jointly represent body pose, shape and clothing geometry. In contrast to existing learning-based approaches that require training specific models for each type of garment,…

计算机视觉与模式识别 · 计算机科学 2021-04-06 Enric Corona , Albert Pumarola , Guillem Alenyà , Gerard Pons-Moll , Francesc Moreno-Noguer

This paper explores the development of UniFolding, a sample-efficient, scalable, and generalizable robotic system for unfolding and folding various garments. UniFolding employs the proposed UFONet neural network to integrate unfolding and…

机器人学 · 计算机科学 2023-11-03 Han Xue , Yutong Li , Wenqiang Xu , Huanyu Li , Dongzhe Zheng , Cewu Lu

The conventional image-based virtual try-on method cannot generate fitting images that correspond to the clothing size because the system cannot accurately reflect the body information of a person. In this study, an image-based virtual…

计算机视觉与模式识别 · 计算机科学 2023-03-01 Minoru Kuribayashi , Koki Nakai , Nobuo Funabiki

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

Animatable clothing transfer, aiming at dressing and animating garments across characters, is a challenging problem. Most human avatar works entangle the representations of the human body and clothing together, which leads to difficulties…

计算机视觉与模式识别 · 计算机科学 2024-05-14 Siyou Lin , Zhe Li , Zhaoqi Su , Zerong Zheng , Hongwen Zhang , Yebin Liu

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

Generating high-quality, photorealistic textures for 3D human avatars remains a fundamental yet challenging task in computer vision and multimedia field. However, real paired front and back images of human subjects are rarely available with…

图形学 · 计算机科学 2026-04-10 Mingxiao Tu , Shuchang Ye , Hoijoon Jung , Jinman Kim