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Video virtual try-on aims to naturally fit a garment to a target person in consecutive video frames. It is a challenging task, on the one hand, the output video should be in good spatial-temporal consistency, on the other hand, the details…

计算机视觉与模式识别 · 计算机科学 2025-06-27 Cheng Zou , Senlin Cheng , Bolei Xu , Dandan Zheng , Xiaobo Li , Jingdong Chen , Ming Yang

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

While recent advances in virtual try-on (VTON) have achieved realistic garment transfer to human subjects, its inverse task, virtual try-off (VTOFF), which aims to reconstruct canonical garment templates from dressed humans, remains…

计算机视觉与模式识别 · 计算机科学 2025-08-07 Angang Zhang , Fang Deng , Hao Chen , Zhongjian Chen , Junyan Li

Virtual Try-On (VTON) has seen rapid advancements, providing a strong foundation for generative fashion tasks. However, the inverse problem, Virtual Try-Off (VTOFF)-aimed at reconstructing the canonical garment from a draped-on…

计算机视觉与模式识别 · 计算机科学 2026-04-13 Loc-Phat Truong , Meysam Madadi , Sergio Escalera

Multi-pose virtual try-on (MPVTON) aims to fit a target garment onto a person at a target pose. Compared to traditional virtual try-on (VTON) that fits the garment but keeps the pose unchanged, MPVTON provides a better try-on experience,…

计算机视觉与模式识别 · 计算机科学 2022-11-22 Sen He , Yi-Zhe Song , Tao Xiang

We present M&M VTO, a mix and match virtual try-on method that takes as input multiple garment images, text description for garment layout and an image of a person. An example input includes: an image of a shirt, an image of a pair of…

计算机视觉与模式识别 · 计算机科学 2024-06-10 Luyang Zhu , Yingwei Li , Nan Liu , Hao Peng , Dawei Yang , Ira Kemelmacher-Shlizerman

Designing real and virtual garments is becoming extremely demanding with rapidly changing fashion trends and increasing need for synthesizing realistic dressed digital humans for various applications. This necessitates creating simple and…

图形学 · 计算机科学 2018-07-17 Tuanfeng Y. Wang , Duygu Ceylan , Jovan Popovic , Niloy J. Mitra

We present Fashion-VDM, a video diffusion model (VDM) for generating virtual try-on videos. Given an input garment image and person video, our method aims to generate a high-quality try-on video of the person wearing the given garment,…

计算机视觉与模式识别 · 计算机科学 2024-11-05 Johanna Karras , Yingwei Li , Nan Liu , Luyang Zhu , Innfarn Yoo , Andreas Lugmayr , Chris Lee , Ira Kemelmacher-Shlizerman

Virtual try-on has emerged as a pivotal task at the intersection of computer vision and fashion, aimed at digitally simulating how clothing items fit on the human body. Despite notable progress in single-image virtual try-on (VTO), current…

计算机视觉与模式识别 · 计算机科学 2025-03-12 Siqi Li , Zhengkai Jiang , Jiawei Zhou , Zhihong Liu , Xiaowei Chi , Haoqian Wang

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

Virtual try-on technology has become increasingly important in the fashion and retail industries, enabling the generation of high-fidelity garment images that adapt seamlessly to target human models. While existing methods have achieved…

计算机视觉与模式识别 · 计算机科学 2025-10-30 Ming Meng , Qi Dong , Jiajie Li , Zhe Zhu , Xingyu Wang , Zhaoxin Fan , Wei Zhao , Wenjun Wu

Image visual try-on aims at transferring a target clothing image onto a reference person, and has become a hot topic in recent years. Prior arts usually focus on preserving the character of a clothing image (e.g. texture, logo, embroidery)…

计算机视觉与模式识别 · 计算机科学 2020-03-13 Han Yang , Ruimao Zhang , Xiaobao Guo , Wei Liu , Wangmeng Zuo , Ping Luo

Image-based virtual try-on aims to fit an in-shop garment into a clothed person image. To achieve this, a key step is garment warping which spatially aligns the target garment with the corresponding body parts in the person image. Prior…

计算机视觉与模式识别 · 计算机科学 2022-04-05 Sen He , Yi-Zhe Song , Tao Xiang

Image-based virtual try-on, widely used in online shopping, aims to generate images of a naturally dressed person conditioned on certain garments, providing significant research and commercial potential. A key challenge of try-on is to…

计算机视觉与模式识别 · 计算机科学 2024-11-18 Hanzhong Guo , Jianfeng Zhang , Cheng Zou , Jun Li , Meng Wang , Ruxue Wen , Pingzhong Tang , Jingdong Chen , Ming Yang

Virtual try-on (VITON) aims to generate realistic images of a person wearing a target garment, requiring precise garment alignment in try-on regions and faithful preservation of identity and background in non-try-on regions. While latent…

计算机视觉与模式识别 · 计算机科学 2026-04-15 Junseo Park , Hyeryung Jang

Image-based virtual try-on systems,which fit new garments onto human portraits,are gaining research attention.An ideal pipeline should preserve the static features of clothes(like textures and logos)while also generating dynamic…

计算机视觉与模式识别 · 计算机科学 2024-01-23 Yanlong Zang , Han Yang , Jiaxu Miao , Yi Yang

Existing 4D human datasets fall short for fashion-specific research, lacking either realistic garment dynamics or task-specific annotations. Synthetic datasets suffer from a realism gap, whereas real-world captures lack the detailed…

计算机视觉与模式识别 · 计算机科学 2026-03-10 Hunor Laczkó , Libang Jia , Loc-Phat Truong , Diego Hernández , Sergio Escalera , Jordi Gonzalez , Meysam Madadi

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

The 2D image-based virtual try-on has aroused increased interest from the multimedia and computer vision fields due to its enormous commercial value. Nevertheless, most existing image-based virtual try-on approaches directly combine the…

计算机视觉与模式识别 · 计算机科学 2023-08-22 Bin Ren , Hao Tang , Fanyang Meng , Runwei Ding , Philip H. S. Torr , Nicu Sebe

Image-based virtual try-on strives to transfer the appearance of a clothing item onto the image of a target person. Prior work focuses mainly on upper-body clothes (e.g. t-shirts, shirts, and tops) and neglects full-body or lower-body…

计算机视觉与模式识别 · 计算机科学 2022-07-14 Davide Morelli , Matteo Fincato , Marcella Cornia , Federico Landi , Fabio Cesari , Rita Cucchiara