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相关论文: PFDM: Parser-Free Virtual Try-on via Diffusion Mod…

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The Diffusion model has a strong ability to generate wild images. However, the model can just generate inaccurate images with the guidance of text, which makes it very challenging to directly apply the text-guided generative model for…

计算机视觉与模式识别 · 计算机科学 2023-12-27 Shufang Zhang , Minxue Ni , Lei Wang , Wenxin Ding , Shuai Chen , Yuhong Liu

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

While virtual try-on for clothes and shoes with diffusion models has gained attraction, virtual try-on for ornaments, such as bracelets, rings, earrings, and necklaces, remains largely unexplored. Due to the intricate tiny patterns and…

计算机视觉与模式识别 · 计算机科学 2025-03-21 Yingmao Miao , Zhanpeng Huang , Rui Han , Zibin Wang , Chenhao Lin , Chao Shen

We present OOTDiffusion, a novel network architecture for realistic and controllable image-based virtual try-on (VTON). We leverage the power of pretrained latent diffusion models, designing an outfitting UNet to learn the garment detail…

计算机视觉与模式识别 · 计算机科学 2024-03-08 Yuhao Xu , Tao Gu , Weifeng Chen , Chengcai Chen

Virtual try-off (VTOFF) aims to recover canonical flat-garment representations from images of dressed persons for standardized display and downstream virtual try-on. Prior methods often treat VTOFF as direct image translation driven by…

计算机视觉与模式识别 · 计算机科学 2026-03-11 Shuang Liu , Ao Yu , Linkang Cheng , Xiwen Huang , Li Zhao , Junhui Liu , Zhiting Lin , Yu Liu

This study discusses the critical issues of Virtual Try-On in contemporary e-commerce and the prospective metaverse, emphasizing the challenges of preserving intricate texture details and distinctive features of the target person and the…

计算机视觉与模式识别 · 计算机科学 2024-07-18 Phuong Dam , Jihoon Jeong , Anh Tran , Daeyoung Kim

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

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

Virtual try-on seeks to generate photorealistic images of individuals in desired garments, a task that must simultaneously preserve personal identity and garment fidelity for practical use in fashion retail and personalization. However,…

计算机视觉与模式识别 · 计算机科学 2025-08-13 Ankan Deria , Dwarikanath Mahapatra , Behzad Bozorgtabar , Mohna Chakraborty , Snehashis Chakraborty , Sudipta Roy

Virtual try-on, a rapidly evolving field in computer vision, is transforming e-commerce by improving customer experiences through precise garment warping and seamless integration onto the human body. While existing methods such as TPS and…

计算机视觉与模式识别 · 计算机科学 2024-06-05 Sanhita Pathak , Vinay Kaushik , Brejesh Lall

Garment restoration, the inverse of virtual try-on task, focuses on restoring standard garment from a person image, requiring accurate capture of garment details. However, existing methods often fail to preserve the identity of the garment…

计算机视觉与模式识别 · 计算机科学 2024-12-17 Le Shen , Rong Huang , Zhijie Wang

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

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 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

Recent diffusion-based approaches have made significant advances in image-based virtual try-on, enabling more realistic and end-to-end garment synthesis. However, most existing methods remain constrained by their reliance on exhibition…

计算机视觉与模式识别 · 计算机科学 2026-04-15 Jinxi Liu , Zijian He , Guangrun Wang , Guanbin Li , Liang Lin

Video Virtual Try-On (VVT) aims to synthesize garments that appear natural across consecutive video frames, capturing both their dynamics and interactions with human motion. Despite recent progress, existing VVT methods still suffer from…

计算机视觉与模式识别 · 计算机科学 2025-09-30 Guangyuan Li , Siming Zheng , Hao Zhang , Jinwei Chen , Junsheng Luan , Binkai Ou , Lei Zhao , Bo Li , Peng-Tao Jiang

Virtual Try-On (VTON) is the task of synthesizing an image of a person wearing a target garment, conditioned on a person image and a garment image. While diffusion-based VTON models featuring a Dual UNet architecture demonstrate superior…

计算机视觉与模式识别 · 计算机科学 2025-11-25 Kihyun Na , Jinyoung Choi , Injung Kim

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

Given two images depicting a person and a garment worn by another person, our goal is to generate a visualization of how the garment might look on the input person. A key challenge is to synthesize a photorealistic detail-preserving…

计算机视觉与模式识别 · 计算机科学 2023-06-16 Luyang Zhu , Dawei Yang , Tyler Zhu , Fitsum Reda , William Chan , Chitwan Saharia , Mohammad Norouzi , Ira Kemelmacher-Shlizerman

With the rapid development of e-commerce, virtual try-on technology has become an essential tool to satisfy consumers' personalized clothing preferences. Diffusion-based virtual try-on systems aim to naturally align garments with target…

多媒体 · 计算机科学 2025-04-02 Shufang Zhang , Hang Qian , Minxue Ni , Yaxuan Li , Wenxin Ding , Jun Liu