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An outfit visualization method generates an image of a person wearing real garments from images of those garments. Current methods can produce images that look realistic and preserve garment identity, captured in details such as collar,…

图形学 · 计算机科学 2022-12-01 Kedan Li , Jeffrey Zhang , Shao-Yu Chang , David Forsyth

Fashion image generation has so far focused on narrow tasks such as virtual try-on, where garments appear in clean studio environments. In contrast, editorial fashion presents garments through dynamic poses, diverse locations, and carefully…

计算机视觉与模式识别 · 计算机科学 2025-10-02 Yannick Hauri , Luca A. Lanzendörfer , Till Aczel

We present the first image-based generative model of people in clothing for the full body. We sidestep the commonly used complex graphics rendering pipeline and the need for high-quality 3D scans of dressed people. Instead, we learn…

计算机视觉与模式识别 · 计算机科学 2017-08-01 Christoph Lassner , Gerard Pons-Moll , Peter V. Gehler

When thinking about dressing oneself, people often have a theme in mind whether they're going to a tropical getaway or wish to appear attractive at a cocktail party. A useful outfit generation system should come up with clothing items that…

计算机视觉与模式识别 · 计算机科学 2019-11-19 Kedan Li , Chen Liu , David Forsyth

We present FashionComposer for compositional fashion image generation. Unlike previous methods, FashionComposer is highly flexible. It takes multi-modal input (i.e., text prompt, parametric human model, garment image, and face image) and…

计算机视觉与模式识别 · 计算机科学 2024-12-20 Sihui Ji , Yiyang Wang , Xi Chen , Xiaogang Xu , Hao Luo , Hengshuang Zhao

Image generation in the fashion domain has predominantly focused on preserving body characteristics or following input prompts, but little attention has been paid to improving the inherent fashionability of the output images. This paper…

计算机视觉与模式识别 · 计算机科学 2024-12-25 Qice Qin , Yuki Hirakawa , Ryotaro Shimizu , Takuya Furusawa , Edgar Simo-Serra

The standardized sizes used in the garment industry do not cover the range of individual differences in body shape for most people, leading to ill-fitting clothes, high return rates and overproduction. Recent research efforts in both…

图形学 · 计算机科学 2022-09-21 Katja Wolff , Philipp Herholz , Verena Ziegler , Frauke Link , Nico Brügel , Olga Sorkine-Hornung

Realistic and controllable garment visualization is critical for fashion e-commerce, where users expect personalized previews under diverse poses and lighting conditions. Existing methods often rely on predefined poses, limiting semantic…

计算机视觉与模式识别 · 计算机科学 2025-07-18 Chuancheng Shi , Yixiang Chen , Burong Lei , Jichao Chen

Humans inevitably develop a sense of the relationships between objects, some of which are based on their appearance. Some pairs of objects might be seen as being alternatives to each other (such as two pairs of jeans), while others may be…

计算机视觉与模式识别 · 计算机科学 2015-06-17 Julian McAuley , Christopher Targett , Qinfeng Shi , Anton van den Hengel

We present a novel approach that constructs 3D virtual garment models from photos. Unlike previous methods that require photos of a garment on a human model or a mannequin, our approach can work with various states of the garment: on a…

计算机视觉与模式识别 · 计算机科学 2019-08-02 Yi Xu , Shanglin Yang , Wei Sun , Li Tan , Kefeng Li , Hui Zhou

Fashion-model pose is an important attribute in the fashion industry. Creative directors, modeling production houses, and top photographers always look for professional models able to pose. without the skill to correctly pose, their chances…

计算机视觉与模式识别 · 计算机科学 2023-03-16 Vijitha Kannumuru , Santhosh Kannan S P , Krithiga Shankar , Joy Larnyoh , Rohith Mahadevan , Raja CSP Raman

Virtual try-on methods aim to generate images of fashion models wearing arbitrary combinations of garments. This is a challenging task because the generated image must appear realistic and accurately display the interaction between…

计算机视觉与模式识别 · 计算机科学 2021-06-15 Kedan Li , Min jin Chong , Jeffrey Zhang , Jingen Liu

This paper studies the task of full generative modelling of realistic images of humans, guided only by coarse sketch of the pose, while providing control over the specific instance or type of outfit worn by the user. This is a difficult…

计算机视觉与模式识别 · 计算机科学 2019-06-06 Xu Chen , Jie Song , Otmar Hilliges

Outfits in online fashion data are composed of items of many different types (e.g. top, bottom, shoes) that share some stylistic relationship with one another. A representation for building outfits requires a method that can learn both…

计算机视觉与模式识别 · 计算机科学 2018-07-31 Mariya I. Vasileva , Bryan A. Plummer , Krishna Dusad , Shreya Rajpal , Ranjitha Kumar , David Forsyth

Most recent garment capturing techniques rely on acquiring multiple views of clothing, which may not always be readily available, especially in the case of pre-existing photographs from the web. As an alternative, we pro- pose a method that…

计算机视觉与模式识别 · 计算机科学 2016-09-13 Shan Yang , Tanya Ambert , Zherong Pan , Ke Wang , Licheng Yu , Tamara Berg , Ming C. Lin

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

Combining items of clothing into an outfit is a major task in fashion retail. Recommending sets of items that are compatible with a particular seed item is useful for providing users with guidance and inspiration, but is currently a manual…

计算机视觉与模式识别 · 计算机科学 2019-04-02 Elaine M. Bettaney , Stephen R. Hardwick , Odysseas Zisimopoulos , Benjamin Paul Chamberlain

Recommendation in the fashion domain has seen a recent surge in research in various areas, for example, shop-the-look, context-aware outfit creation, personalizing outfit creation, etc. The majority of state of the art approaches in the…

What defines a visual style? Fashion styles emerge organically from how people assemble outfits of clothing, making them difficult to pin down with a computational model. Low-level visual similarity can be too specific to detect…

计算机视觉与模式识别 · 计算机科学 2017-08-04 Wei-Lin Hsiao , Kristen Grauman

We introduce a new dataset of 293,008 high definition (1360 x 1360 pixels) fashion images paired with item descriptions provided by professional stylists. Each item is photographed from a variety of angles. We provide baseline results on 1)…

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