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The global fashion e-commerce market relies significantly on intelligent and aesthetic-aware outfit-completion tools to promote sales. While previous studies have approached the problem of fashion outfit-completion and compatible-item…

计算机视觉与模式识别 · 计算机科学 2025-09-30 Yuntian Wu , Xiaonan Hu , Ziqi Zhou , Hao Lu

With the rapid development of fashion market, the customers' demands of customers for fashion recommendation are rising. In this paper, we aim to investigate a practical problem of fashion recommendation by answering the question "which…

信息检索 · 计算机科学 2019-02-22 Zeyu Cui , Zekun Li , Shu Wu , Xiaoyu Zhang , Liang Wang

With the rapid growth of fashion-focused social networks and online shopping, intelligent fashion recommendation is now in great need. We design algorithms which automatically suggest users outfits (e.g. a shirt, together with a skirt and a…

计算机视觉与模式识别 · 计算机科学 2018-10-08 Tong He , Yang Hu

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…

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

With the growth of online shopping for fashion products, accurate fashion recommendation has become a critical problem. Meanwhile, social networks provide an open and new data source for personalized fashion analysis. In this work, we study…

计算机视觉与模式识别 · 计算机科学 2020-05-27 Haitian Zheng , Kefei Wu , Jong-Hwi Park , Wei Zhu , Jiebo Luo

Fashion stylists have historically bridged the gap between consumers' desires and perfect outfits, which involve intricate combinations of colors, patterns, and materials. Although recent advancements in fashion recommendation systems have…

计算机视觉与模式识别 · 计算机科学 2023-11-07 Junkyu Jang , Eugene Hwang , Sung-Hyuk Park

We propose to automatically create capsule wardrobes. Given an inventory of candidate garments and accessories, the algorithm must assemble a minimal set of items that provides maximal mix-and-match outfits. We pose the task as a subset…

计算机视觉与模式识别 · 计算机科学 2018-04-17 Wei-Lin Hsiao , Kristen Grauman

Fashion recommendation has witnessed a phenomenal growth of research, particularly in the domains of shop-the-look, contextaware outfit creation, personalizing outfit creation etc. Majority of the work in this area focuses on better…

Personalized outfit recommendation remains a complex challenge, demanding both fashion compatibility understanding and trend awareness. This paper presents a novel framework that harnesses the expressive power of large language models…

信息检索 · 计算机科学 2024-09-19 Najmeh Forouzandehmehr , Nima Farrokhsiar , Ramin Giahi , Evren Korpeoglu , Kannan Achan

Humans develop a common sense of style compatibility between items based on their attributes. We seek to automatically answer questions like "Does this shirt go well with that pair of jeans?" In order to answer these kinds of questions, we…

人工智能 · 计算机科学 2017-08-29 Kui Zhao , Xia Hu , Jiajun Bu , Can Wang

Outfit recommendation requires the answers of some challenging outfit compatibility questions such as 'Which pair of boots and school bag go well with my jeans and sweater?'. It is more complicated than conventional similarity search, and…

计算机视觉与模式识别 · 计算机科学 2020-08-20 Xuewen Yang , Dongliang Xie , Xin Wang , Jiangbo Yuan , Wanying Ding , Pengyun Yan

When creating an outfit, style is a criterion in selecting each fashion item. This means that style can be regarded as a feature of the overall outfit. However, in various previous studies on outfit generation, there have been few methods…

计算机视觉与模式识别 · 计算机科学 2018-10-24 Takuma Nakamura , Ryosuke Goto

Perceptual judgment of image similarity by humans relies on rich internal representations ranging from low-level features to high-level concepts, scene properties and even cultural associations. However, existing methods and datasets…

计算机视觉与模式识别 · 计算机科学 2018-10-22 Amir Rosenfeld , Markus D. Solbach , John K. Tsotsos

Virtual try-on (VTON) has advanced single-garment visualization, yet real-world fashion centers on full outfits with multiple garments, accessories, fine-grained categories, layering, and diverse styling, remaining beyond current VTON…

计算机视觉与模式识别 · 计算机科学 2026-03-17 Junyao Hu , Zhongwei Cheng , Waikeung Wong , Xingxing Zou

Recently, the booming fashion sector and its huge potential benefits have attracted tremendous attention from many research communities. In particular, increasing research efforts have been dedicated to the complementary clothing matching…

计算机视觉与模式识别 · 计算机科学 2018-05-02 Xuemeng Song , Fuli Feng , Xianjing Han , Xin Yang , Wei Liu , Liqiang Nie

Fashion compatibility models enable online retailers to easily obtain a large number of outfit compositions with good quality. However, effective fashion recommendation demands precise service for each customer with a deeper cognition of…

计算机视觉与模式识别 · 计算机科学 2025-10-21 Kaicheng Pang , Xingxing Zou , Waikeung Wong

In this age of social media, people often look at what others are wearing. In particular, Instagram and Twitter influencers often provide images of themselves wearing different outfits and their followers are often inspired to buy similar…

计算机视觉与模式识别 · 计算机科学 2022-04-11 Son Tran , Ming Du , Sampath Chanda , R. Manmatha , Cj Taylor

Fashion is an important part of human experience. Events such as interviews, meetings, marriages, etc. are often based on clothing styles. The rise in the fashion industry and its effect on social influencing have made outfit compatibility…

计算机视觉与模式识别 · 计算机科学 2020-08-06 Dikshant Sagar , Jatin Garg , Prarthana Kansal , Sejal Bhalla , Rajiv Ratn Shah , Yi Yu

Fashion is the way we present ourselves to the world and has become one of the world's largest industries. Fashion, mainly conveyed by vision, has thus attracted much attention from computer vision researchers in recent years. Given the…

计算机视觉与模式识别 · 计算机科学 2021-01-29 Wen-Huang Cheng , Sijie Song , Chieh-Yun Chen , Shintami Chusnul Hidayati , Jiaying Liu