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相关论文: Supporting stylists by recommending fashion style

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Product feature recommendations are critical for online customers to purchase the right products based on the right features. For a customer, selecting the product that has the best trade-off between price and functionality is a…

信息检索 · 计算机科学 2021-05-04 Mingming Guo , Nian Yan , Xiquan Cui , Simon Hughes , Khalifeh Al Jadda

Fashion understanding requires both visual perception and expert-level reasoning about style, occasion, compatibility, and outfit rationale. However, existing fashion datasets remain fragmented and task-specific, often focusing on item…

计算机视觉与模式识别 · 计算机科学 2026-04-14 Kaidong Feng , Zhuoxuan Huang , Huizhong Guo , Yuting Jin , Xinyu Chen , Yue Liang , Yifei Gai , Li Zhou , Yunshan Ma , Zhu Sun

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

Online fashion sales present a challenging use case for personalized recommendation: Stores offer a huge variety of items in multiple sizes. Small stocks, high return rates, seasonality, and changing trends cause continuous turnover of…

信息检索 · 计算机科学 2017-08-25 Sebastian Heinz , Christian Bracher , Roland Vollgraf

Well-fitted clothing is essential for both real and virtual garments to enable self-expression and accurate representation for a large variety of body types. Common practice in the industry is to provide a pre-made selection of distinct…

图形学 · 计算机科学 2024-05-30 Hsiao-yu Chen , Egor Larionov , Ladislav Kavan , Gene Lin , Doug Roble , Olga Sorkine-Hornung , Tuur Stuyck

Fashion knowledge helps people to dress properly and addresses not only physiological needs of users, but also the demands of social activities and conventions. It usually involves three mutually related aspects of: occasion, person and…

计算机视觉与模式识别 · 计算机科学 2019-08-27 Yunshan Ma , Xun Yang , Lizi Liao , Yixin Cao , Tat-Seng Chua

The ubiquity of online fashion shopping demands effective recommendation services for customers. In this paper, we study two types of fashion recommendation: (i) suggesting an item that matches existing components in a set to form a stylish…

计算机视觉与模式识别 · 计算机科学 2017-07-19 Xintong Han , Zuxuan Wu , Yu-Gang Jiang , Larry S. Davis

Fashion outfit recommendation has attracted increasing attentions from online shopping services and fashion communities.Distinct from other scenarios (e.g., social networking or content sharing) which recommend a single item (e.g., a friend…

信息检索 · 计算机科学 2020-05-27 Xingchen Li , Xiang Wang , Xiangnan He , Long Chen , Jun Xiao , Tat-Seng Chua

With the global transformation of the fashion industry and a rise in the demand for fashion items worldwide, the need for an effectual fashion recommendation has never been more. Despite various cutting-edge solutions proposed in the past…

计算机视觉与模式识别 · 计算机科学 2021-09-14 Dhruv Verma , Kshitij Gulati , Rajiv Ratn Shah

Many studies have been conducted so far to build systems for recommending fashion items and outfits. Although they achieve good performances in their respective tasks, most of them cannot explain their judgments to the users, which…

计算机视觉与模式识别 · 计算机科学 2019-07-30 Pongsate Tangseng , Takayuki Okatani

The field of fashion compatibility learning has attracted great attention from both the academic and industrial communities in recent years. Many studies have been carried out for fashion compatibility prediction, collocated outfit…

机器学习 · 计算机科学 2025-02-12 Dongliang Zhou , Haijun Zhang , Kai Yang , Linlin Liu , Han Yan , Xiaofei Xu , Zhao Zhang , Shuicheng Yan

Recommendation system is a type of information filtering systems that recommend various objects from a vast variety and quantity of items which are of the user interest. This results in guiding an individual in personalized way to…

信息检索 · 计算机科学 2015-03-24 Sumitkumar Kanoje , Sheetal Girase , Debajyoti Mukhopadhyay

Visualizing an outfit is an essential part of shopping for clothes. Due to the combinatorial aspect of combining fashion articles, the available images are limited to a pre-determined set of outfits. In this paper, we broaden these…

计算机视觉与模式识别 · 计算机科学 2019-08-26 Gökhan Yildirim , Nikolay Jetchev , Roland Vollgraf , Urs Bergmann

Recommending fashion items often leverages rich user profiles and makes targeted suggestions based on past history and previous purchases. In this paper, we work under the assumption that no prior knowledge is given about a user. We propose…

计算机视觉与模式识别 · 计算机科学 2024-02-20 Federico Becattini , Xiaolin Chen , Andrea Puccia , Haokun Wen , Xuemeng Song , Liqiang Nie , Alberto Del Bimbo

Most eCommerce applications, like web-shops have millions of products. In this context, the identification of similar products is a common sub-task, which can be utilized in the implementation of recommendation systems, product search…

机器学习 · 计算机科学 2021-04-06 Febin Sebastian Elayanithottathil , Janis Keuper

Existing works about fashion outfit compatibility focus on predicting the overall compatibility of a set of fashion items with their information from different modalities. However, there are few works explore how to explain the prediction,…

计算机视觉与模式识别 · 计算机科学 2019-08-23 Xin Wang , Bo Wu , Yun Ye , Yueqi Zhong

Knowing if a user is a buyer vs window shopper solely based on clickstream data is of crucial importance for ecommerce platforms seeking to implement real-time accurate NBA (next best action) policies. However, due to the low frequency of…

信息检索 · 计算机科学 2019-07-02 Luca Bigon , Giovanni Cassani , Ciro Greco , Lucas Lacasa , Mattia Pavoni , Andrea Polonioli , Jacopo Tagliabue

Nowadays, online clothes-selling business has become popular and extremely attractive because of its convenience and cheap-and-fine price. Good examples of these successful Web sites include Yintai.com, Vancl.com and Shop.vipshop.com which…

人工智能 · 计算机科学 2014-11-26 Xiaosong Hu , Wen Zhu , Qing Li

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

Existing fashion recommendation systems encounter difficulties in using visual data for accurate and personalized recommendations. This research describes an innovative end-to-end pipeline that uses artificial intelligence to provide…