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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…

Over the past years, fashion-related challenges have gained a lot of attention in the research community. Outfit generation and recommendation, i.e., the composition of a set of items of different types (e.g., tops, bottom, shoes,…

Information Retrieval · Computer Science 2022-11-30 Marjan Celikik , Matthias Kirmse , Timo Denk , Pierre Gagliardi , Sahar Mbarek , Duy Pham , Ana Peleteiro Ramallo

Color compatibility is important for evaluating the compatibility of a fashion outfit, yet it was neglected in previous studies. We bring this important problem to researchers' attention and present a compatibility learning framework as…

Computer Vision and Pattern Recognition · Computer Science 2020-07-07 Heming Zhang , Xuewen Yang , Jianchao Tan , Chi-Hao Wu , Jue Wang , C. -C. Jay Kuo

Outfittery is an online personalized styling service targeted at men. We have hundreds of stylists who create thousands of bespoke outfits for our customers every day. A critical challenge faced by our stylists when creating these outfits…

Complementary fashion recommendation aims at identifying items from different categories (e.g. shirt, footwear, etc.) that "go well together" as an outfit. Most existing approaches learn representation for this task using labeled outfit…

Computer Vision and Pattern Recognition · Computer Science 2022-06-14 Additya Popli , Vijay Kumar , Sujit Jos , Saraansh Tandon

Nowadays, recommender systems and search engines play an integral role in fashion e-commerce. Still, many challenges lie ahead, and this study tries to tackle some. This article first suggests a content-based fashion recommender system that…

Information Retrieval · Computer Science 2022-07-26 Seyed Omid Mohammadi , Hossein Bodaghi , Ahmad Kalhor

Fashion as characterized by its nature, is driven by style. In this paper, we propose a method that takes into account the style information to complete a given set of selected fashion items with a complementary fashion item. Complementary…

Information Retrieval · Computer Science 2018-07-04 Ayushi Dalmia , Sachindra Joshi , Raghavendra Singh , Vikas Raykar

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…

Computer Vision and Pattern Recognition · Computer Science 2019-11-19 Kedan Li , Chen Liu , David Forsyth

Fashion recommendation is a key research field in computational fashion research and has attracted considerable interest in the computer vision, multimedia, and information retrieval communities in recent years. Due to the great demand for…

Multimedia · Computer Science 2023-10-31 Yujuan Ding , Zhihui Lai , P. Y. Mok , Tat-Seng Chua

We consider grading a fashion outfit for recommendation, where we assume that users have a closet of items and we aim at producing a score for an arbitrary combination of items in the closet. The challenge in outfit grading is that the…

Computer Vision and Pattern Recognition · Computer Science 2018-04-27 Pongsate Tangseng , Kota Yamaguchi , Takayuki Okatani

Fashion compatibility learning is important to many fashion markets such as outfit composition and online fashion recommendation. Unlike previous work, we argue that fashion compatibility is not only a visual appearance compatible problem…

Computer Vision and Pattern Recognition · Computer Science 2020-10-06 Jui-Hsin Lai , Bo Wu , Xin Wang , Dan Zeng , Tao Mei , Jingen Liu

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…

Computer Vision and Pattern Recognition · Computer Science 2019-04-02 Elaine M. Bettaney , Stephen R. Hardwick , Odysseas Zisimopoulos , Benjamin Paul Chamberlain

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…

Computer Vision and Pattern Recognition · Computer Science 2018-07-31 Mariya I. Vasileva , Bryan A. Plummer , Krishna Dusad , Shreya Rajpal , Ranjitha Kumar , David Forsyth

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…

Computer Vision and Pattern Recognition · Computer Science 2020-08-20 Xuewen Yang , Dongliang Xie , Xin Wang , Jiangbo Yuan , Wanying Ding , Pengyun Yan

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…

Computer Vision and Pattern Recognition · Computer Science 2020-08-06 Dikshant Sagar , Jatin Garg , Prarthana Kansal , Sejal Bhalla , Rajiv Ratn Shah , Yi Yu

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…

Computer Vision and Pattern Recognition · Computer Science 2018-10-08 Tong He , Yang Hu

To study the correlation between clothing garments and body shape, we collected a new dataset (Fashion Takes Shape), which includes images of users with clothing category annotations. We employ our multi-photo approach to estimate body…

Computer Vision and Pattern Recognition · Computer Science 2018-12-18 Hosnieh Sattar , Gerard Pons-Moll , Mario Fritz

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…

Computer Vision and Pattern Recognition · Computer Science 2017-07-19 Xintong Han , Zuxuan Wu , Yu-Gang Jiang , Larry S. Davis

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…

Computer Vision and Pattern Recognition · Computer Science 2019-07-30 Pongsate Tangseng , Takayuki Okatani

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,…

Computer Vision and Pattern Recognition · Computer Science 2019-08-23 Xin Wang , Bo Wu , Yun Ye , Yueqi Zhong
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