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Related papers: Supporting stylists by recommending fashion style

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In fashion e-commerce platforms, product discovery is one of the key components of a good user experience. There are numerous ways using which people find the products they desire. Similar product recommendations is one of the popular modes…

Information Retrieval · Computer Science 2018-07-02 Pankaj Agarwal , Sreekanth Vempati , Sumit Borar

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

Learning an effective outfit-level representation is critical for predicting the compatibility of items in an outfit, and retrieving complementary items for a partial outfit. We present a framework, OutfitTransformer, that uses the proposed…

Computer Vision and Pattern Recognition · Computer Science 2022-04-19 Rohan Sarkar , Navaneeth Bodla , Mariya I. Vasileva , Yen-Liang Lin , Anurag Beniwal , Alan Lu , Gerard Medioni

Fashion is a fast-changing industry where designs are refreshed at large scale every season. Moreover, it faces huge challenge of unsold inventory as not all designs appeal to customers. This puts designers under significant pressure.…

Computer Vision and Pattern Recognition · Computer Science 2020-07-13 Alpana Dubey , Nitish Bhardwaj , Kumar Abhinav , Suma Mani Kuriakose , Sakshi Jain , Veenu Arora

Fashion is an inherently visual concept and computer vision and artificial intelligence (AI) are playing an increasingly important role in shaping the future of this domain. Many research has been done on recommending fashion products based…

Information Retrieval · Computer Science 2020-05-15 Maryam Moosaei , Yusan Lin , Hao Yang

Have you ever looked at an Instagram model, or a model in a fashion e-commerce web-page, and thought \textit{"Wish I could get a list of fashion items similar to the ones worn by the model!"}. This is what we address in this paper, where we…

Computer Vision and Pattern Recognition · Computer Science 2021-04-07 Abhinav Ravi , Sandeep Repakula , Ujjal Kr Dutta , Maulik Parmar

Recent advances in Computer Vision have significantly improved image understanding and generation, revolutionizing the fashion industry. However, challenges such as inconsistent lighting, non-ideal garment angles, complex backgrounds, and…

Computer Vision and Pattern Recognition · Computer Science 2026-03-31 Theodoros Koukopoulos , Dimos Klimenof , Ioannis Xarchakos

In this paper, we describe a solution to tackle a common set of challenges in e-commerce, which arise from the fact that new products are continually being added to the catalogue. The challenges involve properly personalising the customer…

Machine Learning · Statistics 2018-03-22 Ângelo Cardoso , Fabio Daolio , Saúl Vargas

We use customer demand data for fashion articles on Myntra, and derive a fashionability or style quotient, which represents customer demand for the stylistic content of a fashion article, decoupled with its commercials (price, offers,…

Information Retrieval · Computer Science 2018-07-13 Aniket Jain , Yadunath Gupta , Pawan Kumar Singh , Aruna Rajan

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…

Computer Vision and Pattern Recognition · Computer Science 2018-10-24 Takuma Nakamura , Ryosuke Goto

How to recommend outfits has gained considerable attention in both academia and industry in recent years. Many studies have been carried out regarding fashion compatibility learning, to determine whether the fashion items in an outfit are…

Computer Vision and Pattern Recognition · Computer Science 2025-02-14 Dongliang Zhou , Haijun Zhang , Qun Li , Jianghong Ma , Xiaofei Xu

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…

Computer Vision and Pattern Recognition · Computer Science 2021-01-29 Wen-Huang Cheng , Sijie Song , Chieh-Yun Chen , Shintami Chusnul Hidayati , Jiaying Liu

With the huge growth in e-commerce domain, product recommendations have become an increasing field of interest amongst e-commerce companies. One of the more difficult tasks in product recommendations is size and fit predictions. There are a…

Information Retrieval · Computer Science 2022-08-15 Oishik Chatterjee , Jaidam Ram Tej , Narendra Varma Dasaraju

The global fashion e-commerce industry has become integral to people's daily lives, leveraging technological advancements to offer personalized shopping experiences, primarily through recommendation systems that enhance customer engagement…

Information Retrieval · Computer Science 2026-04-14 Thanh-Tung Phan-Nguyen , Khoi-Nguyen Nguyen-Ngoc , Tam V. Nguyen , Minh-Triet Tran , Trung-Nghia Le

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

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 propose a system which will be able to recommend the user to choose appropriate outfits suits to their personality. The necessity of this system is to reduce the outfit selection and purchasing time; this will also help to create tailor…

Other Computer Science · Computer Science 2014-02-28 Shiv H. Sutar , Akshata H. Khade

Amidst the rapid growth of fashion e-commerce, remote fitting of fashion articles remains a complex and challenging problem and a main driver of customers' frustration. Despite the recent advances in 3D virtual try-on solutions, such…

Computer Vision and Pattern Recognition · Computer Science 2022-06-24 Sonia Pecenakova , Nour Karessli , Reza Shirvany

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…

Computer Vision and Pattern Recognition · Computer Science 2015-06-17 Julian McAuley , Christopher Targett , Qinfeng Shi , Anton van den Hengel

A large number of empirical studies on applying self-attention models in the domain of recommender systems are based on offline evaluation and metrics computed on standardized datasets, without insights on how these models perform in real…

Information Retrieval · Computer Science 2022-11-30 Marjan Celikik , Jacek Wasilewski , Sahar Mbarek , Pablo Celayes , Pierre Gagliardi , Duy Pham , Nour Karessli , Ana Peleteiro Ramallo