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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

We introduce a hierarchical Bayesian approach to tackle the challenging problem of size recommendation in e-commerce fashion. Our approach jointly models a size purchased by a customer, and its possible return event: 1. no return, 2.…

Machine Learning · Computer Science 2019-08-05 Romain Guigourès , Yuen King Ho , Evgenii Koriagin , Abdul-Saboor Sheikh , Urs Bergmann , Reza Shirvany

Personalized size and fit recommendations bear crucial significance for any fashion e-commerce platform. Predicting the correct fit drives customer satisfaction and benefits the business by reducing costs incurred due to size-related…

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

Online clothing catalogs lack diversity in body shape and garment size. Brands commonly display their garments on models of one or two sizes, rarely including plus-size models. To our knowledge, our paper presents the first method for…

Computer Vision and Pattern Recognition · Computer Science 2023-06-28 Kathleen M. Lewis , John Guttag

Matching and recommending products is beneficial for both customers and companies. With the rapid increase in home goods e-commerce, there is an increasing demand for quantitative methods for providing such recommendations for millions of…

Computer Vision and Pattern Recognition · Computer Science 2021-05-27 Mathew Schwartz , Tomer Weiss , Esra Ataer-Cansizoglu , Jae-Woo Choi

Finding clothes that fit is a hot topic in the e-commerce fashion industry. Most approaches addressing this problem are based on statistical methods relying on historical data of articles purchased and returned to the store. Such approaches…

Computer Vision and Pattern Recognition · Computer Science 2019-05-29 Nour Karessli , Romain Guigourès , Reza Shirvany

While shopping for fashion products, customers usually prefer to try-out products to examine fit, material, overall look and feel. Due to lack of try out options during online shopping, it becomes pivotal to provide customers with as much…

Information Retrieval · Computer Science 2018-07-02 Shreya Singh , G Mohammed Abdulla , Sumit Borar , Sagar Arora

With the rapid growth in fashion e-commerce and customer-friendly product return policies, the cost to handle returned products has become a significant challenge. E-tailers incur huge losses in terms of reverse logistics costs, liquidation…

Machine Learning · Computer Science 2019-07-01 Sajan Kedia , Manchit Madan , Sumit Borar

The ability to accurately predict the fit of fashion items and recommend the correct size is key to reducing merchandise returns in e-commerce. A critical prerequisite of fit prediction is size normalization, the mapping of product sizes…

Machine Learning · Computer Science 2019-08-28 Eddie S. J. Du , Chang Liu , David H. Wayne

Fashion, and especially apparel, is the fastest-growing category in online shopping. As consumers requires sensory experience especially for apparel goods for which their appearance matters most, images play a key role not only in conveying…

Human-Computer Interaction · Computer Science 2014-06-16 Wei Di , Anurag Bhardwaj , Vignesh Jagadeesh , Robinson Piramuthu , Elizabeth Churchill

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…

With the prevalence of e-commence websites and the ease of online shopping, consumers are embracing huge amounts of various options in products. Undeniably, shopping is one of the most essential activities in our society and studying…

Computer Vision and Pattern Recognition · Computer Science 2017-02-23 Kuan-Ting Chen , Jiebo Luo

So-called 'fast fashion' consumption, amplified through cost-effective e-commerce, constitutes a major factor negatively impacting climate change. A recently noted strategy to motivate consumers to more sustainable decisions is digital…

Social and Information Networks · Computer Science 2022-02-18 Milad Mirbabaie , Julian Marx , Johanna Germies

Recent advances in the e-commerce fashion industry have led to an exploration of novel ways to enhance buyer experience via improved personalization. Predicting a proper size for an item to recommend is an important personalization…

Information Retrieval · Computer Science 2021-05-05 Yotam Eshel , Or Levi , Haggai Roitman , Alexander Nus

Image-based clothing retrieval is receiving increasing interest with the growth of online shopping. In practice, users may often have a desired piece of clothing in mind (e.g., either having seen it before on the street or requiring certain…

Computer Vision and Pattern Recognition · Computer Science 2017-11-02 Zhuoxiang Chen , Zhe Xu , Ya Zhang , Xiao Gu

In the ever-changing and dynamic realm of high-end fashion marketplaces, providing accurate and personalized size recommendations has become a critical aspect. Meeting customer expectations in this regard is not only crucial for ensuring…

Information Retrieval · Computer Science 2024-01-05 Alexandre Candeias , Ivo Silva , Vitor Sousa , José Marcelino

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

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

Online clothing shopping has become increasingly popular, but the high rate of returns due to size and fit issues has remained a major challenge. To address this problem, virtual try-on systems have been developed to provide customers with…

Computer Vision and Pattern Recognition · Computer Science 2023-06-27 Yunmin Cho , Lala Shakti Swarup Ray , Kundan Sai Prabhu Thota , Sungho Suh , Paul Lukowicz
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