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Complementary fashion item recommendation is critical for fashion outfit completion. Existing methods mainly focus on outfit compatibility prediction but not in a retrieval setting. We propose a new framework for outfit complementary item…

计算机视觉与模式识别 · 计算机科学 2020-03-06 Yen-Liang Lin , Son Tran , Larry S. Davis

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…

计算机视觉与模式识别 · 计算机科学 2022-04-19 Rohan Sarkar , Navaneeth Bodla , Mariya I. Vasileva , Yen-Liang Lin , Anurag Beniwal , Alan Lu , Gerard Medioni

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…

信息检索 · 计算机科学 2022-07-26 Seyed Omid Mohammadi , Hossein Bodaghi , Ahmad Kalhor

The textile and apparel industries have grown tremendously over the last few years. Customers no longer have to visit many stores, stand in long queues, or try on garments in dressing rooms as millions of products are now available in…

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

Recommender systems and search are both indispensable in facilitating personalization and ease of browsing in online fashion platforms. However, the two tools often operate independently, failing to combine the strengths of recommender…

信息检索 · 计算机科学 2022-07-26 Karin Sevegnani , Arjun Seshadri , Tian Wang , Anurag Beniwal , Julian McAuley , Alan Lu , Gerard Medioni

The fashion industry is one of the leading domains in the global e-commerce sector, prompting major online retailers to employ recommendation systems for product suggestions and customer convenience. While recommendation systems have been…

In Conversational Recommendation Systems (CRS), a user provides feedback on recommended items at each turn, leading the CRS towards improved recommendations. Due to the need for a large amount of data, a user simulator is employed for both…

信息检索 · 计算机科学 2025-07-25 Maria Vlachou

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. Moreover, many of them do not consider side…

信息检索 · 计算机科学 2023-01-18 Marjan Celikik , Jacek Wasilewski , Ana Peleteiro Ramallo

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

Putting together an ideal outfit is a process that involves creativity and style intuition. This makes it a particularly difficult task to automate. Existing styling products generally involve human specialists and a highly curated set of…

计算机视觉与模式识别 · 计算机科学 2020-07-01 Eileen Li , Eric Kim , Andrew Zhai , Josh Beal , Kunlong Gu

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 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…

计算机视觉与模式识别 · 计算机科学 2023-06-27 Yunmin Cho , Lala Shakti Swarup Ray , Kundan Sai Prabhu Thota , Sungho Suh , Paul Lukowicz

In this paper, we propose an effective pipeline for clothes retrieval system which has sturdiness on large-scale real-world fashion data. Our proposed method consists of three components: detection, retrieval, and post-processing. We…

计算机视觉与模式识别 · 计算机科学 2020-05-27 Yang-Ho Ji , HeeJae Jun , Insik Kim , Jongtack Kim , Youngjoon Kim , Byungsoo Ko , Hyong-Keun Kook , Jingeun Lee , Sangwon Lee , Sanghyuk Park

Virtual try-on attracts increasing research attention as a promising way for enhancing the user experience for online cloth shopping. Though existing methods can generate impressive results, users need to provide a well-designed reference…

计算机视觉与模式识别 · 计算机科学 2023-05-09 Anran Lin , Nanxuan Zhao , Shuliang Ning , Yuda Qiu , Baoyuan Wang , Xiaoguang Han

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…

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…

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

Over the past few years, automation of outfit composition has gained much attention from the research community. Most of the existing outfit recommendation systems focus on pairwise item compatibility prediction (using visual and text…

信息检索 · 计算机科学 2024-02-27 Debopriyo Banerjee , Krothapalli Sreenivasa Rao , Shamik Sural , Niloy Ganguly

With the increasing development of garment manufacturing industry, the method of combining neural network with industry to reduce product redundancy has been paid more and more attention.In order to reduce garment redundancy and achieve…

计算机视觉与模式识别 · 计算机科学 2021-06-01 Shanchen Pang , Xixi Tao , Neal N. Xiong , Yukun Dong
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