A review of modern fashion recommender systems

Y Deldjoo, F Nazary, A Ramisa, J Mcauley… - ACM Computing …, 2023 - dl.acm.org
The textile and apparel industries have grown tremendously over the past few years.
Customers no longer have to visit many stores, stand in long queues, or try on garments in …

Toward fashion intelligence in the big data era: State-of-the-art and future prospects

L Liu, H Zhang, D Zhou, J Shi - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Fashion, as a popular aesthetic expression, is often conveyed in a specific context, in
particular in clothing, footwear, and accessories. Attributed to its enormous economic …

Personalized fashion compatibility modeling via metapath-guided heterogeneous graph learning

W Guan, F Jiao, X Song, H Wen, CH Yeh… - Proceedings of the 45th …, 2022 - dl.acm.org
Fashion Compatibility Modeling (FCM) is a new yet challenging task, which aims to
automatically access the matching degree among a set of complementary items. Most of …

Learning attribute-driven disentangled representations for interactive fashion retrieval

Y Hou, E Vig, M Donoser… - Proceedings of the IEEE …, 2021 - openaccess.thecvf.com
Interactive retrieval for online fashion shopping provides the ability of changing image
retrieval results according to the user feedback. One common problem in interactive retrieval …

GP-BPR: Personalized compatibility modeling for clothing matching

X Song, X Han, Y Li, J Chen, XS Xu, L Nie - Proceedings of the 27th …, 2019 - dl.acm.org
Owing to the recent advances in the multimedia processing domain and the publicly
available large-scale real-world data provided by online fashion communities, like the IQON …

Partially supervised compatibility modeling

W Guan, H Wen, X Song, C Wang… - … on Image Processing, 2022 - ieeexplore.ieee.org
Fashion Compatibility Modeling (FCM), which aims to automatically evaluate whether a
given set of fashion items makes a compatible outfit, has attracted increasing research …

Multimodal compatibility modeling via exploring the consistent and complementary correlations

W Guan, H Wen, X Song, CH Yeh, X Chang… - Proceedings of the 29th …, 2021 - dl.acm.org
Existing methods towards outfit compatibility modeling seldom explicitly consider multimodal
correlations. In this work, we explore the consistent and complementary correlations for …

Category-aware multimodal attention network for fashion compatibility modeling

P Jing, K Cui, W Guan, L Nie… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Fashion compatibility modeling, which is used to estimate the matching degree of a given
set of fashion items, has received increasing attention in recent years. However, existing …

Neural compatibility modeling with probabilistic knowledge distillation

X Han, X Song, Y Yao, XS Xu… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
In modern society, clothing matching plays a pivotal role in people's daily life, as suitable
outfits can beautify their appearance directly. Nevertheless, how to make a suitable outfit has …

Fashion compatibility modeling through a multi-modal try-on-guided scheme

X Dong, J Wu, X Song, H Dai, L Nie - Proceedings of the 43rd …, 2020 - dl.acm.org
Recent years have witnessed a growing trend of fashion compatibility modeling, which
scores the matching degree of the given outfit and then provides people with some dressing …