Computational technologies for fashion recommendation: A survey

Y Ding, Z Lai, PY Mok, TS Chua - ACM Computing Surveys, 2023 - dl.acm.org
Fashion recommendation is a key research field in computational fashion research and has
attracted considerable interest in the computer vision, multimedia, and information retrieval …

A survey on rag meeting llms: Towards retrieval-augmented large language models

W Fan, Y Ding, L Ning, S Wang, H Li, D Yin… - Proceedings of the 30th …, 2024 - dl.acm.org
As one of the most advanced techniques in AI, Retrieval-Augmented Generation (RAG) can
offer reliable and up-to-date external knowledge, providing huge convenience for numerous …

Diffusion models for generative outfit recommendation

Y Xu, W Wang, F Feng, Y Ma, J Zhang… - Proceedings of the 47th …, 2024 - dl.acm.org
Outfit Recommendation (OR) in the fashion domain has evolved through two stages: Pre-
defined Outfit Recommendation and Personalized Outfit Composition. However, both stages …

Your negative may not be true negative: Boosting image-text matching with false negative elimination

H Li, Y Bin, J Liao, Y Yang, HT Shen - Proceedings of the 31st ACM …, 2023 - dl.acm.org
Most existing image-text matching methods adopt triplet loss as the optimization objective,
and choosing a proper negative sample for the triplet of< anchor, positive, negative> is …

Sgdiff: A style guided diffusion model for fashion synthesis

Z Sun, Y Zhou, H He, PY Mok - … of the 31st ACM International Conference …, 2023 - dl.acm.org
This paper reports on the development of a novel style guided diffusion model (SGDiff)
which overcomes certain weaknesses inherent in existing models for image synthesis. The …

Align and retrieve: Composition and decomposition learning in image retrieval with text feedback

Y Xu, Y Bin, J Wei, Y Yang, G Wang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
We study the task of image retrieval with text feedback, where a reference image and
modification text are composed to retrieve the desired target image. To accomplish this goal …

Leveraging multimodal features and item-level user feedback for bundle construction

Y Ma, X Liu, Y Wei, Z Tao, X Wang… - Proceedings of the 17th …, 2024 - dl.acm.org
Automatic bundle construction is a crucial prerequisite step in various bundle-aware online
services. Previous approaches are mostly designed to model the bundling strategy of …

A Survey on Bundle Recommendation: Methods, Applications, and Challenges

M Sun, L Li, M Li, X Tao, D Zhang, P Wang… - ar** scenario. Effective product bundling methods depend on high-quality item …

Modeling Multi-Relational Connectivity for Personalized Fashion Matching

Y Ding, PY Mok, Y Bin, X Yang, Z Cheng - Proceedings of the 31st ACM …, 2023 - dl.acm.org
Personalized fashion matching task aims to predict the compatible fashion items given
available ones for specific users through the effective modeling of the third-order interaction …