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The rapid expansion of online fashion platforms has created an increasing demand for intelligent recommender systems capable of understanding both visual and textual cues. This paper proposes a hybrid multimodal deep learning framework for…

信息检索 · 计算机科学 2025-11-20 Kamand Kalashi , Babak Teimourpour

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…

Personalized fashion recommendation is a difficult task because 1) the decisions are highly correlated with users' aesthetic appetite, which previous work frequently overlooks, and 2) many new items are constantly rolling out that cause…

信息检索 · 计算机科学 2025-01-07 Chongxian Chen , Fan Mo , Xin Fan , Hayato Yamana

Fashion is now among the largest industries worldwide, for it represents human history and helps tell the worlds story. As a result of the Fourth Industrial Revolution, the Internet has become an increasingly important source of fashion…

信息检索 · 计算机科学 2022-04-11 Narges Norouzi , Reza Azmi , Sara Saberi Tehrani Moghadam , Maral Zarvani

The rise of Machine Learning (ML) is gradually digitalizing and reshaping the fashion industry. Recent years have witnessed a number of fashion AI applications, for example, virtual try-ons. Textile material identification and…

数字图书馆 · 计算机科学 2023-01-18 Shu Zhong , Miriam Ribul , Youngjun Cho , Marianna Obrist

In this work, we propose an interactive system to design diverse high-quality garment images from fashion sketches and the texture information. The major challenge behind this system is to generate high-quality and detailed texture…

计算机视觉与模式识别 · 计算机科学 2020-10-12 Yao Li , Xianggang Yu , Xiaoguang Han , Nianjuan Jiang , Kui Jia , Jiangbo Lu

In this paper, we present a review of the recent work in deep learning methods for user interface design. The survey encompasses well known deep learning techniques (deep neural networks, convolutional neural networks, recurrent neural…

As e-commerce rapidly integrates artificial intelligence for content creation and product recommendations, these technologies offer significant benefits in personalization and efficiency. AI-driven systems automate product descriptions,…

计算机与社会 · 计算机科学 2025-06-24 Aditi Madhusudan Jain , Ayush Jain

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

Fashion is a multi-billion dollar industry with social and economic implications worldwide. To gain popularity, brands want to be represented by the top popular models. As new faces are selected using stringent (and often criticized)…

计算机与社会 · 计算机科学 2017-03-07 Jaehyuk Park , Giovanni Luca Ciampaglia , Emilio Ferrara

Recommendation systems have lately been popularized globally, with primary use cases in online interaction systems, with significant focus on e-commerce platforms. We have developed a machine learning-based recommendation platform, which…

Boosting sales of e-commerce services is guaranteed once users find more matching items to their interests in a short time. Consequently, recommendation systems have become a crucial part of any successful e-commerce services. Although…

Personalized generative recommender systems have emerged as a promising solution for fashion recommendation. However, existing methods primarily rely on implicit visual embeddings from historical interactions, which often contain…

信息检索 · 计算机科学 2026-05-19 Mingzhe Yu , Lei Wu , Qianru Sun , Yunshan Ma

Fashion trend forecasting is a crucial task for both academia and industry. Although some efforts have been devoted to tackling this challenging task, they only studied limited fashion elements with highly seasonal or simple patterns, which…

信息检索 · 计算机科学 2020-09-24 Yunshan Ma , Yujuan Ding , Xun Yang , Lizi Liao , Wai Keung Wong , Tat-Seng Chua

Developing recommendation system for fashion images is challenging due to the inherent ambiguity associated with what criterion a user is looking at. Suggesting multiple images where each output image is similar to the query image on the…

计算机视觉与模式识别 · 计算机科学 2019-10-21 Sagar Verma , Sukhad Anand , Chetan Arora , Atul Rai

The emergence of new services and applications in emerging wireless networks (e.g., beyond 5G and 6G) has shown a growing demand for the usage of artificial intelligence (AI) in the Internet of Things (IoT). However, the proliferation of…

网络与互联网体系结构 · 计算机科学 2023-10-17 Mai Le , Thien Huynh-The , Tan Do-Duy , Thai-Hoc Vu , Won-Joo Hwang , Quoc-Viet Pham

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…

In the era of immersive consumer electronics, such as AR/VR headsets and smart devices, people increasingly seek ways to express their identity through virtual fashion. However, existing 3D garment design tools remain inaccessible to…

计算机视觉与模式识别 · 计算机科学 2025-05-16 Ying Zang , Yuanqi Hu , Xinyu Chen , Yuxia Xu , Suhui Wang , Chunan Yu , Lanyun Zhu , Deyi Ji , Xin Xu , Tianrun Chen

Artificial Intelligence (AI) is revolutionizing assistive technologies. It offers innovative solutions to enhance the quality of life for individuals with visual impairments. This review examines the development, applications, and impact of…

The extensive ubiquitous availability of sensors in smart devices and the Internet of Things (IoT) has opened up the possibilities for implementing sensor-based activity recognition. As opposed to traditional sensor time-series processing…

信号处理 · 电气工程与系统科学 2023-10-09 Danial Ahangarani , Mohammad Shirazi , Navid Ashraf