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Recently, product images have gained increasing attention in clothing recommendation since the visual appearance of clothing products has a significant impact on consumers' decision. Most existing methods rely on conventional features to…

信息检索 · 计算机科学 2018-09-18 Wenhui Yu , Huidi Zhang , Xiangnan He , Xu Chen , Li Xiong , Zheng Qin

The evolution of clothing styles and their migration across the world is intriguing, yet difficult to describe quantitatively. We propose to discover and quantify fashion influences from catalog and social media photos. We explore fashion…

计算机视觉与模式识别 · 计算机科学 2020-11-20 Ziad Al-Halah , Kristen Grauman

In fashion-based recommendation settings, incorporating the item image features is considered a crucial factor, and it has shown significant improvements to many traditional models, including but not limited to matrix factorization,…

人工智能 · 计算机科学 2022-05-09 Shereen Elsayed , Lukas Brinkmeyer , Lars Schmidt-Thieme

Fashion-focused artificial intelligence has rapidly advanced in recent years, driven by deep learning and its deployment in recommender systems, detection, retrieval, and analytics. Yet several consumer-facing domains remain comparatively…

计算机视觉与模式识别 · 计算机科学 2026-03-20 Laila Khalid , Wei Gong

Design is a factor that plays an important role in consumer purchase decisions. As the need for understanding and predicting various preferences for each customer increases along with the importance of mass customization, predicting…

人机交互 · 计算机科学 2024-05-14 Dongju Shin , Sunghee Lee , Namwoo Kang

Image generation in the fashion domain has predominantly focused on preserving body characteristics or following input prompts, but little attention has been paid to improving the inherent fashionability of the output images. This paper…

计算机视觉与模式识别 · 计算机科学 2024-12-25 Qice Qin , Yuki Hirakawa , Ryotaro Shimizu , Takuya Furusawa , Edgar Simo-Serra

In this paper, we propose a method for ranking fashion images to find the ones which might be liked by more people. We collect two new datasets from image sharing websites (Pinterest and Polyvore). We represent fashion images based on…

计算机视觉与模式识别 · 计算机科学 2015-11-24 Jinghua Wang , Abrar Abdul Nabi , Gang Wang , Chengde Wan , Tian-Tsong Ng

Visual information plays a critical role in human decision-making process. While recent developments on visually-aware recommender systems have taken the product image into account, none of them has considered the aesthetic aspect. We argue…

信息检索 · 计算机科学 2021-01-19 Wenhui Yu , Xiangnan He , Jian Pei , Xu Chen , Li Xiong , Jinfei Liu , Zheng Qin

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…

人机交互 · 计算机科学 2014-06-16 Wei Di , Anurag Bhardwaj , Vignesh Jagadeesh , Robinson Piramuthu , Elizabeth Churchill

The fast fashion industry suffers from significant environmental impacts due to overproduction and unsold inventory. Accurately predicting sales volumes for unreleased products could significantly improve efficiency and resource…

机器学习 · 计算机科学 2024-12-11 Andrea Avogaro , Luigi Capogrosso , Franco Fummi , Marco Cristani

Goods, styles, ideologies are adopted by society through various mechanisms. In particular, adoption driven by innovation is extensively studied by marketing economics. Mathematical models are currently used to forecast the sales of…

物理与社会 · 物理学 2014-04-02 Baptiste Coulmont , Virginie Supervie , Romulus Breban

We develop a two-stage deep learning framework that recommends fashion images based on other input images of similar style. For that purpose, a neural network classifier is used as a data-driven, visually-aware feature extractor. The latter…

计算机视觉与模式识别 · 计算机科学 2019-03-20 Hessel Tuinhof , Clemens Pirker , Markus Haltmeier

Analyzing fashion trends is essential in the fashion industry. Current fashion forecasting firms, such as WGSN, utilize the visual information from around the world to analyze and predict fashion trends. However, analyzing fashion trends is…

计算机视觉与模式识别 · 计算机科学 2020-05-05 Mengyun Shi , Van Dyk Lewis

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

The fast fashion industry's insatiable demand for new styles and rapid production cycles has led to a significant environmental burden. Overproduction, excessive waste, and harmful chemicals have contributed to the negative environmental…

机器学习 · 计算机科学 2025-01-20 Andrea Avogaro , Luigi Capogrosso , Andrea Toaiari , Franco Fummi , Marco Cristani

Visually-aware recommender systems use visual signals present in the underlying data to model the visual characteristics of items and users' preferences towards them. In the domain of clothing recommendation, incorporating items' visual…

计算机视觉与模式识别 · 计算机科学 2018-08-23 Charles Packer , Julian McAuley , Arnau Ramisa

Images become an important and prevalent way to express users' activities, opinions and emotions. In a social network, individual emotions may be influenced by others, in particular by close friends. We focus on understanding how users…

社会与信息网络 · 计算机科学 2014-01-20 Xiaohui Wang , Jia Jia , Lianhong Cai , Jie Tang

The emergence and wide-spread use of online social networks has led to a dramatic increase on the availability of social activity data. Importantly, this data can be exploited to investigate, at a microscopic level, some of the problems…

社会与信息网络 · 计算机科学 2015-06-12 Isabel Valera , Manuel Gomez-Rodriguez

Customer Satisfaction is the most important factors in the industry irrespective of domain. Key Driver Analysis is a common practice in data science to help the business to evaluate the same. Understanding key features, which influence the…

机器学习 · 统计学 2018-05-29 Kumarjit Pathak , Jitin Kapila , Aasheesh Barvey

The increasing popularity of social media platforms makes it important to study user engagement, which is a crucial aspect of any marketing strategy or business model. The over-saturation of content on social media platforms has persuaded…

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