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Online retail is a visual experience- Shoppers often use images as first order information to decide if an item matches their personal style. Image characteristics such as color, simplicity, scene composition, texture, style, aesthetics and…

计算机视觉与模式识别 · 计算机科学 2016-05-13 Stephen Zakrewsky , Kamelia Aryafar , Ali Shokoufandeh

In e-commerce, content quality of the product catalog plays a key role in delivering a satisfactory experience to the customers. In particular, visual content such as product images influences customers' engagement and purchase decisions.…

The analysis of sales information, is a vital step in designing an effective marketing strategy. This work proposes a novel approach to analyse the shopping behaviour of customers to identify their purchase patterns. An extended version of…

计算机与社会 · 计算机科学 2025-03-04 Earnest Paul Ijjina , Aniruddha Srinivas Joshi , Goutham Kanahasabai , Keerthi Priyanka P

Recommender systems often operate on item catalogs clustered by genres, and user bases that have natural clusterings into user types by demographic or psychographic attributes. Prior work on system-wide diversity has mainly focused on…

信息检索 · 计算机科学 2019-08-28 Arda Antikacioglu , Tanvi Bajpai , R. Ravi

Recent results of deep convolutional networks in visual recognition challenges open the path to a whole new set of disruptive user experiences such as visual search or recommendation. The list of companies offering this type of service is…

计算机视觉与模式识别 · 计算机科学 2019-09-20 Arnaud Bellétoile

Classifying products into categories precisely and efficiently is a major challenge in modern e-commerce. The high traffic of new products uploaded daily and the dynamic nature of the categories raise the need for machine learning models…

计算机视觉与模式识别 · 计算机科学 2016-11-30 Tom Zahavy , Alessandro Magnani , Abhinandan Krishnan , Shie Mannor

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

We investigate the perceived visual complexity (VC) in data visualizations using objective image-based metrics. We collected VC scores through a large-scale crowdsourcing experiment involving 349 participants and 1,800 visualization images.…

人机交互 · 计算机科学 2025-11-20 Mengdi Chu , Zefeng Qiu , Meng Ling , Shuning Jiang , Robert S. Laramee , Michael Sedlmair , Jian Chen

The aesthetics of e-commerce websites have a big influence on purchasing decisions and customers' satisfaction. Webpage complexity and high cognitive load are responsible for causing an unpleasant experience while shopping online. This…

人机交互 · 计算机科学 2026-05-06 Shojibur Rahman , Ahmed Alif Swopno , Nayeem Ahmed , Ashik Ahmed Fahim , Tabin Hasan

Comparing the top $k$ elements between two or more ranked results is a common task in many contexts and settings. A few measures have been proposed to compare top $k$ lists with attractive mathematical properties, but they face a number of…

信息论 · 计算机科学 2013-10-02 Arun Konagurthu , James Collier

In e-commerce, product content, especially product images have a significant influence on a customer's journey from product discovery to evaluation and finally, purchase decision. Since many e-commerce retailers sell items from other…

计算机视觉与模式识别 · 计算机科学 2019-08-05 Shreyansh Gandhi , Samrat Kokkula , Abon Chaudhuri , Alessandro Magnani , Theban Stanley , Behzad Ahmadi , Venkatesh Kandaswamy , Omer Ovenc , Shie Mannor

Different from shopping in physical stores, where people have the opportunity to closely check a product (e.g., touching the surface of a T-shirt or smelling the scent of perfume) before making a purchase decision, online shoppers rely…

计算机视觉与模式识别 · 计算机科学 2020-12-14 Liang Han , Zhaozheng Yin , Zhurong Xia , Li Guo , Mingqian Tang , Rong Jin

Recent advances in the fields of Information Retrieval and Machine Learning have focused on improving the performance of search engines to enhance the user experience, especially in the world of online shopping. The focus has thus been on…

信息检索 · 计算机科学 2024-05-27 Marie Al Ghossein , Ching-Wei Chen , Jason Tang

Online relevance matching is an essential task of e-commerce product search to boost the utility of search engines and ensure a smooth user experience. Previous work adopts either classical relevance matching models or Transformer-style…

信息检索 · 计算机科学 2022-10-05 Ziyang Liu , Chaokun Wang , Hao Feng , Lingfei Wu , Liqun Yang

Nowadays, almost all the online orders were placed through screened devices such as mobile phones, tablets, and computers. With the rapid development of the Internet of Things (IoT) and smart appliances, more and more screenless smart…

计算机视觉与模式识别 · 计算机科学 2019-05-21 Yongshun Gong , Jinfeng Yi , Dongdong Chen , Jian Zhang , Jiayu Zhou , Zhihua Zhou

The high number of products available makes it difficult for a user to find the most suitable products according to their needs. This problem is especially exacerbated when the user is trying to optimize multiple attributes during product…

人机交互 · 计算机科学 2020-04-28 Roquia Mushtaq , Naveed Ahmad , Aimal Rextin , Muhammad Muddassir Malik

The collection of internet images has been growing in an astonishing speed. It is undoubted that these images contain rich visual information that can be useful in many applications, such as visual media creation and data-driven image…

计算机视觉与模式识别 · 计算机科学 2019-04-02 Kan Wu , Guanbin Li , Haofeng Li , Jianjun Zhang , Yizhou Yu

As any savvy online shopper knows, second-hand peer-to-peer marketplaces are filled with images of mixed quality. How does image quality impact marketplace outcomes, and can quality be automatically predicted? In this work, we conducted a…

计算机视觉与模式识别 · 计算机科学 2019-11-12 Xiao Ma , Lina Mezghani , Kimberly Wilber , Hui Hong , Robinson Piramuthu , Mor Naaman , Serge Belongie

The quality of user experience online is affected by the relevance and placement of advertisements. We propose a new system for selecting and displaying visual advertisements in image search result sets. Our method compares the visual…

计算机视觉与模式识别 · 计算机科学 2016-04-25 Yannis Kalantidis , Ayman Farahat , Lyndon Kennedy , Ricardo Baeza-Yates , David A. Shamma

Customer reviews represent a very rich data source from which we can extract very valuable information about different online shopping experiences. The amount of the collected data may be very large especially for trendy items (products,…

计算与语言 · 计算机科学 2021-04-06 Abdessamad Benlahbib
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