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The analysis of daily-life fashion trends can provide us a profound understanding of our societies and cultures. However, no appropriate digital archive exists that includes images illustrating what people wore in their daily lives over an…

Computer Vision and Pattern Recognition · Computer Science 2021-04-30 Satoshi Takahashi , Keiko Yamaguchi , Asuka Watanabe

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…

Computer Vision and Pattern Recognition · Computer Science 2020-05-05 Mengyun Shi , Van Dyk Lewis

Each day billions of photographs are uploaded to photo-sharing services and social media platforms. These images are packed with information about how people live around the world. In this paper we exploit this rich trove of data to…

Computer Vision and Pattern Recognition · Computer Science 2017-06-07 Kevin Matzen , Kavita Bala , Noah Snavely

Understanding fashion styles and trends is of great potential interest to retailers and consumers alike. The photos people upload to social media are a historical and public data source of how people dress across the world and at different…

Computer Vision and Pattern Recognition · Computer Science 2019-09-02 Utkarsh Mall , Kevin Matzen , Bharath Hariharan , Noah Snavely , Kavita Bala

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 everyday images of people wearing clothes. We…

Computer Vision and Pattern Recognition · Computer Science 2020-08-11 Ziad Al-Halah , Kristen Grauman

Fashion is intertwined with external cultural factors, but identifying these links remains a manual process limited to only the most salient phenomena. We propose a data-driven approach to identify specific cultural factors affecting the…

Computer Vision and Pattern Recognition · Computer Science 2021-09-22 Wei-Lin Hsiao , Kristen Grauman

The humanities, like many other areas of society, are currently undergoing major changes in the wake of digital transformation. However, in order to make collection of digitised material in this area easily accessible, we often still lack…

Information Retrieval · Computer Science 2021-03-23 Vuong M. Ngo , Sven Helmer , Nhien-An Le-Khac , M-Tahar Kechadi

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…

Computer Vision and Pattern Recognition · Computer Science 2020-11-20 Ziad Al-Halah , Kristen Grauman

Fashion is the way we present ourselves to the world and has become one of the world's largest industries. Fashion, mainly conveyed by vision, has thus attracted much attention from computer vision researchers in recent years. Given the…

Computer Vision and Pattern Recognition · Computer Science 2021-01-29 Wen-Huang Cheng , Sijie Song , Chieh-Yun Chen , Shintami Chusnul Hidayati , Jiaying Liu

The role of social media in fashion industry has been blooming as the years have continued on. In this work, we investigate sentiment analysis for fashion related posts in social media platforms. There are two main challenges of this task.…

Computation and Language · Computer Science 2021-11-16 Yifei Yuan , Wai Lam

The paper presents a novel concept that analyzes and visualizes worldwide fashion trends. Our goal is to reveal cutting-edge fashion trends without displaying an ordinary fashion style. To achieve the fashion-based analysis, we created a…

Computer Vision and Pattern Recognition · Computer Science 2017-03-24 Kaori Abe , Teppei Suzuki , Shunya Ueta , Akio Nakamura , Yutaka Satoh , Hirokatsu Kataoka

Research on automated, image based identification of clothing categories and fashion landmarks has recently gained significant interest due to its potential impact on areas such as robotic clothing manipulation, automated clothes sorting…

Machine Learning · Computer Science 2020-03-27 Thomas Ziegler , Judith Butepage , Michael C. Welle , Anastasiia Varava , Tonci Novkovic , Danica Kragic

Analyzing fashion attributes is essential in the fashion design process. Current fashion forecasting firms, such as WGSN utilizes information from all around the world (from fashion shows, visual merchandising, blogs, etc). They gather…

Computer Vision and Pattern Recognition · Computer Science 2018-10-25 Menglin Jia , Yichen Zhou , Mengyun Shi , Bharath Hariharan

What is the future of fashion? Tackling this question from a data-driven vision perspective, we propose to forecast visual style trends before they occur. We introduce the first approach to predict the future popularity of styles discovered…

Computer Vision and Pattern Recognition · Computer Science 2020-08-11 Ziad Al-Halah , Rainer Stiefelhagen , Kristen Grauman

The fashion industry is on the verge of an unprecedented change. The implementation of machine learning, computer vision, and artificial intelligence (AI) in fashion applications is opening lots of new opportunities for this industry. This…

Computer Vision and Pattern Recognition · Computer Science 2021-11-03 Seyed Omid Mohammadi , Ahmad Kalhor

Fashion analysis refers to the process of examining and evaluating trends, styles, and elements within the fashion industry to understand and interpret its current state, generating fashion reports. It is traditionally performed by fashion…

Multimedia · Computer Science 2024-03-12 Yujuan Ding , Yunshan Ma , Wenqi Fan , Yige Yao , Tat-Seng Chua , Qing Li

Fashion knowledge helps people to dress properly and addresses not only physiological needs of users, but also the demands of social activities and conventions. It usually involves three mutually related aspects of: occasion, person and…

Computer Vision and Pattern Recognition · Computer Science 2019-08-27 Yunshan Ma , Xun Yang , Lizi Liao , Yixin Cao , Tat-Seng Chua

Extracting fashion attributes from images of people wearing clothing/fashion accessories is a very hard multi-class classification problem. Most often, even catalogues of fashion do not have all the fine-grained attributes tagged due to…

Machine Learning · Computer Science 2021-04-13 Sandeep Singh Adhikari , Sukhneer Singh , Anoop Rajagopal , Aruna Rajan

Convolutional Neural Networks have been highly successful in performing a host of computer vision tasks such as object recognition, object detection, image segmentation and texture synthesis. In 2015, Gatys et. al [7] show how the style of…

Computer Vision and Pattern Recognition · Computer Science 2017-08-01 Prutha Date , Ashwinkumar Ganesan , Tim Oates

A picture is worth a thousand words. Albeit a clich\'e, for the fashion industry, an image of a clothing piece allows one to perceive its category (e.g., dress), sub-category (e.g., day dress) and properties (e.g., white colour with floral…

Computer Vision and Pattern Recognition · Computer Science 2018-06-26 Beatriz Quintino Ferreira , Luís Baía , João Faria , Ricardo Gamelas Sousa
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