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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…

计算机视觉与模式识别 · 计算机科学 2021-01-29 Wen-Huang Cheng , Sijie Song , Chieh-Yun Chen , Shintami Chusnul Hidayati , Jiaying Liu

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…

计算机视觉与模式识别 · 计算机科学 2020-08-11 Ziad Al-Halah , Rainer Stiefelhagen , Kristen Grauman

Composing fashion outfits involves deep understanding of fashion standards while incorporating creativity for choosing multiple fashion items (e.g., Jewelry, Bag, Pants, Dress). In fashion websites, popular or high-quality fashion outfits…

多媒体 · 计算机科学 2017-04-18 Yuncheng Li , LiangLiang Cao , Jiang Zhu , Jiebo Luo

How do we determine whether two or more clothing items are compatible or visually appealing? Part of the answer lies in understanding of visual aesthetics, and is biased by personal preferences shaped by social attitudes, time, and place.…

计算机视觉与模式识别 · 计算机科学 2019-02-13 Guillem Cucurull , Perouz Taslakian , David Vazquez

In the fields of Experimental and Computational Aesthetics, numerous image datasets have been created over the last two decades. In the present work, we provide a comparative overview of twelve image datasets that include aesthetic ratings…

计算机视觉与模式识别 · 计算机科学 2023-07-04 Ralf Bartho , Katja Thoemmes , Christoph Redies

We consider grading a fashion outfit for recommendation, where we assume that users have a closet of items and we aim at producing a score for an arbitrary combination of items in the closet. The challenge in outfit grading is that the…

计算机视觉与模式识别 · 计算机科学 2018-04-27 Pongsate Tangseng , Kota Yamaguchi , Takayuki Okatani

This paper follows the recent history of automated beauty competitions to discuss how machine learning techniques, in particular neural networks, alter the way attractiveness is handled and how this impacts the cultural landscape. We…

计算机与社会 · 计算机科学 2017-11-27 Marc Böhlen , Varun Chandola , Amol Salunkhe

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

Computational visual aesthetics has recently become an active research area. Existing state-of-art methods formulate this as a binary classification task where a given image is predicted to be beautiful or not. In many applications such as…

计算机视觉与模式识别 · 计算机科学 2017-04-06 Parag S. Chandakkar , Vijetha Gattupalli , Baoxin Li

The increasing number of spectators and players in e-sports, along with the development of optimized communication solutions and cloud computing technology, has motivated the constant growth of the online game industry. Even though…

人工智能 · 计算机科学 2025-10-23 Silvia García-Méndez , Francisco de Arriba-Pérez

Consider a collection of m competing machine learning algorithms. Given their performance on a benchmark of datasets, we would like to identify the best performing algorithm. Specifically, which algorithm is most likely to ``win'' (rank…

机器学习 · 计算机科学 2026-01-06 Amichai Painsky

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

Building a successful recommender system depends on understanding both the dimensions of people's preferences as well as their dynamics. In certain domains, such as fashion, modeling such preferences can be incredibly difficult, due to the…

人工智能 · 计算机科学 2016-02-05 Ruining He , Julian McAuley

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…

计算机视觉与模式识别 · 计算机科学 2018-06-26 Beatriz Quintino Ferreira , Luís Baía , João Faria , Ricardo Gamelas Sousa

We present an approach to continuous perception for robotic laundry tasks. Our assumption is that the visual prediction of a garment's shapes and weights is possible via a neural network that learns the dynamic changes of garments from…

机器人学 · 计算机科学 2021-11-22 Li Duan , Gerardo Aragon-Camarasa

Existing fashion recommendation systems encounter difficulties in using visual data for accurate and personalized recommendations. This research describes an innovative end-to-end pipeline that uses artificial intelligence to provide…

The clothing fashion reflects the common aesthetics that people share with each other in dressing. To recognize the fashion time of a clothing is meaningful for both an individual and the industry. In this paper, under the assumption that…

计算机视觉与模式识别 · 计算机科学 2018-03-14 Zheng Zhang , Chengfang Song , Qin Zou

One of the basic requirements of humans is clothing and this approach aims to identify the garments selected by customer during shopping, from surveillance video. The existing approaches to detect garments were developed on western wear…

计算机视觉与模式识别 · 计算机科学 2025-03-04 Earnest Paul Ijjina , Aniruddha Srinivas Joshi , Goutham Kanahasabai

The task of fashion recommendation includes two main challenges: visual understanding and visual matching. Visual understanding aims to extract effective visual features. Visual matching aims to model a human notion of compatibility to…

信息检索 · 计算机科学 2019-08-27 Yujie Lin , Pengjie Ren , Zhumin Chen , Zhaochun Ren , Jun Ma , Maarten de Rijke

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…

计算机视觉与模式识别 · 计算机科学 2021-09-22 Wei-Lin Hsiao , Kristen Grauman
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