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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…

Computer Vision and Pattern Recognition · Computer Science 2015-11-24 Jinghua Wang , Abrar Abdul Nabi , Gang Wang , Chengde Wan , Tian-Tsong Ng

Humans develop a common sense of style compatibility between items based on their attributes. We seek to automatically answer questions like "Does this shirt go well with that pair of jeans?" In order to answer these kinds of questions, we…

Artificial Intelligence · Computer Science 2017-08-29 Kui Zhao , Xia Hu , Jiajun Bu , Can Wang

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

Despite the rapid evolution and increasing efficacy of language and vision generative models, there remains a lack of comprehensive datasets that bridge the gap between personalized fashion needs and AI-driven design, limiting the potential…

Computer Vision and Pattern Recognition · Computer Science 2024-09-16 Georgia Argyrou , Angeliki Dimitriou , Maria Lymperaiou , Giorgos Filandrianos , Giorgos Stamou

Image captioning has increasingly large domains of application, and fashion is not an exception. Having automatic item descriptions is of great interest for fashion web platforms, sometimes hosting hundreds of thousands of images. This…

Computer Vision and Pattern Recognition · Computer Science 2021-12-14 Gilles Hacheme , Noureini Sayouti

What defines a visual style? Fashion styles emerge organically from how people assemble outfits of clothing, making them difficult to pin down with a computational model. Low-level visual similarity can be too specific to detect…

Computer Vision and Pattern Recognition · Computer Science 2017-08-04 Wei-Lin Hsiao , Kristen Grauman

This work presents a hierarchical deep learning natural language parser for fashion. Our proposal intends not only to recognize fashion-domain entities but also to expose syntactic and morphologic insights. We leverage the usage of an…

Information Retrieval · Computer Science 2018-06-26 José Marcelino , João Faria , Luís Baía , Ricardo Gamelas Sousa

Recent advances in multi-modal vision and language tasks enable a new set of applications. In this paper, we consider the task of generating natural language fashion feedback on outfit images. We collect a unique dataset, which contains…

Machine Learning · Computer Science 2019-06-18 Gil Sadeh , Lior Fritz , Gabi Shalev , Eduard Oks

With the prevalence of e-commence websites and the ease of online shopping, consumers are embracing huge amounts of various options in products. Undeniably, shopping is one of the most essential activities in our society and studying…

Computer Vision and Pattern Recognition · Computer Science 2017-02-23 Kuan-Ting Chen , Jiebo Luo

The fashion industry is looking forward to use artificial intelligence technologies to enhance their processes, services, and applications. Although the amount of fashion data currently in use is increasing, there is a large gap in data…

Computers and Society · Computer Science 2020-09-10 Mohammed Al-Rawi , Joeran Beel

We present a method to determine Fashion DNA, coordinate vectors locating fashion items in an abstract space. Our approach is based on a deep neural network architecture that ingests curated article information such as tags and images, and…

Information Retrieval · Computer Science 2016-09-09 Christian Bracher , Sebastian Heinz , Roland Vollgraf

The fusion of AI and fashion design has emerged as a promising research area. However, the lack of extensive, interrelated data on clothing and try-on stages has hindered the full potential of AI in this domain. Addressing this, we present…

Computer Vision and Pattern Recognition · Computer Science 2024-03-19 Jia Yu , Lichao Zhang , Zijie Chen , Fayu Pan , MiaoMiao Wen , Yuming Yan , Fangsheng Weng , Shuai Zhang , Lili Pan , Zhenzhong Lan

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

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

Recommendation in the fashion domain has seen a recent surge in research in various areas, for example, shop-the-look, context-aware outfit creation, personalizing outfit creation, etc. The majority of state of the art approaches in the…

Information Retrieval · Computer Science 2022-03-31 Debopriyo Banerjee , Lucky Dhakad , Harsh Maheshwari , Muthusamy Chelliah , Niloy Ganguly , Arnab Bhattacharya

Fashion compatibility learning is important to many fashion markets such as outfit composition and online fashion recommendation. Unlike previous work, we argue that fashion compatibility is not only a visual appearance compatible problem…

Computer Vision and Pattern Recognition · Computer Science 2020-10-06 Jui-Hsin Lai , Bo Wu , Xin Wang , Dan Zeng , Tao Mei , Jingen Liu

Text-driven fashion synthesis and design is an extremely valuable part of artificial intelligence generative content(AIGC), which has the potential to propel a tremendous revolution in the traditional fashion industry. To advance the…

Computer Vision and Pattern Recognition · Computer Science 2023-11-14 Zhen Huang , Yihao Li , Dong Pei , Jiapeng Zhou , Xuliang Ning , Jianlin Han , Xiaoguang Han , Xuejun Chen

Specialized datasets that capture the fashion industry's rich language and styling elements can boost progress in AI-driven fashion design. We present FLORA, (Fashion Language Outfit Representation for Apparel Generation), the first…

Computer Vision and Pattern Recognition · Computer Science 2025-12-12 Gayatri Deshmukh , Somsubhra De , Chirag Sehgal , Jishu Sen Gupta , Sparsh Mittal

Social media plays a significant role in boosting the fashion industry, where a massive amount of fashion-related posts are generated every day. In order to obtain the rich fashion information from the posts, we study the task of social…

Computation and Language · Computer Science 2023-09-29 Yifei Yuan , Wenxuan Zhang , Yang Deng , Wai Lam

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…

Information Retrieval · Computer Science 2023-11-17 Mohamaed Foued Ayedi , Hiba Ben Salem , Soulaimen Hammami , Ahmed Ben Said , Rateb Jabbar , Achraf CHabbouh