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Computer image analysis techniques used to identify textile products are presented in this chapter, together with a brief review of the historical development of the method. Automatic and semi-automatic image correction methods are…

Image and Video Processing · Electrical Eng. & Systems 2018-10-16 Andrian Wijayono , Valentinus Galih Vidia Putra

When creating an outfit, style is a criterion in selecting each fashion item. This means that style can be regarded as a feature of the overall outfit. However, in various previous studies on outfit generation, there have been few methods…

Computer Vision and Pattern Recognition · Computer Science 2018-10-24 Takuma Nakamura , Ryosuke Goto

When thinking about dressing oneself, people often have a theme in mind whether they're going to a tropical getaway or wish to appear attractive at a cocktail party. A useful outfit generation system should come up with clothing items that…

Computer Vision and Pattern Recognition · Computer Science 2019-11-19 Kedan Li , Chen Liu , David Forsyth

Outfit recommendation requires the answers of some challenging outfit compatibility questions such as 'Which pair of boots and school bag go well with my jeans and sweater?'. It is more complicated than conventional similarity search, and…

Computer Vision and Pattern Recognition · Computer Science 2020-08-20 Xuewen Yang , Dongliang Xie , Xin Wang , Jiangbo Yuan , Wanying Ding , Pengyun Yan

We introduce GLAMI-1M: the largest multilingual image-text classification dataset and benchmark. The dataset contains images of fashion products with item descriptions, each in 1 of 13 languages. Categorization into 191 classes has…

Computer Vision and Pattern Recognition · Computer Science 2022-11-29 Vaclav Kosar , Antonín Hoskovec , Milan Šulc , Radek Bartyzal

This project focuses on creating a smart surveillance system for Indian cities that can identify and analyze people's attributes in real time. Using advanced technologies like artificial intelligence and machine learning, the system can…

Computer Vision and Pattern Recognition · Computer Science 2024-07-08 Shubham Kale , Shashank Sharma , Abhilash Khuntia

Online user privacy and tracking have been extensively studied in recent years, especially due to privacy and personal data-related legislations in the EU and the USA, such as the General Data Protection Regulation, ePrivacy Regulation, and…

Clothes style transfer for person video generation is a challenging task, due to drastic variations of intra-person appearance and video scenarios. To tackle this problem, most recent AdaIN-based architectures are proposed to extract…

Computer Vision and Pattern Recognition · Computer Science 2021-10-26 Jingning Xu , Benlai Tang , Mingjie Wang , Siyuan Bian , Wenyi Guo , Xiang Yin , Zejun Ma

Creating animatable avatars from static scans requires the modeling of clothing deformations in different poses. Existing learning-based methods typically add pose-dependent deformations upon a minimally-clothed mesh template or a learned…

Computer Vision and Pattern Recognition · Computer Science 2026-01-27 Hongwen Zhang , Siyou Lin , Ruizhi Shao , Yuxiang Zhang , Zerong Zheng , Han Huang , Yandong Guo , Yebin Liu

Discriminatory caste attitudes currently stigmatize millions of Indians, subjecting individuals to prejudice in all aspects of life. Governmental incentives and societal movements have attempted to counter these attitudes, yet accurate…

Social and Information Networks · Computer Science 2019-04-09 Ashwin Rajadesingan , Ramaswami Mahalingam , David Jurgens

Improving the quality of search results can significantly enhance users experience and engagement with search engines. In spite of several recent advancements in the fields of machine learning and data mining, correctly classifying items…

In online shopping, ever-changing fashion trends make merchants need to prepare more differentiated products to meet the diversified demands, and e-commerce platforms need to capture the market trend with a prophetic vision. For the trend…

Information Retrieval · Computer Science 2022-02-25 Jiahao Yuan , Zhao Li , Pengcheng Zou , Xuan Gao , Jinwei Pan , Wendi Ji , Xiaoling Wang

Product categorization using text data for eCommerce is a very challenging extreme classification problem with several thousands of classes and several millions of products to classify. Even though multi-class text classification is a well…

Information Retrieval · Computer Science 2019-03-12 Abhinandan Krishnan , Abilash Amarthaluri

The field of fashion compatibility learning has attracted great attention from both the academic and industrial communities in recent years. Many studies have been carried out for fashion compatibility prediction, collocated outfit…

Machine Learning · Computer Science 2025-02-12 Dongliang Zhou , Haijun Zhang , Kai Yang , Linlin Liu , Han Yan , Xiaofei Xu , Zhao Zhang , Shuicheng Yan

Automatic classification of running styles can enable runners to obtain feedback with the aim of optimizing performance in terms of minimizing energy expenditure, fatigue, and risk of injury. To develop a system capable of classifying…

Machine Learning · Computer Science 2021-09-24 Setareh Rahimi Taghanaki , Michael Rainbow , Ali Etemad

Clothing recommendation extends beyond merely generating personalized outfits; it serves as a crucial medium for aesthetic guidance. However, existing methods predominantly rely on user-item-outfit interaction behaviors while overlooking…

Information Retrieval · Computer Science 2026-02-04 Wenxin Ye , Lin Li , Ming Li , Yang Shen , Kanghong Wang , Jimmy Xiangji Huang

Fashion compatibility models enable online retailers to easily obtain a large number of outfit compositions with good quality. However, effective fashion recommendation demands precise service for each customer with a deeper cognition of…

Computer Vision and Pattern Recognition · Computer Science 2025-10-21 Kaicheng Pang , Xingxing Zou , Waikeung Wong

Test sets are an integral part of evaluating models and gauging progress in object recognition, and more broadly in computer vision and AI. Existing test sets for object recognition, however, suffer from shortcomings such as bias towards…

Computer Vision and Pattern Recognition · Computer Science 2023-01-31 Ali Borji

Fashion landmarks are functional key points defined on clothes, such as corners of neckline, hemline, and cuff. They have been recently introduced as an effective visual representation for fashion image understanding. However, detecting…

Computer Vision and Pattern Recognition · Computer Science 2017-08-08 Sijie Yan , Ziwei Liu , Ping Luo , Shi Qiu , Xiaogang Wang , Xiaoou Tang

Mapping a search query to a set of relevant categories in the product taxonomy is a significant challenge in e-commerce search for two reasons: 1) Training data exhibits severe class imbalance problem due to biased click behavior, and 2)…

Information Retrieval · Computer Science 2021-05-11 Ali Ahmadvand , Surya Kallumadi , Faizan Javed , Eugene Agichtein
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