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Deep learning-based sketch-to-clothing image generation provides the initial designs and inspiration in the fashion design processes. However, clothing generation from freehand drawing is challenging due to the sparse and ambiguous…

Computer Vision and Pattern Recognition · Computer Science 2024-05-09 Yongming Zhang , Tianyu Zhang , Haoran Xie

Collocated clothing synthesis (CCS) has emerged as a pivotal topic in fashion technology, primarily concerned with the generation of a clothing item that harmoniously matches a given item. However, previous investigations have relied on…

Computer Vision and Pattern Recognition · Computer Science 2025-01-24 Minglong Dong , Dongliang Zhou , Jianghong Ma , Haijun Zhang

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

$ $"Fast Fashion" spearheads the biggest disruption in fashion that enabled to engineer resilient supply chains to quickly respond to changing fashion trends. The conventional design process in commercial manufacturing is often fed through…

Computer Vision and Pattern Recognition · Computer Science 2019-07-04 Abhinav Ravi , Arun Patro , Vikram Garg , Anoop Kolar Rajagopal , Aruna Rajan , Rajdeep Hazra Banerjee

In this work, we propose an interactive system to design diverse high-quality garment images from fashion sketches and the texture information. The major challenge behind this system is to generate high-quality and detailed texture…

Computer Vision and Pattern Recognition · Computer Science 2020-10-12 Yao Li , Xianggang Yu , Xiaoguang Han , Nianjuan Jiang , Kui Jia , Jiangbo Lu

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

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

Fashion is now among the largest industries worldwide, for it represents human history and helps tell the worlds story. As a result of the Fourth Industrial Revolution, the Internet has become an increasingly important source of fashion…

Information Retrieval · Computer Science 2022-04-11 Narges Norouzi , Reza Azmi , Sara Saberi Tehrani Moghadam , Maral Zarvani

Fashion is an increasingly important topic in computer vision, in particular the so-called street-to-shop task of matching street images with shop images containing similar fashion items. Solving this problem promises new means of making…

Computer Vision and Pattern Recognition · Computer Science 2018-07-03 Julia Lasserre , Katharina Rasch , Roland Vollgraf

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…

Computer Vision and Pattern Recognition · Computer Science 2018-03-14 Zheng Zhang , Chengfang Song , Qin Zou

Can an algorithm create original and compelling fashion designs to serve as an inspirational assistant? To help answer this question, we design and investigate different image generation models associated with different loss functions to…

Machine Learning · Computer Science 2018-09-17 Othman Sbai , Mohamed Elhoseiny , Antoine Bordes , Yann LeCun , Camille Couprie

Image editing has been a long-standing challenge in the research community with its far-reaching impact on numerous applications. Recently, text-driven methods started to deliver promising results in domains like human faces, but their…

Computer Vision and Pattern Recognition · Computer Science 2024-04-03 Chaerin Kong , Seungyong Lee , Soohyeok Im , Wonsuk Yang

Fashion recommendation has witnessed a phenomenal growth of research, particularly in the domains of shop-the-look, contextaware outfit creation, personalizing outfit creation etc. Majority of the work in this area focuses on better…

We build a large-scale visual search system which finds similar product images given a fashion item. Defining similarity among arbitrary fashion-products is still remains a challenging problem, even there is no exact ground-truth. To…

Computer Vision and Pattern Recognition · Computer Science 2017-04-13 Taewan Kim , Seyeong Kim , Sangil Na , Hayoon Kim , Moonki Kim , Byoung-Ki Jeon

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

In the era of immersive consumer electronics, such as AR/VR headsets and smart devices, people increasingly seek ways to express their identity through virtual fashion. However, existing 3D garment design tools remain inaccessible to…

Computer Vision and Pattern Recognition · Computer Science 2025-05-16 Ying Zang , Yuanqi Hu , Xinyu Chen , Yuxia Xu , Suhui Wang , Chunan Yu , Lanyun Zhu , Deyi Ji , Xin Xu , Tianrun Chen

Apparel's significant role in human appearance underscores the importance of garment digitalization for digital human creation. Recent advances in 3D content creation are pivotal for digital human creation. Nonetheless, garment generation…

Computer Vision and Pattern Recognition · Computer Science 2024-06-18 Kai He , Kaixin Yao , Qixuan Zhang , Jingyi Yu , Lingjie Liu , Lan Xu

This paper presents a novel approach for guiding a Generative Adversarial Network trained on the FashionGen dataset to generate designs corresponding to target fashion styles. Finding the latent vectors in the generator's latent space that…

Neural and Evolutionary Computing · Computer Science 2022-04-05 Imke Grabe , Jichen Zhu , Manex Agirrezabal

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…

Information Retrieval · Computer Science 2019-08-27 Yujie Lin , Pengjie Ren , Zhumin Chen , Zhaochun Ren , Jun Ma , Maarten de Rijke

Fashion illustration is used by designers to communicate their vision and to bring the design idea from conceptualization to realization, showing how clothes interact with the human body. In this context, computer vision can thus be used to…

Computer Vision and Pattern Recognition · Computer Science 2023-08-24 Alberto Baldrati , Davide Morelli , Giuseppe Cartella , Marcella Cornia , Marco Bertini , Rita Cucchiara