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Generative models are now widely used by graphic designers and artists. Prior works have shown that these models remember and often replicate content from their training data during generation. Hence as their proliferation increases, it has…

Computer Vision and Pattern Recognition · Computer Science 2024-04-02 Gowthami Somepalli , Anubhav Gupta , Kamal Gupta , Shramay Palta , Micah Goldblum , Jonas Geiping , Abhinav Shrivastava , Tom Goldstein

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

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…

Artificial Intelligence · Computer Science 2016-02-05 Ruining He , Julian McAuley

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

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

The rapid evolution of the fashion industry increasingly intersects with technological advancements, particularly through the integration of generative AI. This study introduces a novel generative pipeline designed to transform the fashion…

Computer Vision and Pattern Recognition · Computer Science 2024-04-30 Abhishek Kumar Singh , Ioannis Patras

Scene graph is a structured representation of a scene that can clearly express the objects, attributes, and relationships between objects in the scene. As computer vision technology continues to develop, people are no longer satisfied with…

Computer Vision and Pattern Recognition · Computer Science 2022-01-10 Xiaojun Chang , Pengzhen Ren , Pengfei Xu , Zhihui Li , Xiaojiang Chen , Alex Hauptmann

Developing deep networks that analyze fashion garments has many real-world applications. Among all fashion attributes, color is one of the most important yet challenging to detect. Existing approaches are classification-based and thus…

Computer Vision and Pattern Recognition · Computer Science 2022-06-01 Alexandre Rame , Arthur Douillard , Charles Ollion

Three-dimensional human body models are widely used in the analysis of human pose and motion. Existing models, however, are learned from minimally-clothed 3D scans and thus do not generalize to the complexity of dressed people in common…

Computer Vision and Pattern Recognition · Computer Science 2020-05-25 Qianli Ma , Jinlong Yang , Anurag Ranjan , Sergi Pujades , Gerard Pons-Moll , Siyu Tang , Michael J. Black

With the growth of online shopping for fashion products, accurate fashion recommendation has become a critical problem. Meanwhile, social networks provide an open and new data source for personalized fashion analysis. In this work, we study…

Computer Vision and Pattern Recognition · Computer Science 2020-05-27 Haitian Zheng , Kefei Wu , Jong-Hwi Park , Wei Zhu , Jiebo Luo

Collocated clothing synthesis using generative networks has become an emerging topic in the field of fashion intelligence, as it has significant potential economic value to increase revenue in the fashion industry. In previous studies,…

Computer Vision and Pattern Recognition · Computer Science 2025-02-04 Dongliang Zhou , Haijun Zhang , Jianghong Ma , Jianyang Shi

We propose a method for computing a sewing pattern of a given 3D garment model. Our algorithm segments an input 3D garment shape into patches and computes their 2D parameterization, resulting in pattern pieces that can be cut out of fabric…

With the rapid growth of online fashion market, demand for effective fashion recommendation systems has never been greater. In fashion recommendation, the ability to find items that goes well with a few other items based on style is more…

Computer Vision and Pattern Recognition · Computer Science 2017-08-15 Hanbit Lee , Jinseok Seol , Sang-goo Lee

How to recommend outfits has gained considerable attention in both academia and industry in recent years. Many studies have been carried out regarding fashion compatibility learning, to determine whether the fashion items in an outfit are…

Computer Vision and Pattern Recognition · Computer Science 2025-02-14 Dongliang Zhou , Haijun Zhang , Qun Li , Jianghong Ma , Xiaofei Xu

Fashion design is a challenging and complex process.Recent works on fashion generation and editing are all agnostic of the actual fashion design process, which limits their usage in practice.In this paper, we propose a novel hierarchical…

Computer Vision and Pattern Recognition · Computer Science 2024-12-13 Zhifeng Xie , Hao Li , Huiming Ding , Mengtian Li , Xinhan Di , Ying Cao

We consider the problem of complementary fashion prediction. Existing approaches focus on learning an embedding space where fashion items from different categories that are visually compatible are closer to each other. However, creating…

Computer Vision and Pattern Recognition · Computer Science 2021-09-17 Ambareesh Revanur , Vijay Kumar , Deepthi Sharma

Context: Potential employers can readily find job candidates' photos through various online sources such as former employers' websites or professional and social networks. The alignment or 'fit' between a candidate and an organization is…

Software Engineering · Computer Science 2023-08-29 Mary Sánchez-Gordón , Ricardo Colomo-Palacios , Cathy Guevara-Vega , Antonio Quiña-Mera

Neural style transfer is a powerful computer vision technique that can incorporate the artistic "style" of one image to the "content" of another. The underlying theory behind the approach relies on the assumption that the style of an image…

Machine Learning · Computer Science 2022-09-26 Yousef El-Laham , Svitlana Vyetrenko

Generative models are nowadays widely used to generate graphical content used for multiple purposes, e.g. web, art, advertisement. However, it has been shown that the images generated by these models could reinforce societal biases already…

Software Engineering · Computer Science 2025-08-07 Tosin Fadahunsi , Giordano d'Aloisio , Antinisca Di Marco , Federica Sarro

Image-based fashion design with AI techniques has attracted increasing attention in recent years. We focus on a new fashion design task, where we aim to transfer a reference appearance image onto a clothing image while preserving the…

Computer Vision and Pattern Recognition · Computer Science 2023-02-15 Shidong Cao , Wenhao Chai , Shengyu Hao , Yanting Zhang , Hangyue Chen , Gaoang Wang