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Virtual try-on (VTON) has advanced single-garment visualization, yet real-world fashion centers on full outfits with multiple garments, accessories, fine-grained categories, layering, and diverse styling, remaining beyond current VTON…

Computer Vision and Pattern Recognition · Computer Science 2026-03-17 Junyao Hu , Zhongwei Cheng , Waikeung Wong , Xingxing Zou

Unconditional human image generation is an important task in vision and graphics, which enables various applications in the creative industry. Existing studies in this field mainly focus on "network engineering" such as designing new…

Computer Vision and Pattern Recognition · Computer Science 2022-04-26 Jianglin Fu , Shikai Li , Yuming Jiang , Kwan-Yee Lin , Chen Qian , Chen Change Loy , Wayne Wu , Ziwei Liu

We propose a new approach to human clothing modeling based on point clouds. Within this approach, we learn a deep model that can predict point clouds of various outfits, for various human poses, and for various human body shapes. Notably,…

Computer Vision and Pattern Recognition · Computer Science 2021-10-08 Ilya Zakharkin , Kirill Mazur , Artur Grigorev , Victor Lempitsky

Fashion is one of the largest world's industries and computer vision techniques have been becoming more popular in recent years, in particular, for tasks such as object detection and apparel segmentation. Even with the rapid growth in…

Computer Vision and Pattern Recognition · Computer Science 2023-05-31 Andreas Petridis , Mirela Popa , Filipa Peleja , Dario Dotti , Alberto de Santos

Attribute editing has become an important and emerging topic of computer vision. In this paper, we consider a task: given a reference garment image A and another image B with target attribute (collar/sleeve), generate a photo-realistic…

Computer Vision and Pattern Recognition · Computer Science 2020-01-22 Lele Chen , Justin Tian , Guo Li , Cheng-Haw Wu , Erh-Kan King , Kuan-Ting Chen , Shao-Hang Hsieh , Chenliang Xu

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

Generative AI is transforming image synthesis, enabling the creation of high-quality, diverse, and photorealistic visuals across industries like design, media, healthcare, and autonomous systems. Advances in techniques such as…

Computer Vision and Pattern Recognition · Computer Science 2025-01-31 Fouad Bousetouane

The smart textile and wearables sector is looking towards advancing technologies to meet both industry, consumer and new emerging innovative textile application demands, within a fast paced textile industry. In parallel inspiration based on…

Human-Computer Interaction · Computer Science 2023-03-07 Frances Cleary , Witawas Srisa-An , David C. Henshall , Sasitharan Balasubramaniam

Understanding fashion styles and trends is of great potential interest to retailers and consumers alike. The photos people upload to social media are a historical and public data source of how people dress across the world and at different…

Computer Vision and Pattern Recognition · Computer Science 2019-09-02 Utkarsh Mall , Kevin Matzen , Bharath Hariharan , Noah Snavely , Kavita Bala

Human fashion understanding is one crucial computer vision task since it has comprehensive information for real-world applications. This focus on joint human fashion segmentation and attribute recognition. Contrary to the previous works…

Computer Vision and Pattern Recognition · Computer Science 2022-07-12 Shilin Xu , Xiangtai Li , Jingbo Wang , Guangliang Cheng , Yunhai Tong , Dacheng Tao

Text-to-image diffusion models achieve impressive generation quality but inherit and amplify training-data biases, skewing coverage of semantic attributes. Prior work addresses this in two ways. Closed-set approaches mitigate biases in…

Computer Vision and Pattern Recognition · Computer Science 2026-02-09 Silpa Vadakkeeveetil Sreelatha , Dan Wang , Serge Belongie , Muhammad Awais , Anjan Dutta

Nowadays, the wide application of virtual digital human promotes the comprehensive prosperity and development of digital culture supported by digital economy. The personalized portrait automatically generated by AI technology needs both the…

Computer Vision and Pattern Recognition · Computer Science 2023-03-02 Runchuan Zhu , Naye Ji , Youbing Zhao , Fan Zhang

Cameras capture scene-referred linear raw images, which are processed by onboard image signal processors (ISPs) into display-referred 8-bit sRGB outputs. Although raw data is more faithful for low-level vision tasks, collecting large-scale…

Computer Vision and Pattern Recognition · Computer Science 2026-04-02 Dongyoung Kim , Junyong Lee , Abhijith Punnappurath , Mahmoud Afifi , Sangmin Han , Alex Levinshtein , Michael S. Brown

E-commerce has revolutionized retail, yet its traditional workflows remain inefficient, with significant resource costs tied to product design and inventory. This paper introduces a novel system deployed at Alibaba that uses AI-generated…

Information Retrieval · Computer Science 2025-12-22 Jianghao Lin , Peng Du , Jiaqi Liu , Weite Li , Yong Yu , Weinan Zhang , Yang Cao

In the rapidly evolving field of online fashion shopping, the need for more personalized and interactive image retrieval systems has become paramount. Existing methods often struggle with precisely manipulating specific garment attributes…

Computer Vision and Pattern Recognition · Computer Science 2024-09-17 Vittorio Casula , Lorenzo Berlincioni , Luca Cultrera , Federico Becattini , Chiara Pero , Carmen Bisogni , Marco Bertini , Alberto Del Bimbo

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

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

Recent developments in deep generative models have opened up a wide range of opportunities for image synthesis, leading to significant changes in various creative fields, including the fashion industry. While numerous methods have been…

Computer Vision and Pattern Recognition · Computer Science 2024-07-08 Ajda Lampe , Julija Stopar , Deepak Kumar Jain , Shinichiro Omachi , Peter Peer , Vitomir Štruc

Generative adversarial networks (GANs) have remarkably advanced in diverse domains, especially image generation and editing. However, the misuse of GANs for generating deceptive images, such as face replacement, raises significant security…

Computer Vision and Pattern Recognition · Computer Science 2024-01-31 Lei Zhang , Hao Chen , Shu Hu , Bin Zhu , Ching Sheng Lin , Xi Wu , Jinrong Hu , Xin Wang

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…

Computer Vision and Pattern Recognition · Computer Science 2021-09-22 Wei-Lin Hsiao , Kristen Grauman
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