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Data driven and learning based solutions for modeling dynamic garments have significantly advanced, especially in the context of digital humans. However, existing approaches often focus on modeling garments with respect to a fixed…

Graphics · Computer Science 2024-07-09 Peizhuo Li , Tuanfeng Y. Wang , Timur Levent Kesdogan , Duygu Ceylan , Olga Sorkine-Hornung

In this paper, we tackle the problem of static 3D cloth draping on virtual human bodies. We introduce a two-stream deep network model that produces a visually plausible draping of a template cloth on virtual 3D bodies by extracting features…

Computer Vision and Pattern Recognition · Computer Science 2020-07-22 Erhan Gundogdu , Victor Constantin , Shaifali Parashar , Amrollah Seifoddini , Minh Dang , Mathieu Salzmann , Pascal Fua

This paper pushes the performance of cloth simulation, making the simulation interactive even for high-resolution garment models while keeping every triangle untangled. The penetration-free guarantee is inspired by the interior point…

Graphics · Computer Science 2024-10-01 Lei Lan , Zixuan Lu , Jingyi Long , Chun Yuan , Xuan Li , Xiaowei He , Huamin Wang , Chenfanfu Jiang , Yin Yang

Recent communities have seen significant progress in building photo-realistic animatable avatars from sparse multi-view videos. However, current workflows struggle to render realistic garment dynamics for loose-fitting characters as they…

Computer Vision and Pattern Recognition · Computer Science 2024-01-30 Beijia Chen , Yuefan Shen , Qing Shuai , Xiaowei Zhou , Kun Zhou , Youyi Zheng

While Physics-Based Simulation (PBS) can accurately drape a 3D garment on a 3D body, it remains too costly for real-time applications, such as virtual try-on. By contrast, inference in a deep network, requiring a single forward pass, is…

Computer Vision and Pattern Recognition · Computer Science 2019-08-22 Erhan Gundogdu , Victor Constantin , Amrollah Seifoddini , Minh Dang , Mathieu Salzmann , Pascal Fua

Persistent wrinkles are often observed on crumpled garments e.g., the wrinkles around the knees after sitting for a while. Such wrinkles can be easily recovered if not deformed for long, and otherwise be persistent. Since they are vital to…

Graphics · Computer Science 2025-02-20 Deshan Gong , Yin Yang , Tianjia Shao , He Wang

Mimicking realistic dynamics in 3D garment animations is a challenging task due to the complex nature of multi-layered garments and the variety of outer forces involved. Existing approaches mostly focus on single-layered garments driven by…

Computer Vision and Pattern Recognition · Computer Science 2023-05-18 Yidi Shao , Chen Change Loy , Bo Dai

We present a novel method for generating 3D garment deformations from given body poses, which is key to a wide range of applications, including virtual try-on and extended reality. To simplify the cloth dynamics, existing methods mostly…

Computer Vision and Pattern Recognition · Computer Science 2025-12-08 Rong Wang , Wei Mao , Changsheng Lu , Hongdong Li

Our work presents a novel spectrum-inspired learning-based approach for generating clothing deformations with dynamic effects and personalized details. Existing methods in the field of clothing animation are limited to either static…

Computer Vision and Pattern Recognition · Computer Science 2023-08-08 Tianxing Li , Rui Shi , Qing Zhu , Takashi Kanai

Real-time hair simulation is a vital component in creating believable virtual avatars, as it provides a sense of immersion and authenticity. The dynamic behavior of hair, such as bouncing or swaying in response to character movements like…

Graphics · Computer Science 2025-07-08 Gene Wei-Chin Lin , Egor Larionov , Hsiao-yu Chen , Doug Roble , Tuur Stuyck

With the aim of creating virtual cloth deformations more similar to real world clothing, we propose a new computational framework that recasts three dimensional cloth deformation as an RGB image in a two dimensional pattern space. Then a…

Computer Vision and Pattern Recognition · Computer Science 2018-12-06 Ning Jin , Yilin Zhu , Zhenglin Geng , Ronald Fedkiw

Per-garment virtual try-on methods collect garment-specific datasets and train networks tailored to each garment to achieve superior results. However, these approaches often struggle with loose-fitting garments due to two key limitations:…

Graphics · Computer Science 2025-09-05 Zaiqiang Wu , I-Chao Shen , Takeo Igarashi

We propose a method that leverages graph neural networks, multi-level message passing, and unsupervised training to enable real-time prediction of realistic clothing dynamics. Whereas existing methods based on linear blend skinning must be…

Computer Vision and Pattern Recognition · Computer Science 2023-06-19 Artur Grigorev , Bernhard Thomaszewski , Michael J. Black , Otmar Hilliges

Existing data-driven methods for garment animation, usually driven by linear skinning, although effective on tight garments, do not handle loose-fitting garments with complex deformations well. To address these limitations, we develop a…

Computer Vision and Pattern Recognition · Computer Science 2023-12-25 Yifu Liu , Xiaoxia Li , Zhiling Luo , Wei Zhou

Woven fabrics are widely used in applications of realistic rendering, where real-time capability is also essential. However, rendering realistic woven fabrics in real time is challenging due to their complex structure and optical…

Computer Vision and Pattern Recognition · Computer Science 2024-06-27 Xiang Chen , Lu Wang , Beibei Wang

Cloth manipulation is a ubiquitous task in everyday life, but it remains an open challenge for robotics. The difficulties in developing cloth manipulation policies are attributed to the high-dimensional state space, complex dynamics, and…

Robotics · Computer Science 2026-01-30 Donatien Delehelle , Fei Chen , Darwin Caldwell

Recent neural, physics-based modeling of garment deformations allows faster and visually aesthetic results as opposed to the existing methods. Material-specific parameters are used by the formulation to control the garment inextensibility.…

Computer Vision and Pattern Recognition · Computer Science 2024-03-18 Ruochen Chen , Liming Chen , Shaifali Parashar

This study explores the capabilities of WebGPU, an emerging web graphics paradigm, for real-time cloth simulation. Traditional WebGL-based methods have been in handling complex physical simulations due to their emphasis on graphics…

Graphics · Computer Science 2025-07-17 Nak-Jun Sung , Jun Ma , TaeHeon Kim , Yoo-joo Choi , Min-Hyung Choi , Min Hong

Fast and light-weight methods for animating 3D characters are desirable in various applications such as computer games. We present a learning-based approach to enhance skinning-based animations of 3D characters with vivid secondary motion…

Computer Vision and Pattern Recognition · Computer Science 2021-04-13 Mianlun Zheng , Yi Zhou , Duygu Ceylan , Jernej Barbič

We present a novel solution to the garment animation problem through deep learning. Our contribution allows animating any template outfit with arbitrary topology and geometric complexity. Recent works develop models for garment edition,…

Computer Vision and Pattern Recognition · Computer Science 2021-04-08 Hugo Bertiche , Meysam Madadi , Emilio Tylson , Sergio Escalera