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Related papers: NeuralTailor: Reconstructing Sewing Pattern Struct…

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High-quality 3D garment reconstruction plays a crucial role in mitigating the sim-to-real gap in applications such as digital avatars, virtual try-on and robotic manipulation. However, existing garment reconstruction methods typically rely…

Computer Vision and Pattern Recognition · Computer Science 2026-04-06 Ming Li , Hui Shan , Kai Zheng , Chentao Shen , Siyu Liu , Yanwei Fu , Zhen Chen , Xiangru Huang

Garment pattern design aims to convert a 3D garment to the corresponding 2D panels and their sewing structure. Existing methods rely either on template fitting with heuristics and prior assumptions, or on model learning with complicated…

Computer Vision and Pattern Recognition · Computer Science 2023-08-15 Sauradip Nag , Anran Qi , Xiatian Zhu , Ariel Shamir

The capability to generate simulation-ready garment models from 3D shapes of clothed humans will significantly enhance the interpretability of captured geometry of real garments, as well as their faithful reproduction in the virtual world.…

Graphics · Computer Science 2024-10-22 Boyang Yu , Frederic Cordier , Hyewon Seo

3D Garment modeling is a critical and challenging topic in the area of computer vision and graphics, with increasing attention focused on garment representation learning, garment reconstruction, and controllable garment manipulation,…

Computer Vision and Pattern Recognition · Computer Science 2022-11-15 Xipeng Chen , Guangrun Wang , Dizhong Zhu , Xiaodan Liang , Philip H. S. Torr , Liang Lin

Learning to reconstruct 3D garments is important for dressing 3D human bodies of different shapes in different poses. Previous works typically rely on 2D images as input, which however suffer from the scale and pose ambiguities. To…

Computer Vision and Pattern Recognition · Computer Science 2021-12-09 Fangzhou Hong , Liang Pan , Zhongang Cai , Ziwei Liu

Garment sewing pattern represents the intrinsic rest shape of a garment, and is the core for many applications like fashion design, virtual try-on, and digital avatars. In this work, we explore the challenging problem of recovering garment…

Computer Vision and Pattern Recognition · Computer Science 2023-11-08 Lijuan Liu , Xiangyu Xu , Zhijie Lin , Jiabin Liang , Shuicheng Yan

In this paper, we present a method of clothes retargeting; generating the potential poses and deformations of a given 3D clothing template model to fit onto a person in a single RGB image. The problem is fundamentally ill-posed as attaining…

Computer Vision and Pattern Recognition · Computer Science 2021-02-02 Jae Shin Yoon , Kihwan Kim , Jan Kautz , Hyun Soo Park

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…

Realistic reconstruction of 3D clothing from an image has wide applications, such as avatar creation and virtual try-on. This paper presents a novel framework that reconstructs the texture map for 3D garments from a single image with pose.…

Graphics · Computer Science 2023-10-27 Hyun-Song Kwon , Sung-Hee Lee

High-fidelity clothing reconstruction is the key to achieving photorealism in a wide range of applications including human digitization, virtual try-on, etc. Recent advances in learning-based approaches have accomplished unprecedented…

Computer Vision and Pattern Recognition · Computer Science 2020-07-07 Heming Zhu , Yu Cao , Hang Jin , Weikai Chen , Dong Du , Zhangye Wang , Shuguang Cui , Xiaoguang Han

Well-fitted clothing is essential for both real and virtual garments to enable self-expression and accurate representation for a large variety of body types. Common practice in the industry is to provide a pre-made selection of distinct…

Graphics · Computer Science 2024-05-30 Hsiao-yu Chen , Egor Larionov , Ladislav Kavan , Gene Lin , Doug Roble , Olga Sorkine-Hornung , Tuur Stuyck

This paper presents a novel method for reconstructing 3D garment models from a single image of a posed user. Previous studies that have primarily focused on accurately reconstructing garment geometries to match the input garment image may…

Computer Vision and Pattern Recognition · Computer Science 2023-12-29 Seungchan Lim , Sumin Kim , Sung-Hee Lee

Garment sewing patterns are the design language behind clothing, yet their current vector-based digital representations weren't built with machine learning in mind. Vector-based representation encodes a sewing pattern as a discrete set of…

Graphics · Computer Science 2025-05-07 Yuki Tatsukawa , Anran Qi , I-Chao Shen , Takeo Igarashi

A vital task of the wider digital human effort is the creation of realistic garments on digital avatars, both in the form of characteristic fold patterns and wrinkles in static frames as well as richness of garment dynamics under avatars'…

Computer Vision and Pattern Recognition · Computer Science 2021-02-24 Meng Zhang , Duygu Ceylan , Tuanfeng Wang , Niloy J. Mitra

Reconstructing 3D clothed humans from monocular images and videos is a fundamental problem with applications in virtual try-on, avatar creation, and mixed reality. Despite significant progress in human body recovery, accurately…

Computer Vision and Pattern Recognition · Computer Science 2026-03-02 Yingxuan You , Ren Li , Corentin Dumery , Cong Cao , Hao Li , Pascal Fua

Currently it requires an artist to create 3D human avatars with realistic clothing that can move naturally. Despite progress on 3D scanning and modeling of human bodies, there is still no technology that can easily turn a static scan into…

Computer Vision and Pattern Recognition · Computer Science 2021-10-20 Qianli Ma , Jinlong Yang , Siyu Tang , Michael J. Black

Reconstructing 3D clothed humans from images is fundamental to applications like virtual try-on, avatar creation, and mixed reality. While recent advances have enhanced human body recovery, accurate reconstruction of garment geometry --…

Graphics · Computer Science 2025-05-16 Ren Li , Cong Cao , Corentin Dumery , Yingxuan You , Hao Li , Pascal Fua

Parametric 3D body models like SMPL only represent minimally-clothed people and are hard to extend to clothing because they have a fixed mesh topology and resolution. To address these limitations, recent work uses implicit surfaces or point…

Computer Vision and Pattern Recognition · Computer Science 2022-09-15 Qianli Ma , Jinlong Yang , Michael J. Black , Siyu Tang

Realistic and efficient 3D garment generation remains a longstanding challenge in computer vision and digital fashion. Existing methods typically rely on large vision- language models to produce serialized representations of 2D sewing…

Computer Vision and Pattern Recognition · Computer Science 2026-03-20 Phuc Pham , Uy Dieu Tran , Binh-Son Hua , Phong Nguyen

We present a learning-based approach for virtual try-on applications based on a fully convolutional graph neural network. In contrast to existing data-driven models, which are trained for a specific garment or mesh topology, our fully…

Computer Vision and Pattern Recognition · Computer Science 2020-09-11 Raquel Vidaurre , Igor Santesteban , Elena Garces , Dan Casas
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