research-article

Physics-Inspired Garment Recovery from a Single-View Image

Authors:

Ming C. LinAuthors Info & Claims

ACM Transactions on Graphics (TOG), Volume 37, Issue 5

Article No.: 170, Pages 1 - 14

https://doi.org/10.1145/3026479

Published: 19 November 2018 Publication History

Abstract

Most recent garment capturing techniques rely on acquiring multiple views of clothing, which may not always be readily available, especially in the case of pre-existing photographs from the web. As an alternative, we propose a method that is able to compute a 3D model of a human body and its outfit from a single photograph with little human interaction. Our algorithm is not only able to capture the global shape and overall geometry of the clothing, it can also extract the physical properties (i.e., material parameters needed for simulation) of cloth. Unlike previous methods using full 3D information (i.e., depth, multi-view images, or sampled 3D geometry), our approach achieves garment recovery from a single-view image by using physical, statistical, and geometric priors and a combination of parameter estimation, semantic parsing, shape/pose recovery, and physics-based cloth simulation. We demonstrate the effectiveness of our algorithm by re-purposing the reconstructed garments for virtual try-on and garment transfer applications and for cloth animation on digital characters.

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Zhao YZhou FZhao YZou YWei X(2024)Development of an emotional response model for hospital gown design using structural equation modelingAUTEX Research Journal10.1515/aut-2023-001024:1Online publication date: 16-Jan-2024
https://doi.org/10.1515/aut-2023-0010
Luo ZLiu HLi CDu WJin ZSun WNie YChen WHan X(2024)GarVerseLOD: High-Fidelity 3D Garment Reconstruction from a Single In-the-Wild Image using a Dataset with Levels of DetailsACM Transactions on Graphics10.1145/368792143:6(1-12)Online publication date: 19-Dec-2024
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Index Terms

Physics-Inspired Garment Recovery from a Single-View Image
1. Computing methodologies
  1. Computer graphics
    1. Animation
      1. Physical simulation
    2. Shape modeling
2. Mathematics of computing
  1. Continuous mathematics
    1. Topology
      1. Geometric topology

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cover image ACM Transactions on Graphics

ACM Transactions on Graphics Volume 37, Issue 5

October 2018

140 pages

ISSN:0730-0301

EISSN:1557-7368

DOI:10.1145/3278329

Editor:
Marc Alexa
TU Berlin

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Copyright © 2018 ACM.

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Publication History

Published: 19 November 2018

Accepted: 01 March 2018

Revised: 01 December 2017

Received: 01 September 2016

Published in TOG Volume 37, Issue 5

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Zhao YZhou FZhao YZou YWei X(2024)Development of an emotional response model for hospital gown design using structural equation modelingAUTEX Research Journal10.1515/aut-2023-001024:1Online publication date: 16-Jan-2024
https://doi.org/10.1515/aut-2023-0010
Luo ZLiu HLi CDu WJin ZSun WNie YChen WHan X(2024)GarVerseLOD: High-Fidelity 3D Garment Reconstruction from a Single In-the-Wild Image using a Dataset with Levels of DetailsACM Transactions on Graphics10.1145/368792143:6(1-12)Online publication date: 19-Dec-2024
https://dl.acm.org/doi/10.1145/3687921
He KYao KZhang QYu JLiu LXu L(2024)DressCode: Autoregressively Sewing and Generating Garments from Text GuidanceACM Transactions on Graphics10.1145/365814743:4(1-13)Online publication date: 19-Jul-2024
https://dl.acm.org/doi/10.1145/3658147
Liu CXu WYang YWang H(2024)Automatic Digital Garment Initialization from Sewing PatternsACM Transactions on Graphics10.1145/365812843:4(1-12)Online publication date: 19-Jul-2024
https://dl.acm.org/doi/10.1145/3658128
Li TShi RLi ZKanai TZhu Q(2024)Efficient Deformation Learning of Varied Garments with a Structure-Preserving Multilevel FrameworkProceedings of the ACM on Computer Graphics and Interactive Techniques10.1145/36512867:1(1-19)Online publication date: 13-May-2024
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Yu BCordier FSeo H(2024)Inverse Garment and Pattern Modeling with a Differentiable SimulatorComputer Graphics Forum10.1111/cgf.1524943:7Online publication date: 7-Nov-2024
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Dominguez‐Elvira HNicas ACirio GRodriguez AGarces E(2024)Practical Methods to Estimate Fabric Mechanics from MetadataComputer Graphics Forum10.1111/cgf.1502943:2Online publication date: 30-Apr-2024
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Ju EKim KYoon SShim EKang GChang PChoi M(2024)Estimating Cloth Simulation Parameters From Tag Information and Cusick Drape TestComputer Graphics Forum10.1111/cgf.1502743:2Online publication date: 30-Apr-2024
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Chen CSu JHu MYao CChu H(2024)Panelformer: Sewing Pattern Reconstruction from 2D Garment Images2024 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)10.1109/WACV57701.2024.00051(443-452)Online publication date: 3-Jan-2024
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Li RDumery CGuillard BFua P(2024)Garment Recovery with Shape and Deformation Priors2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)10.1109/CVPR52733.2024.00157(1586-1595)Online publication date: 16-Jun-2024
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