Data-driven estimation of cloth simulation models

E. Miguel, D. Bradley, B. Thomaszewski, B. Bickel, W. Matusik, M. Otaduy, S. Marschner, in:, Wiley-Blackwell, 2012, pp. 519–528.

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Conference Paper | Published
Author
Miguel, Eder; Bradley, Derek J; Thomaszewski, Bernhard; Bickel, BerndIST Austria ; Matusik, Wojciech; Otaduy, Miguel A; Marschner, Steve
Abstract
Progress in cloth simulation for computer animation and apparel design has led to a multitude of deformation models, each with its own way of relating geometry, deformation, and forces. As simulators improve, differences between these models become more important, but it is difficult to choose a model and a set of parameters to match a given real material simply by looking at simulation results. This paper provides measurement and fitting methods that allow nonlinear models to be fit to the observed deformation of a particular cloth sample. Unlike standard textile testing, our system measures complex 3D deformations of a sheet of cloth, not just one-dimensional force-displacement curves, so it works under a wider range of deformation conditions. The fitted models are then evaluated by comparison to measured deformations with motions very different from those used for fitting.
Publishing Year
Date Published
2012-05-01
Acknowledgement
This work was funded in part by the Spanish Ministry of Science and Innovation, project TIN2009-07942, and by the European Research Council, project ERC-2011-StG-280135 Animetrics.
Volume
31
Issue
2
Page
519 - 528
Conference
Computer Graphics Forum
IST-REx-ID

Cite this

Miguel E, Bradley D, Thomaszewski B, et al. Data-driven estimation of cloth simulation models. In: Vol 31. Wiley-Blackwell; 2012:519-528. doi:10.1111/j.1467-8659.2012.03031.x
Miguel, E., Bradley, D., Thomaszewski, B., Bickel, B., Matusik, W., Otaduy, M., & Marschner, S. (2012). Data-driven estimation of cloth simulation models (Vol. 31, pp. 519–528). Presented at the Computer Graphics Forum, Wiley-Blackwell. https://doi.org/10.1111/j.1467-8659.2012.03031.x
Miguel, Eder, Derek Bradley, Bernhard Thomaszewski, Bernd Bickel, Wojciech Matusik, Miguel Otaduy, and Steve Marschner. “Data-Driven Estimation of Cloth Simulation Models,” 31:519–28. Wiley-Blackwell, 2012. https://doi.org/10.1111/j.1467-8659.2012.03031.x.
E. Miguel et al., “Data-driven estimation of cloth simulation models,” presented at the Computer Graphics Forum, 2012, vol. 31, no. 2, pp. 519–528.
Miguel E, Bradley D, Thomaszewski B, Bickel B, Matusik W, Otaduy M, Marschner S. 2012. Data-driven estimation of cloth simulation models. Computer Graphics Forum vol. 31. 519–528.
Miguel, Eder, et al. Data-Driven Estimation of Cloth Simulation Models. Vol. 31, no. 2, Wiley-Blackwell, 2012, pp. 519–28, doi:10.1111/j.1467-8659.2012.03031.x.

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