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Perceptual constancy of mechanical properties of cloth under variation of external forces

Published: 22 July 2016 Publication History

Abstract

Deformable objects such as cloth exhibit their mechanical properties (e.g. stiffness) through shape deformation over time under external forces. Mechanical properties are important because they tell us the affordance of the object and helps us predict what type of action can be done upon it. Previous research shows that motion statistics can be used to develop computer vision algorithms to estimate mechanical properties of cloth under an unknown wind force. It is unclear what motion cues human use to estimate mechanical properties. Estimating mechanical properties is difficult because both the intrinsic properties of the fabric and the external force contribute to the apparent motion of the fabric. However, in order to achieve invariant material perception, the visual system needs to discount the effects of external force. In this paper, we investigate whether humans have an invariant representation of mechanical properties of fabrics under varying external forces in dynamic scenes. Then we study what visual cues allow humans to achieve this perceptual constancy. The stimuli are animated videos containing a hanging fabric moving under oscillating wind. We vary both intrinsic mechanical properties such as mass and stiffness of the cloth as well as the strength of the wind force. We discuss our results in the context of optical flow statistics. This advances the current understanding of the role of motion in perception of material properties in dynamic scenes.

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References

[1]
Adelson, E. H. 2001. On seeing stuff: the perception of materials by humans and machines. In Photonics West 2001-electronic imaging, International Society for Optics and Photonics, 1--12.
[2]
Aliaga, C., O'Sullivan, C., Gutierrez, D., and Tamstorf, R. 2015. Sackcloth or silk?: the impact of appearance vs dynamics on the perception of animated cloth. In Proceedings of the ACM SIGGRAPH Symposium on Applied Perception, ACM, 41--46.
[3]
Baraff, D., and Witkin, A. 1998. Large steps in cloth simulation. In Proceedings of the 25th annual conference on Computer graphics and interactive techniques, ACM, 43--54.
[4]
Bouman, K., Xiao, B., Battaglia, P., and Freeman, W. 2013. Estimating the material properties of fabric from video. In Proceedings of the IEEE International Conference on Computer Vision, 1984--1991.
[5]
Caron, F., and Doucet, A. 2012. Efficient bayesian inference for generalized bradley--terry models. Journal of Computational and Graphical Statistics 21, 1, 174--196.
[6]
Choi, K.-J., and Ko, H.-S. 2005. Stable but responsive cloth. In ACM SIGGRAPH 2005 Courses, ACM, 1.
[7]
Davis, A., Bouman, K. L., Chen, J. G., Rubinstein, M., Durand, F., and Freeman, W. T. 2015. Visual vibrometry: Estimating material properties from small motions in video. In Computer Vision and Pattern Recognition (CVPR), 2015 IEEE Conference on, IEEE, 5335--5343.
[8]
Doerschner, K., Fleming, R. W., Yilmaz, O., Schrater, P. R., Hartung, B., and Kersten, D. 2011. Visual motion and the perception of surface material. Current Biology 21, 23, 2010--2016.
[9]
Fleming, R. W. 2014. Visual perception of materials and their properties. Vision research 94, 62--75.
[10]
Han, D., and Keyser, J. 2015. Effect of appearance on perception of deformation. In Proceedings of the 14th ACM SIGGRAPH / Eurographics Symposium on Computer Animation, ACM, New York, NY, USA, SCA '15, 37--44.
[11]
Hauser, K. K., Shen, C., and O'Brien, J. F. 2003. Interactive deformation using modal analysis with constraints. In Graphics Interface, vol. 3, 16--17.
[12]
Kawabe, T., Maruya, K., Fleming, R. W., and Nishida, S. 2015. Seeing liquids from visual motion. Vision research 109, 125--138.
[13]
Marlow, P. J., and Anderson, B. L. 2016. Motion and texture shape cues modulate perceived material properties. Journal of vision 16, 1, 5--5.
[14]
McDonnell, R., Dobbyn, S., Collins, S., and O'Sullivan, C. 2006. Perceptual evaluation of lod clothing for virtual humans. In Proceedings of the 2006 ACM SIGGRAPH/Eurographics symposium on Computer animation, Eurographics Association, 117--126.
[15]
Mezger, J., Kimmerle, S., and Etzmuss, O. 2002. Progress in collision detection and response techniques for cloth animation. In Computer Graphics and Applications, 2002. Proceedings. 10th Pacific Conference on, IEEE, 444--445.
[16]
Miguel, E., Bradley, D., Thomaszewski, B., Bickel, B., Matusik, W., Otaduy, M. A., and Marschner, S. 2012. Data-driven estimation of cloth simulation models. In Computer Graphics Forum, vol. 31, Wiley Online Library, 519--528.
[17]
Miguel, E., Tamstorf, R., Bradley, D., Schvartzman, S. C., Thomaszewski, B., Bickel, B., Matusik, W., Marschner, S., and Otaduy, M. A. 2013. Modeling and estimation of internal friction in cloth. ACM Transactions on Graphics (TOG) 32, 6, 212.
[18]
Narain, R., Samii, A., and O'Brien, J. F. 2012. Adaptive anisotropic remeshing for cloth simulation. ACM Transactions on Graphics (TOG) 31, 6, 152.
[19]
Provot, X. 1995. Deformation constraints in a mass-spring model to describe rigid cloth behaviour. In Graphics interface, Canadian Information Processing Society, 147--147.
[20]
Sharan, L., Rosenholtz, R., and Adelson, E. H. 2014. Accuracy and speed of material categorization in real-world images. Journal of vision 14, 9, 12--12.
[21]
Sigal, L., Mahler, M., Diaz, S., McIntosh, K., Carter, E., Richards, T., and Hodgins, J. 2015. A perceptual control space for garment simulation. ACM Transactions on Graphics (TOG) 34, 4, 117.
[22]
Song, A., Morris, D., Colgate, J. E., and Peshkin, M. A. 2005. Real time stiffness display interface device for perception of virtual soft object. In Intelligent Robots and Systems, 2005. (IROS 2005). 2005 IEEE/RSJ International Conference on, IEEE, 139--143.
[23]
Sun, D., Roth, S., and Black, M. J. 2014. A quantitative analysis of current practices in optical flow estimation and the principles behind them. International Journal of Computer Vision 106, 2, 115--137.
[24]
Xiao, B., and Kistler, W. 2015. Perceptual dimensions of material properties of fabrics in dynamic scenes. Journal of vision 15, 12, 938--938.

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    cover image ACM Conferences
    SAP '16: Proceedings of the ACM Symposium on Applied Perception
    July 2016
    149 pages
    ISBN:9781450343831
    DOI:10.1145/2931002
    Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than the author(s) must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected].

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    Publication History

    Published: 22 July 2016

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    Author Tags

    1. cloth simulation
    2. image processing
    3. perception

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    • Short-paper

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    • American University

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    SAP '16
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    SAP '16: ACM Symposium on Applied Perception 2016
    July 22 - 23, 2016
    California, Anaheim

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    Overall Acceptance Rate 43 of 94 submissions, 46%

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    Cited By

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    • (2024)Visual softness perception can be manipulated through exploratory proceduresPerception10.1177/0301006624126177253:10(674-687)Online publication date: 25-Jul-2024
    • (2024)A Survey on Realistic Virtual Human Animations: Definitions, Features and EvaluationsComputer Graphics Forum10.1111/cgf.1506443:2Online publication date: 30-Apr-2024
    • (2024)Real-Time Seamless Multi-Projector Displays on Deformable SurfacesIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2024.337209730:5(2527-2537)Online publication date: 4-Mar-2024
    • (2024)Softness Perception of Visual Objects Controlled by Touchless Inputs: The Role of Effective Distance of Hand MovementsIEEE Transactions on Visualization and Computer Graphics10.1109/TVCG.2023.325452230:7(4154-4169)Online publication date: Jul-2024
    • (2023)Assessing the representational structure of softness activated by wordsScientific Reports10.1038/s41598-023-35169-613:1Online publication date: 2-Jun-2023
    • (2022)Visual discrimination of optical material properties: A large-scale studyJournal of Vision10.1167/jov.22.2.1722:2(17)Online publication date: 23-Feb-2022
    • (2022)Perceptual judgments for the softness of materials under indentationScientific Reports10.1038/s41598-022-05864-x12:1Online publication date: 2-Feb-2022
    • (2022)Dynamic projection mapping on deformable stretchable materials using boundary trackingComputers and Graphics10.1016/j.cag.2022.01.004103:C(61-74)Online publication date: 1-Apr-2022
    • (2022)Fabric Material Recovery from Video Using Multi-scale Geometric Auto-EncoderComputer Vision – ECCV 202210.1007/978-3-031-19836-6_39(695-714)Online publication date: 22-Oct-2022
    • (2021)Perceptual Properties of the Poisson EffectFrontiers in Psychology10.3389/fpsyg.2020.61236811Online publication date: 22-Jan-2021
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