“A Quantitative Perceptual Model for Tactile Roughness” by Tymms, Gardner and Zorin

  • ©Chelsea Tymms, Esther P. Gardner, and Denis Zorin




    A Quantitative Perceptual Model for Tactile Roughness

Session/Category Title: Perception & Haptics




    Everyone uses the sense of touch to explore the world, and roughness is one of the most important qualities in tactile perception. Roughness is a major identifier for judgments of material composition, comfort, and friction, and it is tied closely to manual dexterity. The advent of high-resolution 3D printing technology provides the ability to fabricate arbitrary 3D textures with surface geometry that confers haptic properties. In this work, we address the problem of mapping object geometry to tactile roughness. We fabricate a set of carefully designed stimuli and use them in experiments with human subjects to build a perceptual space for roughness. We then match this space to a quantitative model obtained from strain fields derived from elasticity simulations of the human skin contacting the texture geometry, drawing from past research in neuroscience and psychophysics. We demonstrate how this model can be applied to predict and alter surface roughness, and we show several applications in the context of fabrication.


    1. Pierre G. Agache, C. Monneur, Jean Luc Leveque, and Jean De Rigal. 1980. Mechanical properties and Young’s modulus of human skin in vivo. Archives of Dermatological Research 269, 3 (1980), 221–232.
    2. Olivier Bau and Ivan Poupyrev. 2012. REVEL: Tactile feedback technology for augmented reality. ACM Transactions on Graphics (TOG) 31, 4 (2012), 89. 
    3. Desai Chen, David I. W. Levin, Piotr Didyk, Pitchaya Sitthi-Amorn, and Wojciech Matusik. 2013. Spec2Fab: A reducer-tuner model for translating specifications to 3D prints. ACM Transactions on Graphics (TOG) 32, 4 (2013), 135. 
    4. Xiaojuan Chen, Fei Shao, Cathy Barnes, Tom Childs, and Brian Henson. 2009. Exploring relationships between touch perception and surface physical properties. International Journal of Design 3, 2 (2009), 67–76.
    5. OpenStax CNX. 2017. Somatosensation. Retrieved from https://archive.cnx.org/contents/b32f61fc-5fab-4b07-bcc8-e455aa4a903d@6/somatosensation. Modified.
    6. Charles E. Connor, Steven S. Hsiao, John R. Phillips, and Kenneth O. Johnson. 1990. Tactile roughness: Neural codes that account for psychophysical magnitude estimates. Journal of Neuroscience 10, 12 (1990), 3823–3836.
    7. Charles E. Connor and Kenneth O. Johnson. 1992. Neural coding of tactile texture: Comparison of spatial and temporal mechanisms for roughness perception. Journal of Neuroscience 12, 9 (1992), 3414–3426.
    8. Kiran Dandekar, Balasundar I. Raju, and Mandayam A. Srinivasan. 2003. 3-D finite-element models of human and monkey fingertips to investigate the mechanics of tactile sense. Journal of Biomechanical Engineering 125, 5 (2003), 682–691.
    9. Galal Elkharraz, Stefan Thumfart, Diyar Akay, Christian Eitzinger, and Benjamin Henson. 2014. Making tactile textures with predefined affective properties. IEEE Transactions on Affective Computing 5, 1 (2014), 57–70.
    10. James M. Goodman and Sliman J. Bensmaia. 2017. A variation code accounts for the perceived roughness of coarsely textured surfaces. Scientific Reports 7 (2017), 46699.
    11. Satoshi Hashizume, Kazuki Takazawa, Amy Koike, and Yoichi Ochiai. 2016. Cross-field haptics: Push-pull haptics combined with magnetic and electrostatic fields. In ACM SIGGRAPH 2016 Posters. ACM, 30. 
    12. Mark Hollins, Richard Faldowski, Suman Rao, and Forrest Young. 1993. Perceptual dimensions of tactile surface texture: A multidimensional scaling analysis. Perception 8 Psychophysics 54, 6 (1993), 697–705.
    13. Mark Hollins and S. Ryan Risner. 2000. Evidence for the duplex theory of tactile texture perception. Perception 8 Psychophysics 62, 4 (2000), 695–705.
    14. Hiroo Iwata, Hiroaki Yano, Fumitaka Nakaizumi, and Ryo Kawamura. 2001. Project FEELEX: Adding haptic surface to graphics. In Proceedings of the 28th Annual Conference on Computer Graphics and Interactive Techniques. ACM, 469–476. 
    15. Roland S. Johansson and Goran Westling. 1984. Roles of glabrous skin receptors and sensorimotor memory in automatic control of precision grip when lifting rougher or more slippery objects. Experimental Brain Research 56, 3 (1984), 550–564.
    16. Seung-Chan Kim, Ali Israr, and Ivan Poupyrev. 2013. Tactile rendering of 3D features on touch surfaces. In Proceedings of the 26th Annual ACM Symposium on User Interface Software and Technology. ACM, 531–538. 
    17. Roberta L. Klatzky and Susan J. Lederman. 1999. Tactile roughness perception with a rigid link interposed between skin and surface. Perception 8 Psychophysics 61, 4 (1999), 591–607.
    18. Manfred Lau, Kapil Dev, Weiqi Shi, Julie Dorsey, and Holly Rushmeier. 2016. Tactile mesh saliency. ACM Transactions on Graphics (TOG) 35, 4 (2016), 52. 
    19. Susan J. Lederman. 1974. Tactile roughness of grooved surfaces: The touching process and effects of macro-and microsurface structure. Perception 8 Psychophysics 16, 2 (1974), 385–395.
    20. Louise R. Manfredi, Hannes P. Saal, Kyler J. Brown, Mark C. Zielinski, John F. Dammann, Vicky S. Polashock, and Sliman J. Bensmaia. 2014. Natural scenes in tactile texture. Journal of Neurophysiology 111, 9 (2014), 1792–1802.
    21. David J. Meyer, Michael A. Peshkin, and J. Edward Colgate. 2013. Fingertip friction modulation due to electrostatic attraction. In World Haptics Conference (WHC’13). IEEE, 43–48.
    22. Shogo Okamoto, Takahiro Yamauchi, Masashi Konyo, and Satoshi Tadokoro. 2012. Virtual active touch: Perception of virtual gratings wavelength through pointing-stick interface. IEEE Transactions on Haptics 5, 1 (2012), 85–93. 
    23. Miguel A. Otaduy, Nitin Jain, Avneesh Sud, and Ming C. Lin. 2005. Haptic display of interaction between textured models. In ACM SIGGRAPH 2005 Courses. ACM, 133. 
    24. John R. Phillips and Kenneth O. Johnson. 1981. Tactile spatial resolution. II. Neural representation of bars, edges, and gratings in monkey primary afferents. Journal of Neurophysiology 46, 6 (1981), 1192–1203.
    25. Michal Piovarči, David I. W. Levin, Jason Rebello, Desai Chen, Roman Ďurikovič, Hanspeter Pfister, Wojciech Matusik, and Piotr Didyk. 2016. An interaction-aware, perceptual model for non-linear elastic objects. ACM Transactions on Graphics (Proc. SIGGRAPH) 35, 4 (2016), 55. 
    26. Hang Si. 2015. TetGen, a Delaunay-based quality tetrahedral mesh generator. ACM Transactions on Mathematical Software (TOMS) 41, 2 (2015), 11. 
    27. Anne Theurel, Arnaud Witt, Philippe Claudet, Yvette Hatwell, and Edouard Gentaz. 2013. Tactile picture recognition by early blind children: The effect of illustration technique.Journal of Experimental Psychology: Applied 19, 3 (2013), 233.
    28. Wouter M. Bergmann Tiest. 2010. Tactual perception of material properties. Vision Research 50, 24 (2010), 2775–2782.
    29. Cesar Torres, Tim Campbell, Neil Kumar, and Eric Paulos. 2015. HapticPrint: Designing feel aesthetics for digital fabrication. In Proceedings of the 28th Annual ACM Symposium on User Interface Software 8 Technology. ACM, 583–591. 
    30. Chelsea Tymms, Denis Zorin, and Esther P. Gardner. 2017. Tactile perception of the roughness of 3D-printed textures. Journal of Neurophysiology 119, 3 (2017), 862–876.
    31. Alison I. Weber, Hannes P. Saal, Justin D. Lieber, Ju-Wen Cheng, Louise R. Manfredi, John F. Dammann, and Sliman J. Bensmaia. 2013. Spatial and temporal codes mediate the tactile perception of natural textures. Proceedings of the National Academy of Sciences 110, 42 (2013), 17107–17112.
    32. WebmasterZero. 2016. Gecko. Retrieved from https://www.thingiverse.com/thing:1363148. Modified.
    33. Josh Wills, Sameer Agarwal, David Kriegman, and Serge Belongie. 2009. Toward a perceptual space for gloss. ACM Transactions on Graphics (TOG) 28, 4 (2009), 103. 
    34. Seung-Hyun Woo, Sanjeev Ranade, Andy D. Weyer, Adrienne E. Dubin, Yoshichika Baba, Zhaozhu Qiu, Matt Petrus, Takashi Miyamoto, Kritika Reddy, Ellen A. Lumpkin, Cheryl L. Stucky, and Ardem Patapoutian. 2014. Piezo2 is required for merkel-cell mechanotransduction. Nature 509, 7502 (2014), 622–626.
    35. Takashi Yoshioka, Sliman J. Bensmaia, Jim C. Craig, and Steven S. Hsiao. 2007. Texture perception through direct and indirect touch: An analysis of perceptual space for tactile textures in two modes of exploration. Somatosensory 8 Motor Research 24, 1–2 (2007), 53–70.
    36. Takashi Yoshioka, Barbara Gibb, Andrew K. Dorsch, Steven S. Hsiao, and Kenneth O. Johnson. 2001. Neural coding mechanisms underlying perceived roughness of finely textured surfaces. Journal of Neuroscience 21, 17 (2001), 6905–6916.

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