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Proxemics for Human-Agent Interaction in Augmented Reality

Published:29 April 2022Publication History

ABSTRACT

Augmented Reality (AR) embeds virtual content in physical spaces, including virtual agents that are known to exert a social presence on users. Existing design guidelines for AR rarely consider the social implications of an agent’s personal space (PS) and that it can impact user behavior and arousal. We report an experiment (N=54) where participants interacted with agents in an AR art gallery scenario. When participants approached six virtual agents (i.e., two males, two females, a humanoid robot, and a pillar) to ask for directions, we found that participants respected the agents’ PS and modulated interpersonal distances according to the human-like agents’ perceived gender. When participants were instructed to walk through the agents, we observed heightened skin-conductance levels that indicate physiological arousal. These results are discussed in terms of proxemic theory that result in design recommendations for implementing pervasive AR experiences with virtual agents.

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References

  1. Sean Andrist, Michael Gleicher, and Bilge Mutlu. 2017. Looking coordinated: Bidirectional gaze mechanisms for collaborative interaction with virtual characters. In Proceedings of the 2017 CHI conference on human factors in computing systems. 2571–2582.Google ScholarGoogle ScholarDigital LibraryDigital Library
  2. Ebrahim Babaei, Benjamin Tag, Tilman Dingler, and Eduardo Velloso. 2021. A Critique of Electrodermal Activity Practices at CHI. In Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems. 1–14.Google ScholarGoogle ScholarDigital LibraryDigital Library
  3. Michael Bach 1996. The Freiburg Visual Acuity Test-automatic measurement of visual acuity. Optometry and vision science 73, 1 (1996), 49–53.Google ScholarGoogle Scholar
  4. Jeremy N Bailenson, Jim Blascovich, Andrew C Beall, and Jack M Loomis. 2001. Equilibrium theory revisited: Mutual gaze and personal space in virtual environments. Presence: Teleoperators & Virtual Environments 10, 6(2001), 583–598.Google ScholarGoogle ScholarDigital LibraryDigital Library
  5. Jeremy N Bailenson, Jim Blascovich, Andrew C Beall, and Jack M Loomis. 2003. Interpersonal distance in immersive virtual environments. Personality and social psychology bulletin 29, 7 (2003), 819–833.Google ScholarGoogle Scholar
  6. Michela Balconi, Giulia Fronda, and Angela Bartolo. 2021. Affective, social, and informative gestures reproduction in human interaction: hyperscanning and brain connectivity. Journal of Motor Behavior 53, 3 (2021), 296–315.Google ScholarGoogle ScholarCross RefCross Ref
  7. Istvan Barakonyi and Dieter Schmalstieg. 2006. Ubiquitous animated agents for augmented reality. In 2006 IEEE/ACM International Symposium on Mixed and Augmented Reality. IEEE, 145–154.Google ScholarGoogle ScholarDigital LibraryDigital Library
  8. Elisabetta Bevacqua, Romain Richard, and Pierre De Loor. 2017. Believability and co-presence in human-virtual character interaction. IEEE computer graphics and applications 37, 4 (2017), 17–29.Google ScholarGoogle ScholarDigital LibraryDigital Library
  9. Andrea Bönsch, Sina Radke, Heiko Overath, Laura M Asché, Jonathan Wendt, Tom Vierjahn, Ute Habel, and Torsten W Kuhlen. 2018. Social VR: How personal space is affected by virtual agents’ emotions. In 2018 IEEE Conference on Virtual Reality and 3D User Interfaces (VR). IEEE, 199–206.Google ScholarGoogle ScholarCross RefCross Ref
  10. Jason J Braithwaite, Derrick G Watson, Robert Jones, and Mickey Rowe. 2013. A guide for analysing electrodermal activity (EDA) & skin conductance responses (SCRs) for psychological experiments. Psychophysiology 49, 1 (2013), 1017–1034.Google ScholarGoogle Scholar
  11. Nicola Bruno and Michela Muzzolini. 2013. Proxemics revisited: Similar effects of arms length on men’s and women’s personal distances. Journal of Psychology 1, 2 (2013), 46–52.Google ScholarGoogle Scholar
  12. Marc E Caplan and Morton Goldman. 1981. Personal space violations as a function of height. The Journal of Social Psychology 114, 2 (1981), 167–171.Google ScholarGoogle ScholarCross RefCross Ref
  13. Alice Cartaud, Gennaro Ruggiero, Laurent Ott, Tina Iachini, and Yann Coello. 2018. Physiological response to facial expressions in peripersonal space determines interpersonal distance in a social interaction context. Frontiers in psychology 9 (2018), 657.Google ScholarGoogle Scholar
  14. Justine Cassell, Timothy Bickmore, Mark Billinghurst, Lee Campbell, Kenny Chang, Hannes Vilhjálmsson, and Hao Yan. 1999. Embodiment in conversational interfaces: Rea. In Proceedings of the SIGCHI conference on Human Factors in Computing Systems. 520–527.Google ScholarGoogle ScholarDigital LibraryDigital Library
  15. Microsoft Corporation.2021. Microsoft Mesh.https://www.microsoft.com/en-us/meshGoogle ScholarGoogle Scholar
  16. Friederike Eyssel, Laura De Ruiter, Dieta Kuchenbrandt, Simon Bobinger, and Frank Hegel. 2012. ‘If you sound like me, you must be more human’: On the interplay of robot and user features on human-robot acceptance and anthropomorphism. In 2012 7th ACM/IEEE International Conference on Human-Robot Interaction (HRI). IEEE, 125–126.Google ScholarGoogle ScholarDigital LibraryDigital Library
  17. Don C Fowles, Margaret J Christie, Robert Edelberg, William W Grings, David T Lykken, and Peter H Venables. 1981. Publication recommendations for electrodermal measurements. Psychophysiology 18, 3 (1981), 232–239.Google ScholarGoogle ScholarCross RefCross Ref
  18. Epic Games.2021. High-Fidelity Digital Humans.https://www.unrealengine.com/en-US/digital-humansGoogle ScholarGoogle Scholar
  19. Maia Garau, Mel Slater, Vinoba Vinayagamoorthy, Andrea Brogni, Anthony Steed, and M Angela Sasse. 2003. The impact of avatar realism and eye gaze control on perceived quality of communication in a shared immersive virtual environment. In Proceedings of the SIGCHI conference on Human factors in computing systems. 529–536.Google ScholarGoogle ScholarDigital LibraryDigital Library
  20. Mar Gonzalez-Franco, Eyal Ofek, Ye Pan, Angus Antley, Anthony Steed, Bernhard Spanlang, Antonella Maselli, Domna Banakou, Núria Pelechano Gómez, Sergio Orts-Escolano, 2020. The Rocketbox library and the utility of freely available rigged avatars. Frontiers in virtual reality 1, article 561558 (2020), 1–23.Google ScholarGoogle Scholar
  21. Jens Grubert, Tobias Langlotz, Stefanie Zollmann, and Holger Regenbrecht. 2016. Towards pervasive augmented reality: Context-awareness in augmented reality. IEEE transactions on visualization and computer graphics 23, 6(2016), 1706–1724.Google ScholarGoogle Scholar
  22. José Guerreiro, Raúl Martins, Hugo Silva, André Lourenço, and Ana LN Fred. 2013. BITalino-A multimodal platform for physiological computing.. In ICINCO (1). 500–506.Google ScholarGoogle Scholar
  23. Edward Twitchell Hall. 1966. The hidden dimension. Vol. 609. Garden City, NY: Doubleday.Google ScholarGoogle Scholar
  24. Edward T Hall, Ray L Birdwhistell, Bernhard Bock, Paul Bohannan, A Richard Diebold Jr, Marshall Durbin, Munro S Edmonson, JL Fischer, Dell Hymes, Solon T Kimball, 1968. Proxemics [and comments and replies]. Current anthropology 9, 2/3 (1968), 83–108.Google ScholarGoogle Scholar
  25. Chad Harms and Frank Biocca. 2004. Internal consistency and reliability of the networked minds measure of social presence. (2004).Google ScholarGoogle Scholar
  26. Leslie A Hayduk. 1978. Personal space: An evaluative and orienting overview.Psychological bulletin 85, 1 (1978), 117.Google ScholarGoogle Scholar
  27. Leslie A Hayduk. 1981. The permeability of personal space.Canadian Journal of Behavioural Science/Revue canadienne des sciences du comportement 13, 3 (1981), 274.Google ScholarGoogle Scholar
  28. Leslie A Hayduk. 1983. Personal space: where we now stand.Psychological bulletin 94, 2 (1983), 293.Google ScholarGoogle Scholar
  29. Leslie A Hayduk. 1985. Personal space: The conceptual and measurement implications of structural equation models.Canadian Journal of Behavioural Science/Revue canadienne des sciences du comportement 17, 2 (1985), 140.Google ScholarGoogle Scholar
  30. Heiko Hecht, Robin Welsch, Jana Viehoff, and Matthew R Longo. 2019. The shape of personal space. Acta psychologica 193(2019), 113–122.Google ScholarGoogle Scholar
  31. Ann Huang, Pascal Knierim, Francesco Chiossi, Lewis Chuang, and Robin Welsch. 2022. Proxemics for Human-Agent Interaction in Augmented Reality. https://doi.org/10.18419/darus-2525Google ScholarGoogle ScholarCross RefCross Ref
  32. Tina Iachini, Yann Coello, Francesca Frassinetti, and Gennaro Ruggiero. 2014. Body space in social interactions: a comparison of reaching and comfort distance in immersive virtual reality. PloS one 9, 11 (2014), e111511.Google ScholarGoogle ScholarCross RefCross Ref
  33. Tina Iachini, Yann Coello, Francesca Frassinetti, Vincenzo Paolo Senese, Francesco Galante, and Gennaro Ruggiero. 2016. Peripersonal and interpersonal space in virtual and real environments: Effects of gender and age. Journal of Environmental Psychology 45 (2016), 154–164.Google ScholarGoogle ScholarCross RefCross Ref
  34. Labiba Jahan, Geeticka Chauhan, and Mark A Finlayson. 2018. A new approach to animacy detection. In Proceedings of the 27th International Conference on Computational Linguistics.Google ScholarGoogle Scholar
  35. Matthew Kay and Jacob O Wobbrock. 2016. Package ‘ARTool’. CRAN Repository (2016), 1–13.Google ScholarGoogle Scholar
  36. Hanseob Kim, Myungho Lee, Gerard J Kim, and Jae-In Hwang. 2021. The Impacts of Visual Effects on User Perception With a Virtual Human in Augmented Reality Conflict Situations. IEEE Access 9(2021), 35300–35312.Google ScholarGoogle ScholarCross RefCross Ref
  37. Kangsoo Kim, Luke Boelling, Steffen Haesler, Jeremy Bailenson, Gerd Bruder, and Greg F Welch. 2018. Does a digital assistant need a body? The influence of visual embodiment and social behavior on the perception of intelligent virtual agents in AR. In 2018 IEEE International Symposium on Mixed and Augmented Reality (ISMAR). IEEE, 105–114.Google ScholarGoogle ScholarCross RefCross Ref
  38. Kangsoo Kim, Gerd Bruder, and Gregory F Welch. 2018. Blowing in the wind: Increasing copresence with a virtual human via airflow influence in augmented reality. In International Conference on Artificial Reality and Telexistence and Eurographics Symposium on Virtual Environments.Google ScholarGoogle Scholar
  39. Marc Erich Latoschik, Florian Kern, Jan-Philipp Stauffert, Andrea Bartl, Mario Botsch, and Jean-Luc Lugrin. 2019. Not alone here?! scalability and user experience of embodied ambient crowds in distributed social virtual reality. IEEE transactions on visualization and computer graphics 25, 5(2019), 2134–2144.Google ScholarGoogle ScholarCross RefCross Ref
  40. Benny Liebold, Daniel Pietschmann, and Peter Ohler. 2015. Do We Differ in Our Dispositional Tendency to Perceive Virtual Agents as Animate Beings?. In International Conference on Human-Computer Interaction. Springer, 452–462.Google ScholarGoogle ScholarCross RefCross Ref
  41. Joan Llobera, Bernhard Spanlang, Giulio Ruffini, and Mel Slater. 2010. Proxemics with multiple dynamic characters in an immersive virtual environment. ACM Transactions on Applied Perception (TAP) 8, 1 (2010), 1–12.Google ScholarGoogle ScholarDigital LibraryDigital Library
  42. Dominique Makowski, Tam Pham, Zen J Lau, Jan C Brammer, François Lespinasse, Hung Pham, Christopher Schölzel, and SH Annabel Chen. 2021. NeuroKit2: A Python toolbox for neurophysiological signal processing. Behavior Research Methods(2021), 1–8.Google ScholarGoogle Scholar
  43. Samah Mansour, Mostafa El-Said, Carolyn Rude-Parkins, and Jagadeesh Nandigam. 2006. The interactive effect of avatar visual fidelity and behavioral fidelity in the collaborative virtual reality environment on the perception of social interaction. WSEAS Transactions on Communications 5, 8 (2006), 1501–1509.Google ScholarGoogle Scholar
  44. Nicolai Marquardt. 2013. Proxemic interactions with and around digital surfaces. In Proceedings of the 2013 ACM international conference on Interactive tabletops and surfaces. 493–494.Google ScholarGoogle ScholarDigital LibraryDigital Library
  45. Nicolai Marquardt and Saul Greenberg. 2012. Informing the design of proxemic interactions. IEEE Pervasive Computing 11, 2 (2012), 14–23.Google ScholarGoogle ScholarDigital LibraryDigital Library
  46. Antonella Maselli and Mel Slater. 2013. The building blocks of the full body ownership illusion. Frontiers in human neuroscience 7 (2013), 83.Google ScholarGoogle Scholar
  47. Mark Roman Miller, Hanseul Jun, Fernanda Herrera, Jacob Yu Villa, Greg Welch, and Jeremy N Bailenson. 2019. Social interaction in augmented reality. PloS one 14, 5 (2019), e0216290.Google ScholarGoogle ScholarCross RefCross Ref
  48. MRTK.2020. Mixed Reality Tool Kit.https://github.com/microsoft/MixedRealityToolkit-UnityGoogle ScholarGoogle Scholar
  49. Clifford Nass, Jonathan Steuer, and Ellen R Tauber. 1994. Computers are social actors. In Proceedings of the SIGCHI conference on Human factors in computing systems. 72–78.Google ScholarGoogle ScholarDigital LibraryDigital Library
  50. The Metropolitan Museum of Art.2022. The Met.https://www.metmuseum.org/Google ScholarGoogle Scholar
  51. Catherine S Oh, Jeremy N Bailenson, and Gregory F Welch. 2018. A systematic review of social presence: Definition, antecedents, and implications. Frontiers in Robotics and AI 5 (2018), 114.Google ScholarGoogle ScholarCross RefCross Ref
  52. Sergio Orts-Escolano, Christoph Rhemann, Sean Fanello, Wayne Chang, Adarsh Kowdle, Yury Degtyarev, David Kim, Philip L Davidson, Sameh Khamis, Mingsong Dou, 2016. Holoportation: Virtual 3d teleportation in real-time. In Proceedings of the 29th annual symposium on user interface software and technology. 741–754.Google ScholarGoogle ScholarDigital LibraryDigital Library
  53. Xueni Pan, Marco Gillies, Chris Barker, David M Clark, and Mel Slater. 2012. Socially anxious and confident men interact with a forward virtual woman: an experimental study. PloS one 7, 4 (2012), e32931.Google ScholarGoogle ScholarCross RefCross Ref
  54. Farid Pazhoohi, Carlos Silva, João Lamas, Sandra Mouta, Jorge Santos, and Joana Arantes. 2019. The effect of height and shoulder-to-hip ratio on interpersonal space in virtual environment. Psychological research 83, 6 (2019), 1184–1193.Google ScholarGoogle Scholar
  55. Thammathip Piumsomboon, Gun A Lee, Jonathon D Hart, Barrett Ens, Robert W Lindeman, Bruce H Thomas, and Mark Billinghurst. 2018. Mini-me: An adaptive avatar for mixed reality remote collaboration. In Proceedings of the 2018 CHI conference on human factors in computing systems. 1–13.Google ScholarGoogle ScholarDigital LibraryDigital Library
  56. PTC.2021. Vuforia Engine.https://developer.vuforia.com/Google ScholarGoogle Scholar
  57. Iulian Radu, Tugce Joy, Yiran Bowman, Ian Bott, and Bertrand Schneider. 2021. A Survey of Needs and Features for Augmented Reality Collaborations in Collocated Spaces. Proceedings of the ACM on Human-Computer Interaction 5, CSCW1(2021), 1–21.Google ScholarGoogle ScholarDigital LibraryDigital Library
  58. Jens Reinhardt, Marco Kurzweg, and Katrin Wolf. 2021. Placement of Teleported Co-users in AR. In IFIP Conference on Human-Computer Interaction. Springer, 590–610.Google ScholarGoogle Scholar
  59. Martin S Remland, Tricia S Jones, and Heidi Brinkman. 1995. Interpersonal distance, body orientation, and touch: Effects of culture, gender, and age. The Journal of social psychology 135, 3 (1995), 281–297.Google ScholarGoogle ScholarCross RefCross Ref
  60. G Ruggiero, M Rapuano, A Cartaud, Y Coello, and T Iachini. 2021. Defensive functions provoke similar psychophysiological reactions in reaching and comfort spaces. Scientific Reports 11, 1 (2021), 1–12.Google ScholarGoogle ScholarCross RefCross Ref
  61. Robert Sommer. 1962. The distance for comfortable conversation: A further study. Sociometry 25, 1 (1962), 111–116.Google ScholarGoogle ScholarCross RefCross Ref
  62. Christopher J Soto and Oliver P John. 2017. Short and extra-short forms of the Big Five Inventory–2: The BFI-2-S and BFI-2-XS. Journal of Research in Personality 68 (2017), 69–81.Google ScholarGoogle ScholarCross RefCross Ref
  63. J Edward Swan, Adam Jones, Eric Kolstad, Mark A Livingston, and Harvey S Smallman. 2007. Egocentric depth judgments in optical, see-through augmented reality. IEEE transactions on visualization and computer graphics 13, 3(2007), 429–442.Google ScholarGoogle ScholarDigital LibraryDigital Library
  64. Adobe Systems.2015. Mixamo.https://www.mixamo.com/#/Google ScholarGoogle Scholar
  65. Akikazu Takeuchi and Taketo Naito. 1995. Situated facial displays: towards social interaction. In Proceedings of the SIGCHI conference on Human factors in computing systems. 450–455.Google ScholarGoogle ScholarDigital LibraryDigital Library
  66. John W Tukey 1977. Exploratory data analysis. Vol. 2. Reading, Mass.Google ScholarGoogle Scholar
  67. Unity.2004. Unity Technologies.https://unity.com/Google ScholarGoogle Scholar
  68. Matias Volonte, Yu-Chun Hsu, Kuan-Yu Liu, Joe P Mazer, Sai-Keung Wong, and Sabarish V Babu. 2020. Effects of interacting with a crowd of emotional virtual humans on users’ affective and non-verbal behaviors. In 2020 IEEE Conference on Virtual Reality and 3D User Interfaces (VR). IEEE, 293–302.Google ScholarGoogle ScholarCross RefCross Ref
  69. Michael E Walker, Daniel Szafir, and Irene Rae. 2019. The influence of size in augmented reality telepresence avatars. In 2019 IEEE Conference on Virtual Reality and 3D User Interfaces (VR). IEEE, 538–546.Google ScholarGoogle ScholarCross RefCross Ref
  70. Isaac Wang, Jesse Smith, and Jaime Ruiz. 2019. Exploring virtual agents for augmented reality. In Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems. 1–12.Google ScholarGoogle ScholarDigital LibraryDigital Library
  71. Robin Welsch, Christoph von Castell, and Heiko Hecht. 2019. The anisotropy of personal space. PloS one 14, 6 (2019), e0217587.Google ScholarGoogle ScholarCross RefCross Ref
  72. Robin Welsch, Christoph von Castell, Martin Rettenberger, Daniel Turner, Heiko Hecht, and Peter Fromberger. 2020. Sexual attraction modulates interpersonal distance and approach-avoidance movements towards virtual agents in males. PloS one 15, 4 (2020), e0231539.Google ScholarGoogle ScholarCross RefCross Ref
  73. Jonathan Wendt, Benjamin Weyers, Jonas Stienen, Andrea Bönsch, Michael Vorländer, and Torsten W Kuhlen. 2019. Influence of Directivity on the Perception of Embodied Conversational Agents’ Speech. In Proceedings of the 19th ACM International Conference on Intelligent Virtual Agents. 130–132.Google ScholarGoogle ScholarDigital LibraryDigital Library

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        cover image ACM Conferences
        CHI '22: Proceedings of the 2022 CHI Conference on Human Factors in Computing Systems
        April 2022
        10459 pages
        ISBN:9781450391573
        DOI:10.1145/3491102

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        • Published: 29 April 2022

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