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STREAM: Exploring the Combination of Spatially-Aware Tablets with Augmented Reality Head-Mounted Displays for Immersive Analytics

Published: 07 May 2021 Publication History
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  • Abstract

    Recent research in the area of immersive analytics demonstrated the utility of head-mounted augmented reality devices for visual data analysis. However, it can be challenging to use the by default supported mid-air gestures to interact with visualizations in augmented reality (e.g. due to limited precision). Touch-based interaction (e.g. via mobile devices) can compensate for these drawbacks, but is limited to two-dimensional input. In this work we present STREAM: Spatially-aware Tablets combined with Augmented Reality Head-Mounted Displays for the multimodal interaction with 3D visualizations. We developed a novel eyes-free interaction concept for the seamless transition between the tablet and the augmented reality environment. A user study reveals that participants appreciated the novel interaction concept, indicating the potential for spatially-aware tablets in augmented reality. Based on our findings, we provide design insights to foster the application of spatially-aware touch devices in augmented reality and research implications indicating areas that need further investigation.

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    References

    [1]
    Myroslav Bachynskyi, Gregorio Palmas, Antti Oulasvirta, Jürgen Steimle, and Tino Weinkauf. 2015. Performance and Ergonomics of Touch Surfaces: A Comparative Study Using Biomechanical Simulation. In Proceedings of the 33rd Annual ACM Conference on Human Factors in Computing Systems - CHI ’15. ACM Press, Seoul, Republic of Korea, 1817–1826. https://doi.org/10.1145/2702123.2702607
    [2]
    Sriram Karthik Badam, Fereshteh Amini, Niklas Elmqvist, and Pourang Irani. 2016. Supporting Visual Exploration for Multiple Users in Large Display Environments, In 2016 IEEE Conference on Visual Analytics Science and Technology (VAST). 2016 IEEE Conference on Visual Analytics Science and Technology, VAST 2016 - Proceedings, 1–10. https://doi.org/10.1109/VAST.2016.7883506
    [3]
    Huidong Bai, Lei Gao, and Mark Billinghurst. 2017. 6DoF Input for Hololens Using Vive Controller. In SIGGRAPH Asia 2017 Mobile Graphics & Interactive Applications on - SA ’17. ACM Press, Bangkok, Thailand, 1–1. https://doi.org/10.1145/3132787.3132814
    [4]
    Till Ballendat, Nicolai Marquardt, and Saul Greenberg. 2010. Proxemic Interaction: Designing for a Proximity and Orientation-Aware Environment, In ACM International Conference on Interactive Tabletops and Surfaces - ITS '10. ACM International Conference on Interactive Tabletops and Surfaces - ITS ’10, 121. https://doi.org/10.1145/1936652.1936676
    [5]
    Andrea Batch, Andrew Cunningham, Maxime Cordeil, Niklas Elmqvist, Tim Dwyer, Bruce H. Thomas, and Kim Marriott. 2019. There Is No Spoon: Evaluating Performance, Space Use, and Presence with Expert Domain Users in Immersive Analytics. IEEE Transactions on Visualization and Computer Graphics 26, 1 (jan 2019), 1–1. https://doi.org/10.31219/osf.io/wzqbu
    [6]
    Jens Bauer and Achim Ebert. 2015. Virtual Buttons for Eyes-Free Interaction: A Study. In Human-Computer Interaction – INTERACT 2015, Julio Abascal, Simone Barbosa, Mirko Fetter, Tom Gross, Philippe Palanque, and Marco Winckler (Eds.). Vol. 9296. Springer International Publishing, Cham, 47–54. https://doi.org/10.1007/978-3-319-22701-6_4
    [7]
    Jens Bauer, Achim Ebert, Oliver Kreylos, and Bernd Hamann. 2013. Marking Menus for Eyes-Free Interaction Using Smart Phones and Tablets. In Availability, Reliability, and Security in Information Systems and HCI, Alfredo Cuzzocrea, Christian Kittl, Dimitris E. Simos, Edgar Weippl, and Lida Xu (Eds.). Vol. 8127. Springer Berlin Heidelberg, Berlin, Heidelberg, 481–494. https://doi.org/10.1007/978-3-642-40511-2_35
    [8]
    Michel Beaudouin-Lafon. 2000. Instrumental Interaction: An Interaction Model for Designing Post-WIMP User Interfaces. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems(CHI ’00). Association for Computing Machinery, New York, NY, USA, 446–453. https://doi.org/10.1145/332040.332473
    [9]
    Hrvoje Benko and Steven Feiner. 2007. Balloon Selection: A Multi-Finger Technique for Accurate Low-Fatigue 3D Selection. In Proceedings of the IEEE Symposium on 3D User Interfaces (3DUI ’07). IEEE Computer Society, Washington, DC, USA, 79–86. https://doi.org/10.1109/3DUI.2007.340778
    [10]
    Lonni Besançon, Mickael Sereno, Lingyun Yu, Mehdi Ammi, and Tobias Isenberg. 2019. Hybrid Touch/Tangible Spatial 3D Data Selection. Computer Graphics Forum 38, 3 (jun 2019), 553–567. https://doi.org/10.1111/cgf.13710
    [11]
    Verena Biener, Daniel Schneider, Travis Gesslein, Alexander Otte, Bastian Kuth, Per Ola Kristensson, Eyal Ofek, Michel Pahud, and Jens Grubert. 2020. Breaking the Screen: Interaction Across Touchscreen Boundaries in Virtual Reality for Mobile Knowledge Workers. IEEE Transactions on Visualization and Computer Graphics 26, 12 (dec 2020), 3490–3502. https://doi.org/10.1109/tvcg.2020.3023567
    [12]
    Sebastian Boring, Marko Jurmu, and Andreas Butz. 2009. Scroll, Tilt or Move It: Using Mobile Phones to Continuously Control Pointers on Large Public Displays. In Proceedings of the 21st Annual Conference of the Australian Computer-Human Interaction Special Interest Group: Design: Open 24/7(OZCHI ’09). Association for Computing Machinery, New York, NY, USA, 161–168. https://doi.org/10.1145/1738826.1738853
    [13]
    Stephen Brewster, Joanna Lumsden, Marek Bell, Malcolm Hall, and Stuart Tasker. 2003. Multimodal ’eyes-Free’ Interaction Techniques for Wearable Devices. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems(CHI ’03). Association for Computing Machinery, New York, NY, USA, 473–480. https://doi.org/10.1145/642611.642694
    [14]
    Gerd Bruder, Frank Steinicke, and Wolfgang Stürzlinger. 2013. Effects of Visual Conflicts on 3D Selection Task Performance in Stereoscopic Display Environments. In 2013 IEEE Symposium on 3D User Interfaces (3DUI). IEEE, 115–118. https://doi.org/10.1109/3dui.2013.6550207
    [15]
    Wolfgang Büschel, Annett Mitschick, Thomas Meyer, and Raimund Dachselt. 2019. Investigating Smartphone-Based Pan and Zoom in 3D Data Spaces in Augmented Reality. In Proceedings of the 21st International Conference on Human-Computer Interaction with Mobile Devices and Services - MobileHCI ’19. ACM Press, Taipei, Taiwan, 1–13. https://doi.org/10.1145/3338286.3340113
    [16]
    Wolfgang Büschel, Patrick Reipschläger, Ricardo Langner, and Raimund Dachselt. 2017. Investigating the Use of Spatial Interaction for 3D Data Visualization on Mobile Devices. In Proceedings of the 2017 ACM International Conference on Interactive Surfaces and Spaces(ISS ’17). Association for Computing Machinery, Brighton, United Kingdom, 62–71. https://doi.org/10.1145/3132272.3134125
    [17]
    Peter W. S. Butcher, Nigel W. John, and Panagiotis D. Ritsos. 2019. VRIA - A Framework for Immersive Analytics on the Web. In Extended Abstracts of the 2019 CHI Conference on Human Factors in Computing Systems(CHI EA ’19). Association for Computing Machinery, Glasgow, Scotland Uk, 1–6. https://doi.org/10.1145/3290607.3312798
    [18]
    Simon Butscher, Sebastian Hubenschmid, Jens Müller, Johannes Fuchs, and Harald Reiterer. 2018. Clusters, Trends, and Outliers: How Immersive Technologies Can Facilitate the Collaborative Analysis of Multidimensional Data. In Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems - CHI ’18. ACM Press, New York, New York, USA, 1–12. https://doi.org/10.1145/3173574.3173664
    [19]
    Marco Cavallo, Mishal Dolakia, Matous Havlena, Kenneth Ocheltree, and Mark Podlaseck. 2019. Immersive Insights: A Hybrid Analytics System for Collaborative Exploratory Data Analysis. In 25th ACM Symposium on Virtual Reality Software and Technology on - VRST ’19. ACM Press, Parramatta, NSW, Australia, 1–12. https://doi.org/10.1145/3359996.3364242
    [20]
    Li-Wei Chan, Hui-Shan Kao, Mike Y. Chen, Ming-Sui Lee, Jane Hsu, and Yi-Ping Hung. 2010. Touching the Void: Direct-Touch Interaction for Intangible Displays, In Proceedings of the 28th international conference on Human factors in computing systems - CHI '10. Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (CHI), 2625–2634. https://doi.org/10.1145/1753326.1753725
    [21]
    Maxime Cordeil, Andrew Cunningham, Benjamin Bach, Christophe Hurter, Bruce H. Thomas, Kim Marriott, and Tim Dwyer. 2019. IATK: An Immersive Analytics Toolkit. In 2019 IEEE Conference on Virtual Reality and 3D User Interfaces (VR). IEEE, Osaka, Japan, 200–209. https://doi.org/10.1109/VR.2019.8797978
    [22]
    Maxime Cordeil, Andrew Cunningham, Tim Dwyer, Bruce H. Thomas, and Kim Marriott. 2017. ImAxes: Immersive Axes as Embodied Affordances for Interactive Multivariate Data Visualisation. In Proceedings of the ACM Symposium on User Interface and Software Technology (UIST ’17). ACM Press, New York, NY, USA, 71–83. https://doi.org/10.1145/3126594.3126613
    [23]
    Tobias Drey, Jan Gugenheimer, Julian Karlbauer, Maximilian Milo, and Enrico Rukzio. 2020. VRSketchIn: Exploring the Design Space of Pen and Tablet Interaction for 3D Sketching in Virtual Reality. In Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems(CHI ’20). Association for Computing Machinery, Honolulu, HI, USA, 1–14. https://doi.org/10.1145/3313831.3376628
    [24]
    Niklas Elmqvist, Andrew Vande Moere, Hans-Christian Jetter, Daniel Cernea, Harald Reiterer, and T J Jankun-Kelly. 2011. Fluid Interaction for Information Visualization. Information Visualization - Special Issue on State of the Field and New Research Directions 10, 4 (2011), 327–340. https://doi.org/10.1177/1473871611413180
    [25]
    Steven Feiner and Ari Shamash. 1991. Hybrid User Interfaces: Breeding Virtually Bigger Interfaces for Physically Smaller Computers. In Proceedings of the 4th Annual ACM Symposium on User Interface Software and Technology(UIST ’91). Association for Computing Machinery, Hilton Head, South Carolina, USA, 9–17. https://doi.org/10.1145/120782.120783
    [26]
    Jens Grubert, Matthias Heinisch, Aaron Quigley, and Dieter Schmalstieg. 2015. MultiFi: Multi Fidelity Interaction with Displays On and Around the Body. In Proceedings of the 33rd Annual ACM Conference on Human Factors in Computing Systems(CHI ’15). Association for Computing Machinery, Seoul, Republic of Korea, 3933–3942. https://doi.org/10.1145/2702123.2702331
    [27]
    Jens Grubert, Matthias Kranz, and Aaron Quigley. 2016. Challenges in Mobile Multi-Device Ecosystems. mUX: The Journal of Mobile User Experience 5, 1 (aug 2016). https://doi.org/10.1186/s13678-016-0007-y
    [28]
    Mark Hancock, Otmar Hilliges, Christopher Collins, Dominikus Baur, and Sheelagh Carpendale. 2009. Exploring Tangible and Direct Touch Interfaces for Manipulating 2D and 3D Information on a Digital Table. In Proceedings of the ACM International Conference on Interactive Tabletops and Surfaces - ITS ’09. ACM Press, Banff, Alberta, Canada, 77. https://doi.org/10.1145/1731903.1731921
    [29]
    Chris Harrison, Shilpa Ramamurthy, and Scott E. Hudson. 2012. On-Body Interaction: Armed and Dangerous. In Proceedings of the Sixth International Conference on Tangible, Embedded and Embodied Interaction(TEI ’12). Association for Computing Machinery, New York, NY, USA, 69–76. https://doi.org/10.1145/2148131.2148148
    [30]
    Tom Horak, Sriram Karthik Badam, Niklas Elmqvist, and Raimund Dachselt. 2018. When David Meets Goliath: Combining Smartwatches with a Large Vertical Display for Visual Data Exploration. In Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems - CHI ’18. ACM Press, New York, New York, USA, 1–13. https://doi.org/10.1145/3173574.3173593
    [31]
    Christophe Hurter, Nathalie Henry Riche, Steven M. Drucker, Maxime Cordeil, Richard Alligier, and Romain Vuillemot. 2019. FiberClay: Sculpting Three Dimensional Trajectories to Reveal Structural Insights. IEEE Transactions on Visualization and Computer Graphics 25, 1 (Jan. 2019), 704–714. https://doi.org/10.1109/TVCG.2018.2865191
    [32]
    Robert J. K. Jacob. 1990. What You Look at Is What You Get: Eye Movement-Based Interaction Techniques. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems Empowering People - CHI ’90, Vol. 23. ACM Press, New York, New York, USA, 11–18. https://doi.org/10.1145/97243.97246
    [33]
    Daniel A. Keim. Jan.-March/2002. Information Visualization and Visual Data Mining. IEEE Transactions on Visualization and Computer Graphics 8, 1(Jan.-March/2002), 1–8. https://doi.org/10.1109/2945.981847
    [34]
    Matthias Kraus, Katrin Angerbauer, Juri Buchmüller, Daniel Schweitzer, Daniel A. Keim, Michael Sedlmair, and Johannes Fuchs. 2020. Assessing 2D and 3D Heatmaps for Comparative Analysis: An Empirical Study. In Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems(CHI ’20). Association for Computing Machinery, Honolulu, HI, USA, 1–14. https://doi.org/10.1145/3313831.3376675
    [35]
    M. Kraus, N. Weiler, D. Oelke, J. Kehrer, D. A. Keim, and J. Fuchs. 2019. The Impact of Immersion on Cluster Identification Tasks. IEEE Transactions on Visualization and Computer Graphics 26, 1 (jan 2019), 1–1. https://doi.org/10.1109/TVCG.2019.2934395
    [36]
    Ricardo Langner, Tom Horak, and Raimund Dachselt. 2018. VisTiles: Coordinating and Combining Co-Located Mobile Devices for Visual Data Exploration. IEEE Transactions on Visualization and Computer Graphics 24, 1 (jan 2018), 626–636. https://doi.org/10.1109/TVCG.2017.2744019
    [37]
    Joseph J. LaViola, Ernst Kruijff, Ryan P. McMahan, Doug A. Bowman, and Ivan Poupyrev. 2017. 3D User Interfaces: Theory and Practice (second edition ed.). Addison-Wesley, Boston.
    [38]
    Huy Viet Le, Sven Mayer, and Niels Henze. 2018. InfiniTouch: Finger-Aware Interaction on Fully Touch Sensitive Smartphones. In Proceedings of the 31st Annual ACM Symposium on User Interface Software and Technology(UIST ’18). Association for Computing Machinery, New York, NY, USA, 779–792. https://doi.org/10.1145/3242587.3242605
    [39]
    Bongshin Lee, Eun Kyoung Choe, Petra Isenberg, Kim Marriott, and John Stasko. 2020. Reaching Broader Audiences With Data Visualization. IEEE Computer Graphics and Applications 40, 2 (March 2020), 82–90. https://doi.org/10.1109/MCG.2020.2968244
    [40]
    Benjamin Lee, Xiaoyun Hu, Maxime Cordeil, Arnaud Prouzeau, Bernhard Jenny, and Tim Dwyer. 2020. Shared Surfaces and Spaces: Collaborative Data Visualisation in a Co-Located Immersive Environment. IEEE Transactions on Visualization and Computer Graphics (Aug. 2020), 1–1. https://doi.org/10.1109/tvcg.2020.3030450
    [41]
    Bongshin Lee, Arjun Srinivasan, John Stasko, Melanie Tory, and Vidya Setlur. 2018. Multimodal Interaction for Data Visualization. In Proceedings of the 2018 International Conference on Advanced Visual Interfaces - AVI ’18(Proceedings of the 2018 International Conference on Advanced Visual Interfaces - AVI ’18). ACM, 1–3. https://doi.org/10.1145/3206505.3206602
    [42]
    Chi-Jung Lee and Hung-Kuo Chu. 2018. Dual-MR: Interaction with Mixed Reality Using Smartphones. In Proceedings of the 24th ACM Symposium on Virtual Reality Software and Technology(VRST ’18). Association for Computing Machinery, Tokyo, Japan, 1–2. https://doi.org/10.1145/3281505.3281618
    [43]
    Yiqin Lu, Chun Yu, Xin Yi, Yuanchun Shi, and Shengdong Zhao. 2017. BlindType: Eyes-Free Text Entry on Handheld Touchpad by Leveraging Thumb’s Muscle Memory. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 1, 2 (June 2017), 1–24. https://doi.org/10.1145/3090083
    [44]
    Kim Marriott, Falk Schreiber, Tim Dwyer, Karsten Klein, Nathalie Henry Riche, Takayuki Itoh, Wolfgang Stuerzlinger, and Bruce H. Thomas (Eds.). 2018. Immersive Analytics. Number 11190 in Lecture Notes in Computer Science. Springer, Cham.
    [45]
    Tamara Munzner. 2014. Visualization Analysis and Design. A K Peters/CRC Press, Boca Raton, FL. https://doi.org/10.1201/b17511
    [46]
    Ian Oakley and Junseok Park. 2009. Motion Marking Menus: An Eyes-Free Approach to Motion Input for Handheld Devices. International Journal of Human-Computer Studies 67, 6 (June 2009), 515–532. https://doi.org/10.1016/j.ijhcs.2009.02.002
    [47]
    Sharon Oviatt. 1999. Ten Myths of Multimodal Interaction. Commun. ACM 42, 11 (nov 1999), 74–81. https://doi.org/10.1145/319382.319398
    [48]
    Sharon Oviatt and Philip Cohen. 2000. Perceptual User Interfaces: Multimodal Interfaces That Process What Comes Naturally. Commun. ACM 43, 3 (March 2000), 45–53. https://doi.org/10.1145/330534.330538
    [49]
    Sharon Oviatt, Rebecca Lunsford, and Rachel Coulston. 2005. Individual Differences in Multimodal Integration Patterns: What Are They and Why Do They Exist?. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems - CHI ’05(Proceedings of the SIGCHI Conference on Human Factors in Computing Systems - CHI ’05). ACM Press, 241–249. Issue April. https://doi.org/10.1145/1054972.1055006
    [50]
    Simon T. Perrault, Eric Lecolinet, James Eagan, and Yves Guiard. 2013. Watchit: Simple Gestures and Eyes-Free Interaction for Wristwatches and Bracelets. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems(CHI ’13). Association for Computing Machinery, New York, NY, USA, 1451–1460. https://doi.org/10.1145/2470654.2466192
    [51]
    Arnaud Prouzeau, Antoine Lhuillier, Barrett Ens, Daniel Weiskopf, and Tim Dwyer. 2019. Visual Link Routing in Immersive Visualisations. In Proceedings of the 2019 ACM International Conference on Interactive Surfaces and Spaces(ISS ’19). Association for Computing Machinery, New York, NY, USA, 241–253. https://doi.org/10.1145/3343055.3359709
    [52]
    Patrick Reipschläger and Raimund Dachselt. 2019. DesignAR: Immersive 3D-Modeling Combining Augmented Reality with Interactive Displays. In Proceedings of the 2019 ACM International Conference on Interactive Surfaces and Spaces - ISS ’19. ACM Press, Daejeon, Republic of Korea, 29–41. https://doi.org/10.1145/3343055.3359718
    [53]
    Patrick Reipschläger, Tamara Flemisch, and Raimund Dachselt. 2020. Personal Augmented Reality for Information Visualization on Large Interactive Displays. IEEE Transactions on Visualization and Computer Graphics (Feb. 2020), 1–1. https://doi.org/10.1109/tvcg.2020.3030460
    [54]
    Ayshwarya Saktheeswaran, Arjun Srinivasan, and John Stasko. 2020. Touch? Speech? Or Touch and Speech? Investigating Multimodal Interaction for Visual Network Exploration and Analysis. IEEE Transactions on Visualization and Computer Graphics 26, 6 (jun 2020), 1–1. https://doi.org/10.1109/TVCG.2020.2970512
    [55]
    Martin Schrepp, Andreas Hinderks, and Jörg Thomaschewski. 2017. Construction of a Benchmark for the User Experience Questionnaire (UEQ). International Journal of Interactive Multimedia and Artificial Intelligence 4, 4 (2017), 40. https://doi.org/10.9781/ijimai.2017.445
    [56]
    Ronell Sicat, Jiabao Li, Junyoung Choi, Maxime Cordeil, Won-Ki Jeong, Benjamin Bach, and Hanspeter Pfister. 2019. DXR: A Toolkit for Building Immersive Data Visualizations. IEEE Transactions on Visualization and Computer Graphics 25, 1 (Jan. 2019), 715–725. https://doi.org/10.1109/TVCG.2018.2865152
    [57]
    Maurício Sousa, Daniel Mendes, Soraia Paulo, Nuno Matela, Joaquim Jorge, and Daniel Simões Lopes. 2017. VRRRRoom: Virtual Reality for Radiologists in the Reading Room. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (CHI ’17). ACM Press, New York, NY, USA, 4057–4062. https://doi.org/10.1145/3025453.3025566
    [58]
    Arjun Srinivasan, Bongshin Lee, Nathalie Henry Riche, Steven M. Drucker, and Ken Hinckley. 2020. InChorus: Designing Consistent Multimodal Interactions for Data Visualization on Tablet Devices. In Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems(CHI ’20). Association for Computing Machinery, Honolulu, HI, USA, 1–13. https://doi.org/10.1145/3313831.3376782
    [59]
    Arjun Srinivasan and John Stasko. 2018. Orko: Facilitating Multimodal Interaction for Visual Exploration and Analysis of Networks. IEEE Transactions on Visualization and Computer Graphics 24, 1 (jan 2018), 1–1. https://doi.org/10.1109/TVCG.2017.2745219
    [60]
    Seung Youb Ssin, James A. Walsh, Ross T. Smith, Andrew Cunningham, and Bruce H. Thomas. 2019. GeoGate: Correlating Geo-Temporal Datasets Using an Augmented Reality Space-Time Cube and Tangible Interactions. In 2019 IEEE Conference on Virtual Reality and 3D User Interfaces (VR). IEEE, Osaka, Japan, 210–219. https://doi.org/10.1109/VR.2019.8797812
    [61]
    Hemant Bhaskar Surale, Aakar Gupta, Mark Hancock, and Daniel Vogel. 2019. TabletInVR: Exploring the Design Space for Using a Multi-Touch Tablet in Virtual Reality. In Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems - CHI ’19. ACM Press, Glasgow, Scotland Uk, 1–13. https://doi.org/10.1145/3290605.3300243
    [62]
    Zsolt Szalavári and Michael Gervautz. 2008. The Personal Interaction Panel - a Two-Handed Interface for Augmented Reality. Computer Graphics Forum 16 (June 2008), C335–C346. https://doi.org/10.1111/1467-8659.16.3conferenceissue.35
    [63]
    Slawomir Konrad Tadeja, Timoleon Kipouros, and Per Ola Kristensson. 2019. Exploring Parallel Coordinates Plots in Virtual Reality. In Extended Abstracts of the 2019 CHI Conference on Human Factors in Computing Systems - CHI EA ’19. ACM Press, Glasgow, Scotland Uk, 1–6. https://doi.org/10.1145/3290607.3313068
    [64]
    Philipp Wacker, Oliver Nowak, Simon Voelker, and Jan Borchers. 2019. ARPen: Mid-Air Object Manipulation Techniques for a Bimanual AR System with Pen & Smartphone. In Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems(CHI ’19). Association for Computing Machinery, Glasgow, Scotland Uk, 1–12. https://doi.org/10.1145/3290605.3300849
    [65]
    Matt Whitlock, Stephen Smart, and Danielle Albers Szafir. 2020. Graphical Perception for Immersive Analytics. In 2020 IEEE Conference on Virtual Reality and 3D User Interfaces (VR). IEEE, Atlanta, GA, USA, 616–625. https://doi.org/10.1109/VR46266.2020.00084
    [66]
    Pui Chung Wong, Kening Zhu, Xing-Dong Yang, and Hongbo Fu. 2020. Exploring Eyes-Free Bezel-Initiated Swipe on Round Smartwatches. In Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems(CHI ’20). Association for Computing Machinery, Honolulu, HI, USA, 1–11. https://doi.org/10.1145/3313831.3376393
    [67]
    Yalong Yang, Tim Dwyer, Bernhard Jenny, Kim Marriott, Maxime Cordeil, and Haohui Chen. 2018. Origin-Destination Flow Maps in Immersive Environments. IEEE Transactions on Visualization and Computer Graphics 25, 1 (jan 2018), 1–1. https://doi.org/10.1109/TVCG.2018.2865192
    [68]
    Bo Yi, Xiang Cao, Morten Fjeld, and Shengdong Zhao. 2012. Exploring User Motivations for Eyes-Free Interaction on Mobile Devices. In Proceedings of the 2012 ACM Annual Conference on Human Factors in Computing Systems - CHI ’12. ACM Press, Austin, Texas, USA, 2789. https://doi.org/10.1145/2207676.2208678
    [69]
    Fengyuan Zhu and Tovi Grossman. 2020. BISHARE: Exploring Bidirectional Interactions Between Smartphones and Head-Mounted Augmented Reality. In Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems(CHI ’20). Association for Computing Machinery, Honolulu, HI, USA, 1–14. https://doi.org/10.1145/3313831.3376233

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      CHI '21: Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems
      May 2021
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      ISBN:9781450380966
      DOI:10.1145/3411764
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      1. augmented reality
      2. immersive analytics
      3. mobile devices
      4. multimodal interaction
      5. visualizations

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