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iDial: Enabling a Virtual Dial Plate on the Hand Back for Around-Device Interaction

Published: 26 March 2018 Publication History

Abstract

Smart wearable devices have become pervasive and are playing a more important role in our everyday lives. However, the small screen size and very few buttons make the interaction and control cumbersome and inconvenient. Previous solutions to mitigate this problem either require extra dedicated hardware, or instrument the user's fingers with special purpose sensors, limiting their real-life applications. We present iDial, a novel real time approach that enables a virtual dial plate on the hand back, extending the interaction beyond the small screen of wearable devices. iDial only employs the already built-in microphone and motion sensors of the commercial-off-the-shelf (COTS) device to facilitate interactions between user and wearable, without any extra hardware involved. The key idea is to exploit the acoustic signatures extracted from passive subtle acoustic signals to accurately recognize the virtual keys input on the skin of the hand back. We innovatively locate the virtual keys on the 4 pieces of metacarpal bones to significantly reduce the possibility of casual inputs. iDial also takes advantages of the motion sensor fusion already available inside the wearable to achieve robustness against the ambient noise and human voices efficiently. We design and implement iDial on the Samsung Gear S2 smartwatch. Our extensive experiments show that iDial is able to achieve an average recognition accuracy of 96.7%, and maintain high accuracies across varying user behaviors and different environments. iDial achieves a below 0.5s end-to-end latency with all the computations and processes happening at the cheap commodity wearable.

Supplemental Material

ZIP File - zhang-1
Supplemental movie, appendix, image and software files for, iDial: Enabling a Virtual Dial Plate on the Hand Back for Around-Device Interaction

References

[1]
2016. Google Project Soli. (2016). https://www.atap.google.com/soli/
[2]
2017. Tizen. (2017). https://www.tizen.org/
[3]
Dmitri Asonov and Rakesh Agrawal. 2004. Keyboard acoustic emanations. In 2012 IEEE Symposium on Security and Privacy. IEEE, 3.
[4]
Peter Auer, Nicolo Cesa-Bianchi, and Paul Fischer. 2002. Finite-time analysis of the multiarmed bandit problem. Machine learning 47, 2--3 (2002), 235--256.
[5]
Jacob Benesty, Jingdong Chen, Yiteng Huang, and Israel Cohen. 2009. Pearson correlation coefficient. In Noise reduction in speech processing. Springer, 1--4.
[6]
Donald A Berry and Bert Fristedt. 1985. Bandit problems: sequential allocation of experiments (Monographs on statistics and applied probability). Springer.
[7]
Steven F Boll and Dennis C Pulsipher. 1980. Suppression of acoustic noise in speech using two microphone adaptive noise cancellation. Acoustics, Speech and Signal Processing, IEEE Transactions on 28, 6 (1980), 752--753.
[8]
Liwei Chan, Rong-Hao Liang, Ming-Chang Tsai, Kai-Yin Cheng, Chao-Huai Su, Mike Y Chen, Wen-Huang Cheng, and Bing-Yu Chen. 2013. FingerPad: private and subtle interaction using fingertips. In Proceedings of the 26th annual ACM symposium on User interface software and technology. ACM, 255--260.
[9]
Chih-Chung Chang and Chih-Jen Lin. 2011. LIBSVM: a library for support vector machines. ACM Transactions on Intelligent Systems and Technology (TIST) 2, 3 (2011), 27.
[10]
Ke-Yu Chen, Kent Lyons, Sean White, and Shwetak Patel. 2013. uTrack: 3D input using two magnetic sensors. In Proceedings of the 26th annual ACM symposium on User interface software and technology. ACM, 237--244.
[11]
Ke-Yu Chen, Shwetak Patel, and Sean Keller. 2016. Finexus: Tracking Precise Motions of Multiple Fingertips Using Magnetic Sensing. In Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems. ACM, 1504--1514.
[12]
Jeremy Gummeson, Bodhi Priyantha, and Jie Liu. 2014. An energy harvesting wearable ring platform for gesture input on surfaces. In Proceedings of the 12th annual international conference on Mobile systems, applications, and services (MobiSys). ACM, 162--175.
[13]
John Paulin Hansen, Florian Biermann, Janus Askø Madsen, Morten Jonassen, Haakon Lund, Javier San Agustin, and Sebastian Sztuk. 2015. A gaze interactive textual smartwatch interface. In Proceedings of the 2015 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2015 ACM International Symposium, on Wearable Computers. ACM, 839--847.
[14]
Chris Harrison, Hrvoje Benko, and Andrew D Wilson. 2011. OmniTouch: wearable multitouch interaction everywhere. In Proceedings of the 24th annual ACM symposium on User interface software and technology (UIST). ACM, 441--450.
[15]
Chris Harrison, Desney Tan, and Dan Morris. 2010. Skinput: appropriating the body as an input surface. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems. ACM, 453--462.
[16]
Christian Holz, Tovi Grossman, George Fitzmaurice, and Anne Agur. 2012. Implanted user interfaces. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems. ACM, 503--512.
[17]
Da-Yuan Huang, Liwei Chan, Shuo Yang, Fan Wang, Rong-Hao Liang, De-Nian Yang, Yi-Ping Hung, and Bing-Yu Chen. 2016. DigitSpace: Designing Thumb-to-Fingers Touch Interfaces for One-Handed and Eyes-Free Interactions. In Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems. ACM, 1526--1537.
[18]
Seungwoo Je, Brendan Rooney, Liwei Chan, and Andrea Bianchi. 2017. tactoRing: A Skin-Drag Discrete Display. In Proceedings of the 2017 CHI Conference on Human Factors in Computing Systems. ACM, 3106--3114.
[19]
Wolf Kienzle and Ken Hinckley. 2014. Lightring: Always-available 2D input on any surface. In Proceedings of the 21th annual ACM symposium on User interface software and technology. ACM, 157--160.
[20]
Sven Kratz and Michael Rohs. 2009. Hoverflow: exploring around-device interaction with IR distance sensors. In Proceedings of the 11th International Conference on Human-Computer Interaction with Mobile Devices and Services. ACM, 42.
[21]
Gierad Laput, Xiao Robert, and Chris Harrison. 2017. ViBand: High-fidelity bio-acoustic sensing using commodity smartwatch. In Proceedings of the 29th Annual Symposium on User Interface Software and Technology. ACM, 321--333.
[22]
Gierad Laput, Robert Xiao, Xiang'Anthony' Chen, Scott E Hudson, and Chris Harrison. 2014. Skin buttons: cheap, small, low-powered and clickable fixed-icon laser projectors. In Proceedings of the 27th annual ACM symposium on User interface software and technology. ACM, 389--394.
[23]
Jian Liu, Yan Wang, Gorkem Kar, Yingying Chen, Jie Yang, and Marco Gruteser. 2015. Snooping Keystrokes with mm-level Audio Ranging on a Single Phone. In Proceedings of the 21st Annual International Conference on Mobile Computing and Networking (MobiCom). ACM, 142--154.
[24]
David JC MacKay. 2003. Information theory, inference and learning algorithms. Cambridge university press.
[25]
Denys JC Matthies, Simon T Perrault, Bodo Urban, and Shengdong Zhao. 2015. Botential: Localizing On-Body Gestures by Measuring Electrical Signatures on the Human Skin. In Proceedings of the 17th International Conference on Human-Computer Interaction with Mobile Devices and Services. ACM, 207--216.
[26]
Adiyan Mujibiya, Xiang Cao, Desney S Tan, Dan Morris, Shwetak N Patel, and Jun Rekimoto. 2013. The sound of touch: on-body touch and gesture sensing based on transdermal ultrasound propagation. In Proceedings of the 2013 ACM international conference on Interactive tabletops and surfaces. ACM, 189--198.
[27]
K Murty and Bayya Yegnanarayana. 2006. Combining evidence from residual phase and MFCC features for speaker recognition. Signal Processing Letters, IEEE 13, 1 (2006), 52--55.
[28]
Rajalakshmi Nandakumar, Vikram Iyer, Desney Tan, and Shyamnath Gollakota. 2016. FingerIO: Using Active Sonar for Fine-Grained Finger Tracking. In Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems. ACM, 1515--1525.
[29]
Shahriar Nirjon, Jeremy Gummeson, Dan Gelb, and Kyu-Han Kim. 2015. TypingRing: A Wearable Ring Platform for Text Input. In Proceedings of the 9th international conference on Mobile systems, applications, and services (MobiSys). ACM.
[30]
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. ACM, 1451--1460.
[31]
Manuel Prätorius, Aaron Scherzinger, and Klaus Hinrichs. 2015. SkInteract: An On-body Interaction System Based on Skin-Texture Recognition. In Human-Computer Interaction--INTERACT 2015. Springer, 425--432.
[32]
Sheng Shen, He Wang, and Romit Roy Choudhury. 2016. I am a Smartwatch and I can Track my Users Arm. In Proceedings of the 14th annual international conference on Mobile systems, applications, and services.
[33]
Srinath Sridhar, Anders Markussen, Antti Oulasvirta, Christian Theobalt, and Sebastian Boring. 2017. WatchSense: On-and Above-Skin Input Sensing through a Wearable Depth Sensor. In Proceedings of the 2017 CHI Conference on Human Factors in Computing Systems. ACM, 3891--3902.
[34]
Yu-Chih Tung and Kang G Shin. 2015. EchoTag: Accurate Infrastructure-Free Indoor Location Tagging with Smartphones. In Proceedings of the 21st Annual International Conference on Mobile Computing and Networking (MobiCom). ACM, 525--536.
[35]
Vladimir Naumovich Vapnik and Vlamimir Vapnik. 1998. Statistical learning theory. Vol. 1. Wiley New York.
[36]
He Wang, Ted Tsung-Te Lai, and Romit Roy Choudhury. 2015. Mole: Motion leaks through smartwatch sensors. In Proceedings of the 21st Annual International Conference on Mobile Computing and Networking. ACM, 155--166.
[37]
Jue Wang, Deepak Vasisht, and Dina Katabi. 2014. RF-IDraw: virtual touch screen in the air using RF signals. In Proceedings of the 2014 ACM conference on SIGCOMM. ACM, 235--246.
[38]
Junjue Wang, Kaichen Zhao, Xinyu Zhang, and Chunyi Peng. 2014. Ubiquitous keyboard for small mobile devices: harnessing multipath fading for fine-grained keystroke localization. In Proceedings of the 12th annual international conference on Mobile systems, applications, and services (MobiSys). ACM, 14--27.
[39]
Martin Weigel, Tong Lu, Gilles Bailly, Antti Oulasvirta, Carmel Majidi, and Jürgen Steimle. 2015. Iskin: flexible, stretchable and visually customizable on-body touch sensors for mobile computing. In Proceedings of the 33rd Annual ACM Conference on Human Factors in Computing Systems. ACM, 2991--3000.
[40]
Martin Weigel, Aditya Shekhar Nittala, Alex Olwal, and Jürgen Steimle. 2017. SkinMarks: Enabling Interactions on Body Landmarks Using Conformal Skin Electronics. In Proceedings of the 2017 CHI Conference on Human Factors in Computing Systems. ACM, 3095--3105.
[41]
Robert Xiao, Gierad Laput, and Chris Harrison. 2014. Expanding the input expressivity of smartwatches with mechanical pan, twist, tilt and click. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems. ACM, 193--196.
[42]
Chao Xu, Parth H Pathak, and Prasant Mohapatra. 2015. Finger-writing with smartwatch: A case for finger and hand gesture recognition using smartwatch. In Proceedings of the 16th International Workshop on Mobile Computing Systems and Applications. ACM, 9--14.
[43]
Sangki Yun, Yi-Chao Chen, and Lili Qiu. 2015. Turning a Mobile Device into a Mouse in the Air. In Proceedings of the 13th Annual International Conference on Mobile Systems, Applications, and Services (MobiSys). ACM, 15--29.
[44]
Yang Zhang, Junhan Zhou, Gierad Laput, and Chris Harrison. 2016. SkinTrack: Using the Body as an Electrical Waveguide for Continuous Finger Tracking on the Skin. In Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems. ACM, 1491--1503.
[45]
Tong Zhu, Qiang Ma, Shanfeng Zhang, and Yunhao Liu. 2014. Context-free Attacks Using Keyboard Acoustic Emanations. In Proceedings of the 2014 ACM SIGSAC Conference on Computer and Communications Security (CCS). ACM, 453--464.
[46]
Li Zhuang, Feng Zhou, and J Doug Tygar. 2009. Keyboard acoustic emanations revisited. ACM Transactions on Information and System Security (TISSEC) 13, 1 (2009), 3.

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    cover image Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies
    Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies  Volume 2, Issue 1
    March 2018
    1370 pages
    EISSN:2474-9567
    DOI:10.1145/3200905
    Issue’s Table of Contents
    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 ACM 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: 26 March 2018
    Accepted: 01 January 2018
    Revised: 01 November 2017
    Received: 01 May 2017
    Published in IMWUT Volume 2, Issue 1

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    Author Tags

    1. Smartwatch
    2. acoustic sensing
    3. around-device interaction
    4. virtual dial plate

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    • Refereed

    Funding Sources

    • Key Research Program of Frontier Sciences,
    • NSF of Jiangsu for Distinguished Young Scientist
    • National key research and development plan
    • Chongqing Research Program of Basic Research and Frontier Technology
    • Google European Doctoral Fellowship in Wireless Networking
    • NSFC

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    • (2024)Understanding Driving Stress in Urban Bangladesh: An Exploratory Study, Wearable Development and ExperimentACM Journal on Computing and Sustainable Societies10.1145/36484342:2(1-28)Online publication date: 13-May-2024
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    • (2024)Enabling WiFi Sensing on New-generation WiFi CardsProceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies10.1145/36338077:4(1-26)Online publication date: 12-Jan-2024
    • (2024)RadarHand: A Wrist-Worn Radar for On-Skin Touch-Based Proprioceptive GesturesACM Transactions on Computer-Human Interaction10.1145/361736531:2(1-36)Online publication date: 29-Jan-2024
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