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Microgesture detection for remote interaction with mobile devices

Published: 06 September 2016 Publication History

Abstract

The rise of smart rings enables for ubiquitous control of computers that are wearable or mobile. We developed a ring interface using a 9 DOF IMU for detecting microgestures that can be executed while performing another task that involve hands, e.g. riding a bicycle. For the gesture classification we implemented 4 classifiers that run on the Android operating system without the need of clutch events. In a user study, we compared the success of 4 classifiers in a cycling scenario. We found that Random Forest (RF) works better for microgesture detection on Android than Dynamic Time Warping (DTW), K-Nearest-Neighbor (KNN), and than a Threshold (TH)-based approach as it has the best detection rate while it runs in real-time on Android. This work shell encourages other researchers to develop further mobile applications for using remote microgesture control in encumbered contexts.

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Cited By

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  • (2023)Transferable Microgestures Across Hand Posture and Location Constraints: Leveraging the Middle, Ring, and Pinky FingersProceedings of the 36th Annual ACM Symposium on User Interface Software and Technology10.1145/3586183.3606713(1-17)Online publication date: 29-Oct-2023
  • (2023)SparseIMU: Computational Design of Sparse IMU Layouts for Sensing Fine-grained Finger MicrogesturesACM Transactions on Computer-Human Interaction10.1145/356989430:3(1-40)Online publication date: 10-Jun-2023
  • (2023)“I Could Wear It All of the Time, Just Like My Wedding Ring:” Insights into Older People’s Perceptions of Smart RingsExtended Abstracts of the 2023 CHI Conference on Human Factors in Computing Systems10.1145/3544549.3585771(1-8)Online publication date: 19-Apr-2023
  • Show More Cited By

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    cover image ACM Conferences
    MobileHCI '16: Proceedings of the 18th International Conference on Human-Computer Interaction with Mobile Devices and Services Adjunct
    September 2016
    664 pages
    ISBN:9781450344135
    DOI:10.1145/2957265
    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: 06 September 2016

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    Author Tags

    1. bio-mechanic
    2. encumbered contexts
    3. ergonomics
    4. gesture
    5. microgesture

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    Cited By

    View all
    • (2023)Transferable Microgestures Across Hand Posture and Location Constraints: Leveraging the Middle, Ring, and Pinky FingersProceedings of the 36th Annual ACM Symposium on User Interface Software and Technology10.1145/3586183.3606713(1-17)Online publication date: 29-Oct-2023
    • (2023)SparseIMU: Computational Design of Sparse IMU Layouts for Sensing Fine-grained Finger MicrogesturesACM Transactions on Computer-Human Interaction10.1145/356989430:3(1-40)Online publication date: 10-Jun-2023
    • (2023)“I Could Wear It All of the Time, Just Like My Wedding Ring:” Insights into Older People’s Perceptions of Smart RingsExtended Abstracts of the 2023 CHI Conference on Human Factors in Computing Systems10.1145/3544549.3585771(1-8)Online publication date: 19-Apr-2023
    • (2023)iFAD Gestures: Understanding Users’ Gesture Input Performance with Index-Finger Augmentation DevicesProceedings of the 2023 CHI Conference on Human Factors in Computing Systems10.1145/3544548.3580928(1-17)Online publication date: 19-Apr-2023
    • (2023)The Stretchy Strap: supporting encumbered interaction with guitarsJournal of New Music Research10.1080/09298215.2023.227483252:1(19-40)Online publication date: 10-Nov-2023
    • (2021)GestuRING: A Web-based Tool for Designing Gesture Input with Rings, Ring-Like, and Ring-Ready DevicesThe 34th Annual ACM Symposium on User Interface Software and Technology10.1145/3472749.3474780(710-723)Online publication date: 10-Oct-2021
    • (2021)Ubiquitous Interactions for Heads-Up Computing: Understanding Users’ Preferences for Subtle Interaction Techniques in Everyday SettingsProceedings of the 23rd International Conference on Mobile Human-Computer Interaction10.1145/3447526.3472035(1-15)Online publication date: 27-Sep-2021
    • (2021)SoloFinger: Robust Microgestures while Grasping Everyday ObjectsProceedings of the 2021 CHI Conference on Human Factors in Computing Systems10.1145/3411764.3445197(1-15)Online publication date: 6-May-2021
    • (2018)The Handlebar as an Input Field: Evaluating Finger Gestures Designed for Bicycle RidersAdvances in Human Aspects of Transportation10.1007/978-3-319-93885-1_59(648-659)Online publication date: 28-Jun-2018
    • (2017)Investigating interaction with a ring form factorProceedings of the 16th International Conference on Mobile and Ubiquitous Multimedia10.1145/3152832.3152870(107-111)Online publication date: 26-Nov-2017
    • Show More Cited By

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