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Hand pose estimation based on active bone-conducted sound sensing

Published: 12 September 2016 Publication History

Abstract

Estimating hand poses is essential to achieve intuitive user interfaces. In Virtual Reality, an infrared (IR) camera is used for hand tracking, and direct manipulation can be accomplished by using hands. Additionally, wearable devices have also attracted attention because of their portability. We have developed a method based on the use of a wearable device to estimate the joint angle, which can be determined using the amplitude of vibration. However, the joint angle, which can be estimated, is limited to particular joints. Therefore, our proposed method determines the hand pose based on active bone-conducted sound sensing toward intuitive user interfaces. We employed the power spectral density as a feature, thereby enabling the hand pose to be classified with a support vector machine. We confirmed the recognition accuracy and the feasibility of our proposed method through evaluation experiments.

References

[1]
Laput G., Yang C., Xiao R., Sample A., and Harrison C. 2015. EM-Sense: Touch Recognition of Uninstrumented, Electrical and Electromechanical Objects. In Proc. UIST. 157--166.
[2]
Takemura K., Ito A., Takamatsu J., and Ogasawara T. 2011. Active bone-conducted sound sensing for wearable interfaces. In Adjunct Proc. UIST. 53--54.
[3]
Fukui R., Watanabe M., Shimosaka M., and Sato T. 2015. Hand shape classification in various pronation angles using a wearable wrist contour sensor. Advanced Robotics 29, 1 (2015), 3--11.
[4]
Okawa Y. and Takemura K. 2015. Haptic-enabled Active Bone-Conducted Sound Sensing. In Adjunct Proc. UIST. 87--88.
[5]
Zhang Y., Zhou J., Laput G., and Harrison C. 2016. SkinTrack: Using the Body As an Electrical Waveguide for Continuous Finger Tracking on the Skin. In Proc. CHI. 1491--1503.

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  • (2024)Active Acoustic Sensing Based Authentication System Using a Door HandleProceedings of the International Conference on Mobile and Ubiquitous Multimedia10.1145/3701571.3701587(324-330)Online publication date: 1-Dec-2024
  • (2024)Water Level Recognition by Analyzing the Sound when Pouring WaterCompanion of the 2024 on ACM International Joint Conference on Pervasive and Ubiquitous Computing10.1145/3675094.3678440(464-469)Online publication date: 5-Oct-2024
  • (2023)Identification and Authentication using Clavicles2023 62nd Annual Conference of the Society of Instrument and Control Engineers (SICE)10.23919/SICE59929.2023.10354211(1141-1145)Online publication date: 6-Sep-2023
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cover image ACM Conferences
UbiComp '16: Proceedings of the 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing: Adjunct
September 2016
1807 pages
ISBN:9781450344623
DOI:10.1145/2968219
Permission to make digital or hard copies of part or all 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 third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 12 September 2016

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Author Tags

  1. active sensing
  2. hand pose estimation
  3. vibration
  4. wearable interface

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UbiComp '16

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Overall Acceptance Rate 764 of 2,912 submissions, 26%

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Cited By

View all
  • (2024)Active Acoustic Sensing Based Authentication System Using a Door HandleProceedings of the International Conference on Mobile and Ubiquitous Multimedia10.1145/3701571.3701587(324-330)Online publication date: 1-Dec-2024
  • (2024)Water Level Recognition by Analyzing the Sound when Pouring WaterCompanion of the 2024 on ACM International Joint Conference on Pervasive and Ubiquitous Computing10.1145/3675094.3678440(464-469)Online publication date: 5-Oct-2024
  • (2023)Identification and Authentication using Clavicles2023 62nd Annual Conference of the Society of Instrument and Control Engineers (SICE)10.23919/SICE59929.2023.10354211(1141-1145)Online publication date: 6-Sep-2023
  • (2023)A Review of Hand Gesture Recognition Systems Based on Noninvasive Wearable SensorsAdvanced Intelligent Systems10.1002/aisy.2023002075:10Online publication date: 20-Jul-2023
  • (2022)Emerging Wearable Interfaces and Algorithms for Hand Gesture Recognition: A SurveyIEEE Reviews in Biomedical Engineering10.1109/RBME.2021.307819015(85-102)Online publication date: 2022
  • (2022)Transferable Shape Estimation of Soft Pneumatic Actuators Based on Active Vibroacoustic SensingIEEE Robotics and Automation Letters10.1109/LRA.2022.31926307:4(9849-9856)Online publication date: Oct-2022
  • (2022)Hand Gesture Recognition With Acoustic Myography and Wavelet Scattering TransformIEEE Access10.1109/ACCESS.2022.321214610(107526-107535)Online publication date: 2022
  • (2022)Sensor and Actuator Electronic System for Active Hand Pose SensingSensors and Microsystems10.1007/978-3-031-08136-1_45(289-294)Online publication date: 29-Jun-2022
  • (2021)Wearable Ultrasound-Based Decoding of Simultaneous Wrist/Hand KinematicsIEEE Transactions on Industrial Electronics10.1109/TIE.2020.302003768:9(8667-8675)Online publication date: Sep-2021
  • (2021)Feasibility Validation on Healthy Adults of a Novel Active Vibrational Sensing Based Ankle Band for Ankle Flexion Angle EstimationIEEE Open Journal of Engineering in Medicine and Biology10.1109/OJEMB.2021.31302062(314-319)Online publication date: 2021
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