• KSII Transactions on Internet and Information Systems
    Monthly Online Journal (eISSN: 1976-7277)

A Hand Gesture Recognition Method using Inertial Sensor for Rapid Operation on Embedded Device


Abstract

We propose a hand gesture recognition method that is compatible with a head-up display (HUD) including small processing resource. For fast link adaptation with HUD, it is necessary to rapidly process gesture recognition and send the minimum amount of driver hand gesture data from the wearable device. Therefore, we use a method that recognizes each hand gesture with an inertial measurement unit (IMU) sensor based on revised correlation matching. The method of gesture recognition is executed by calculating the correlation between every axis of the acquired data set. By classifying pre-defined gesture values and actions, the proposed method enables rapid recognition. Furthermore, we evaluate the performance of the algorithm, which can be implanted within wearable bands, requiring a minimal process load. The experimental results evaluated the feasibility and effectiveness of our decomposed correlation matching method. Furthermore, we tested the proposed algorithm to confirm the effectiveness of the system using pre-defined gestures of specific motions with a wearable platform device. The experimental results validated the feasibility and effectiveness of the proposed hand gesture recognition system. Despite being based on a very simple concept, the proposed algorithm showed good performance in recognition accuracy


Statistics

Show / Hide Statistics

Statistics (Cumulative Counts from December 1st, 2015)
Multiple requests among the same browser session are counted as one view.
If you mouse over a chart, the values of data points will be shown.


Cite this article

[IEEE Style]
S. Lee, J. Lee and H. Cho, "A Hand Gesture Recognition Method using Inertial Sensor for Rapid Operation on Embedded Device," KSII Transactions on Internet and Information Systems, vol. 14, no. 2, pp. 757-770, 2020. DOI: 10.3837/tiis.2020.02.016.

[ACM Style]
Sangyub Lee, Jaekyu Lee, and Hyeonjoong Cho. 2020. A Hand Gesture Recognition Method using Inertial Sensor for Rapid Operation on Embedded Device. KSII Transactions on Internet and Information Systems, 14, 2, (2020), 757-770. DOI: 10.3837/tiis.2020.02.016.