Sensor-based gesture recognition with convolutional neural networks

Andrew Guo Wang

doi:10.1117/12.2685659

15 August 2023 Sensor-based gesture recognition with convolutional neural networks

Andrew Guo Wang

Proceedings Volume 12719, Second International Conference on Electronic Information Technology (EIT 2023); 127193Z (2023) https://doi.org/10.1117/12.2685659
Event: Second International Conference on Electronic Information Technology (EIT 2023), 2023, Wuhan, China

Abstract

Recently, sensor-based gesture recognition has shown its importance through its various practical uses in the fields of control systems, medical monitoring and judging abnormal behaviors. Deep learning has been widely implemented in sensor-based gesture recognition problems, and the results prove its effectiveness. In this article, we propose a recognition model based on convolutional neural networks (CNNs) and apply it to smartphone-based data. The average classification accuracy is better than that of traditional machine learning models, which is 69.24% on this dataset. Furthermore, we analyze the effect of different factors on the result of the CNN model.

Citation Download Citation

Andrew Guo Wang "Sensor-based gesture recognition with convolutional neural networks", Proc. SPIE 12719, Second International Conference on Electronic Information Technology (EIT 2023), 127193Z (15 August 2023); https://doi.org/10.1117/12.2685659

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available