TY - GEN
T1 - Hand gesture and on-body touch recognition by active acoustic sensing throughout the human body
AU - Yokota, Tomohiro
AU - Hashida, Tomoko
N1 - Publisher Copyright:
© 2016 Copyright held by the author/owner(s).
Copyright:
Copyright 2017 Elsevier B.V., All rights reserved.
PY - 2016/10/16
Y1 - 2016/10/16
N2 - In this paper, we present a novel acoustic sensing technique that recognizes two convenient input actions: hand gestures and on-body touch. We achieved them by observing the fre-quency spectrum of the wave propagated in the body, around the periphery of the wrist. Our approach can recognize hand gestures and on-body touch concurrently in real-time and is expected to obtain rich input variations by combining them. We conducted a user study that showed classification accu-racy of 97%, 96%, and 97% for hand gestures, touches on the forearm, and touches on the back of the hand.
AB - In this paper, we present a novel acoustic sensing technique that recognizes two convenient input actions: hand gestures and on-body touch. We achieved them by observing the fre-quency spectrum of the wave propagated in the body, around the periphery of the wrist. Our approach can recognize hand gestures and on-body touch concurrently in real-time and is expected to obtain rich input variations by combining them. We conducted a user study that showed classification accu-racy of 97%, 96%, and 97% for hand gestures, touches on the forearm, and touches on the back of the hand.
KW - Acoustic sensing
KW - Combined input
KW - Hand gestures
KW - Machine learning
KW - On-body touch
UR - http://www.scopus.com/inward/record.url?scp=84995579308&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84995579308&partnerID=8YFLogxK
U2 - 10.1145/2984751.2985721
DO - 10.1145/2984751.2985721
M3 - Conference contribution
AN - SCOPUS:84995579308
T3 - UIST 2016 Adjunct - Proceedings of the 29th Annual Symposium on User Interface Software and Technology
SP - 113
EP - 115
BT - UIST 2016 Adjunct - Proceedings of the 29th Annual Symposium on User Interface Software and Technology
PB - Association for Computing Machinery, Inc
T2 - 29th Annual Symposium on User Interface Software and Technology, UIST 2016
Y2 - 16 October 2016 through 19 October 2016
ER -