TY - JOUR
T1 - An improved computer interface comprising a recurrent neural network and a natural user interface
AU - Yang, Jiachen
AU - Horie, Ryota
N1 - Publisher Copyright:
© 2015 The Authors. Published by Elsevier B.V.
Copyright:
Copyright 2017 Elsevier B.V., All rights reserved.
PY - 2015
Y1 - 2015
N2 - We developed an interface system by which a user can operate a computer with hand and finger movements. To implement the interface, we used a gesture sensor to acquire the movement-based data. A recurrent neural network (RNN) was included to discriminate types of gestures. Using the proposed interface, high recognition rates were obtained for simple gestures, while the recognition rates of complicated gestures were low. To improve the rate of accuracy in recognizing complicated gestures, we investigated the dependency of factors on the rate of recognition in the RNN learning process and identified settings to refine these factors.
AB - We developed an interface system by which a user can operate a computer with hand and finger movements. To implement the interface, we used a gesture sensor to acquire the movement-based data. A recurrent neural network (RNN) was included to discriminate types of gestures. Using the proposed interface, high recognition rates were obtained for simple gestures, while the recognition rates of complicated gestures were low. To improve the rate of accuracy in recognizing complicated gestures, we investigated the dependency of factors on the rate of recognition in the RNN learning process and identified settings to refine these factors.
KW - Back propagation through time
KW - Computer interface
KW - Leap motion
KW - Natural user interface
KW - Recurrent neural network
UR - http://www.scopus.com/inward/record.url?scp=84941069369&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84941069369&partnerID=8YFLogxK
U2 - 10.1016/j.procs.2015.08.213
DO - 10.1016/j.procs.2015.08.213
M3 - Conference article
AN - SCOPUS:84941069369
VL - 60
SP - 1386
EP - 1395
JO - Procedia Computer Science
JF - Procedia Computer Science
SN - 1877-0509
IS - 1
T2 - 19th International Conference on Knowledge Based and Intelligent Information and Engineering Systems, KES 2015
Y2 - 7 September 2015 through 9 September 2015
ER -