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Paper Abstract and Keywords
Presentation 2023-03-13 13:10
sEMG-based Gesture Authentication for Smartwatch
Akihisa Watanabe, Ryo Iijima, Tatsuya Mori (Waseda Univ.,) ICSS2022-50
Abstract (in Japanese) (See Japanese page) 
(in English) We propose a gesture-based user recognition system using sEMG signals for smartwatches.
We designed the system to realize sEMG authentication with an inexpensive 1-channel sEMG sensor, whereas expensive medical devices with 32 or more channels have been used in the previous researches.
We conducted preprocessing, feature extraction, machine learning model construction, and evaluation of 11 types of gestures for 19 experimental participants.
We conducted a user study with 19 participants on 11 types of gestures to collect sEMG data, and conducted preprocessing, feature extraction, machine learning model construction, and evaluation.
The basic evaluation showed that the models can be constructed with high accuracy (AUC=95%, EER=11%), and that the percentage reduction in AUC by robustness evaluation is within 1-2%, indicating that the models are robust against attacks assumed in a real-world scenario.
Keyword (in Japanese) (See Japanese page) 
(in English) Biometrics / Bio-signals / surface Electromyography (sEMG) / User recognition by gesture / / / /  
Reference Info. IEICE Tech. Rep., vol. 122, no. 422, ICSS2022-50, pp. 13-18, March 2023.
Paper # ICSS2022-50 
Date of Issue 2023-03-06 (ICSS) 
ISSN Online edition: ISSN 2432-6380
Copyright
and
reproduction		 All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034)
Download PDF ICSS2022-50

Conference Information
Committee ICSS IPSJ-SPT  
Conference Date 2023-03-13 - 2023-03-14 
Place (in Japanese) (See Japanese page) 
Place (in English) Okinawaken Seinenkaikan 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Security, Trust, etc. 
Paper Information
Registration To ICSS 
Conference Code 2023-03-ICSS-SPT 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) sEMG-based Gesture Authentication for Smartwatch 
Sub Title (in English)  
Keyword(1) Biometrics  
Keyword(2) Bio-signals  
Keyword(3) surface Electromyography (sEMG)  
Keyword(4) User recognition by gesture  
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Keyword(6)  
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1st Author's Name Akihisa Watanabe  
1st Author's Affiliation Waseda University (Waseda Univ.,)
2nd Author's Name Ryo Iijima  
2nd Author's Affiliation Waseda University (Waseda Univ.,)
3rd Author's Name Tatsuya Mori  
3rd Author's Affiliation Waseda University (Waseda Univ.,)
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Speaker Author-1 
Date Time 2023-03-13 13:10:00 
Presentation Time 20 minutes 
Registration for ICSS 
Paper # ICSS2022-50 
Volume (vol) vol.122 
Number (no) no.422 
Page pp.13-18 
#Pages 6 
Date of Issue 2023-03-06 (ICSS) 

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