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Paper Abstract and Keywords
Presentation 2024-02-23 16:00
A Piano-Fingering Recognition Method for Overlapped Fingers based on Machine Learning of Sequential Hand Images
Takuto Yagawa, Ryo Miyoshi, Shuichi Akizuki, Manabu Hashimoto (Chukyo Univ.) HIP2023-111
Abstract (in Japanese) (See Japanese page) 
(in English) The purpose of this study is to propose a piano-fingering recognition method for educating beginners and analyzing experts in piano player. In fingering recognition, overlapped fingers are considered a problem because the fingers are unobservable. However, the movement of hand have a tendency for each finger in keystroke due to the structure of the hand. We analyzed the appearance in keystroke for each finger and found that these tendencies were observed as before and after movements around the keyboard that was stroked. In this study, we proposed a fingering recognition method for overlapped fingers based on machine learning of sequential hand images around the keyboard that was stroked. In the experiment, after learning 25008 keystrokes, the proposed method achieves a recognition success rate of 90.2% for overlapped fingers.
Keyword (in Japanese) (See Japanese page) 
(in English) Piano-Fingering Recognition / Human-sensing / Overlapped / CNN / Music / / /  
Reference Info. IEICE Tech. Rep., vol. 123, no. 386, HIP2023-111, pp. 90-94, Feb. 2024.
Paper # HIP2023-111 
Date of Issue 2024-02-15 (HIP) 
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 HIP2023-111

Conference Information
Committee HIP ITE-HI VRPSY ASJ-H  
Conference Date 2024-02-22 - 2024-02-23 
Place (in Japanese) (See Japanese page) 
Place (in English)  
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To HIP 
Conference Code 2024-02-HIP-HI 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) A Piano-Fingering Recognition Method for Overlapped Fingers based on Machine Learning of Sequential Hand Images 
Sub Title (in English)  
Keyword(1) Piano-Fingering Recognition  
Keyword(2) Human-sensing  
Keyword(3) Overlapped  
Keyword(4) CNN  
Keyword(5) Music  
Keyword(6)  
Keyword(7)  
Keyword(8)  
1st Author's Name Takuto Yagawa  
1st Author's Affiliation Chukyo University (Chukyo Univ.)
2nd Author's Name Ryo Miyoshi  
2nd Author's Affiliation Chukyo University (Chukyo Univ.)
3rd Author's Name Shuichi Akizuki  
3rd Author's Affiliation Chukyo University (Chukyo Univ.)
4th Author's Name Manabu Hashimoto  
4th Author's Affiliation Chukyo University (Chukyo Univ.)
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Speaker Author-1 
Date Time 2024-02-23 16:00:00 
Presentation Time 20 minutes 
Registration for HIP 
Paper # HIP2023-111 
Volume (vol) vol.123 
Number (no) no.386 
Page pp.90-94 
#Pages 5 
Date of Issue 2024-02-15 (HIP) 

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