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Paper Abstract and Keywords
Presentation 2021-01-22 15:35
[Short Paper] Basic examination about wiring status judgment of switchboard by image recognition
Keishi Nishimoto, Takeshi Hirama (itic.pref.ibaraki.jp) MVE2020-40
Abstract (in Japanese) (See Japanese page) 
(in English) In the manufacturing industry, especially in the field of wiring work, the shortage of workers is an issue, and even beginner need to suppress erroneous work such as wiring mistakes and work omissions.
There is a need for a work support system that constantly monitors work, detects wiring mistakes and work omissions, and presents them to workers as needed.
When developing the system, we conducted a basic research on how accurate the work status can be recognized when image recognition processing is used to recognize the work status.
As a result, the combination of VGG11 and adam, and VGG16 and Momentum had the highest accuracy rate, with an accuracy of 98.66%.
Keyword (in Japanese) (See Japanese page) 
(in English) Machine learning / ResNet / VGG / Wiring work / Work status recognition / / /  
Reference Info. IEICE Tech. Rep., vol. 120, no. 319, MVE2020-40, pp. 45-46, Jan. 2021.
Paper # MVE2020-40 
Date of Issue 2021-01-14 (MVE) 
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 MVE2020-40

Conference Information
Committee MVE IPSJ-CVIM  
Conference Date 2021-01-21 - 2021-01-22 
Place (in Japanese) (See Japanese page) 
Place (in English) Online 
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To MVE 
Conference Code 2021-01-MVE-CVIM 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Basic examination about wiring status judgment of switchboard by image recognition 
Sub Title (in English)  
Keyword(1) Machine learning  
Keyword(2) ResNet  
Keyword(3) VGG  
Keyword(4) Wiring work  
Keyword(5) Work status recognition  
Keyword(6)  
Keyword(7)  
Keyword(8)  
1st Author's Name Keishi Nishimoto  
1st Author's Affiliation Industrial Technology Innovation Center Of Ibaraki Prefecture (itic.pref.ibaraki.jp)
2nd Author's Name Takeshi Hirama  
2nd Author's Affiliation Industrial Technology Innovation Center Of Ibaraki Prefecture (itic.pref.ibaraki.jp)
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Speaker Author-1 
Date Time 2021-01-22 15:35:00 
Presentation Time 15 minutes 
Registration for MVE 
Paper # MVE2020-40 
Volume (vol) vol.120 
Number (no) no.319 
Page pp.45-46 
#Pages 2 
Date of Issue 2021-01-14 (MVE) 

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