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Paper Abstract and Keywords
Presentation 2021-03-15 13:15
[Short Paper] Automatic Classification for Product Names and Treatment Stages of Dental Implants in Dental Panoramic Radiographs Using Deep Learning
Kazumasa Yoshii (Gifu Univ.), Shintaro Sukegawa (Kagawa Prefectural Central Hosp.), Takeshi Hara (Gifu Univ.), Katsusuke Yamashita (Towa Manufacturing), Keisuke Nakano, Hitoshi Nagatsuka (Okayama Univ. Grad. Sch.), Yoshihiko Huruki (Kagawa Prefectural Central Hosp.) MI2020-52
Abstract (in Japanese) (See Japanese page) 
(in English) In the treatment of dental implants, it is necessary to identify the product name and treatment stage of the implant before treatment because the instruments used for implant maintenance and prosthetic replacement differ among manufacturers, products, and treatment stages. The classification of the product name and the treatment stage of implants using dental panoramic radiographs is based on the experience of dentists, and the reading of the images is burdensome and may vary among dentists. The purpose of this study is to reduce the burden on dentists by automatically classifying the product name and treatment stage of implants from dental panoramic radiographs. In this study, we used deep learning to classify 11 product names and 3 treatment stages. The accuracy of the product name classification was 0.9736, and the accuracy of the treatment stage classification was 0.9931.
Keyword (in Japanese) (See Japanese page) 
(in English) dental panoramic radiograph / dental implant / deep learning / / / / /  
Reference Info. IEICE Tech. Rep., vol. 120, no. 431, MI2020-52, pp. 23-24, March 2021.
Paper # MI2020-52 
Date of Issue 2021-03-08 (MI) 
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)
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Conference Information
Committee MI  
Conference Date 2021-03-15 - 2021-03-17 
Place (in Japanese) (See Japanese page) 
Place (in English) Online 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Medical Imaging 
Paper Information
Registration To MI 
Conference Code 2021-03-MI 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Automatic Classification for Product Names and Treatment Stages of Dental Implants in Dental Panoramic Radiographs Using Deep Learning 
Sub Title (in English)  
Keyword(1) dental panoramic radiograph  
Keyword(2) dental implant  
Keyword(3) deep learning  
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1st Author's Name Kazumasa Yoshii  
1st Author's Affiliation Gifu University (Gifu Univ.)
2nd Author's Name Shintaro Sukegawa  
2nd Author's Affiliation Kagawa Prefectural Central Hospital (Kagawa Prefectural Central Hosp.)
3rd Author's Name Takeshi Hara  
3rd Author's Affiliation Gifu University (Gifu Univ.)
4th Author's Name Katsusuke Yamashita  
4th Author's Affiliation Towa Manufacturing (Towa Manufacturing)
5th Author's Name Keisuke Nakano  
5th Author's Affiliation Okayama University Graduate School (Okayama Univ. Grad. Sch.)
6th Author's Name Hitoshi Nagatsuka  
6th Author's Affiliation Okayama University Graduate School (Okayama Univ. Grad. Sch.)
7th Author's Name Yoshihiko Huruki  
7th Author's Affiliation Kagawa Prefectural Central Hospital (Kagawa Prefectural Central Hosp.)
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Speaker Author-1 
Date Time 2021-03-15 13:15:00 
Presentation Time 15 minutes 
Registration for MI 
Paper # MI2020-52 
Volume (vol) vol.120 
Number (no) no.431 
Page pp.23-24 
#Pages 2 
Date of Issue 2021-03-08 (MI) 

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