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| Presentation | 2024-03-14 15:10 Diagnosis Support System for Oral Mucosal Diseases Development Which Using Tendency of User's Select a Diseases Area Taiyo Sato (NIT), Taishi Ohtani, Manabu Habu, Kazuhiro Tominaga (KDU), Keiichi Horio (Kyutech), Nanto Ozaki (NIT)  SIS2023-51 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | The Diagnosis Support System for Oral Mucosal Diseases is a system designed to assist dentists. The input to the system is an image from which the user cuts out the disease area from the oral. Therefore, there is a problem that the location and the range of the suspected disease area differ depending on the person who performs the extraction, and the identification result differs. Assuming that the range set by the specialist is the correct range, the system was improved for dentists who tend to have larger range than the range set by the specialist. In this report, the system is improved to focus on the outside of the cutout range for dentists who tend to have small range. We verify whether ensemble learning using multiple local images different from the cropped image as input images is effective in improving the discrimination rate. Considered that information such as teeth and opening instruments that exist outside of the disease area may change the extracted feature values and affect the identification. Set unaffected colors from features effective for identification and process oral images. We will investigate the effectiveness of this method by comparing the identification rate of the oral mucosal images after processing and before processing. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Oral Mucosa Diagnosis / Diagnostic Support / Ensemble Learning / / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 123, no. 440, SIS2023-51, pp. 33-38, March 2024. | |
| Paper # | SIS2023-51 | |
| Date of Issue | 2024-03-07 (SIS) | |
| 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 | SIS2023-51 |
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| Conference Information | |
| Committee | SIS |
| Conference Date | 2024-03-14 - 2024-03-15 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Kanagawa Institute of Technology |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Soft computing, etc. |
| Paper Information | |
| Registration To | SIS |
| Conference Code | 2024-03-SIS |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Diagnosis Support System for Oral Mucosal Diseases Development Which Using Tendency of User's Select a Diseases Area |
| Sub Title (in English) | |
| Keyword(1) | Oral Mucosa Diagnosis |
| Keyword(2) | Diagnostic Support |
| Keyword(3) | Ensemble Learning |
| Keyword(4) | |
| Keyword(5) | |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Taiyo Sato |
| 1st Author's Affiliation | National Institute of Technology, Oshima College (NIT) |
| 2nd Author's Name | Taishi Ohtani |
| 2nd Author's Affiliation | Kyushu Dental College,department of dentistry (KDU) |
| 3rd Author's Name | Manabu Habu |
| 3rd Author's Affiliation | Kyushu Dental College,department of dentistry (KDU) |
| 4th Author's Name | Kazuhiro Tominaga |
| 4th Author's Affiliation | Kyushu Dental College,department of dentistry (KDU) |
| 5th Author's Name | Keiichi Horio |
| 5th Author's Affiliation | Kyushu Institute of Technology,Graduate School of Life Science and Systems Engineering (Kyutech) |
| 6th Author's Name | Nanto Ozaki |
| 6th Author's Affiliation | National Institute of Technology, Oshima College (NIT) |
| Speaker | Author-1 |
| Date Time | 2024-03-14 15:10:00 |
| Presentation Time | 20 minutes |
| Registration for | SIS |
| Paper # | SIS2023-51 |
| Volume (vol) | vol.123 |
| Number (no) | no.440 |
| Page | pp.33-38 |
| #Pages | 6 |
| Date of Issue | 2024-03-07 (SIS) |
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