Paper Abstract and Keywords |
Presentation |
2019-01-22 13:20
[Poster Presentation]
CNN-based lymphedema detection method using CT image Satoki Zenbutsu, Takashi Ohnishi, Shinsuke Akita, Nobuyuki Mitsukawa, Hideaki Haneishi (Chiba Univ.) MI2018-75 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Lymphedema is a disease which is often created after treatment of cancer. In this study, detection of lymphedema is performed using CT image obtained as follow-up after cancer treatment. In the proposed method, a discriminator is generated by extracting ROI, extracting attention to fat layer on CT images and machine learning by CNN. As a result, it was possible to discriminate the possibility of lymphedema with an accuracy of about 85.7%. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Lymphedema / CNN / CT image / Machine Learning / Detection / / / |
Reference Info. |
IEICE Tech. Rep., vol. 118, no. 412, MI2018-75, pp. 57-61, Jan. 2019. |
Paper # |
MI2018-75 |
Date of Issue |
2019-01-15 (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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MI2018-75 |
Conference Information |
Committee |
MI |
Conference Date |
2019-01-22 - 2019-01-23 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
|
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Medical Image Engineering, Analysis, Recognition, etc. |
Paper Information |
Registration To |
MI |
Conference Code |
2019-01-MI |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
CNN-based lymphedema detection method using CT image |
Sub Title (in English) |
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Keyword(1) |
Lymphedema |
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CNN |
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CT image |
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Machine Learning |
Keyword(5) |
Detection |
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1st Author's Name |
Satoki Zenbutsu |
1st Author's Affiliation |
Chiba University (Chiba Univ.) |
2nd Author's Name |
Takashi Ohnishi |
2nd Author's Affiliation |
Chiba University (Chiba Univ.) |
3rd Author's Name |
Shinsuke Akita |
3rd Author's Affiliation |
Chiba University (Chiba Univ.) |
4th Author's Name |
Nobuyuki Mitsukawa |
4th Author's Affiliation |
Chiba University (Chiba Univ.) |
5th Author's Name |
Hideaki Haneishi |
5th Author's Affiliation |
Chiba University (Chiba Univ.) |
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Speaker |
Author-1 |
Date Time |
2019-01-22 13:20:00 |
Presentation Time |
50 minutes |
Registration for |
MI |
Paper # |
MI2018-75 |
Volume (vol) |
vol.118 |
Number (no) |
no.412 |
Page |
pp.57-61 |
#Pages |
5 |
Date of Issue |
2019-01-15 (MI) |
|