Paper Abstract and Keywords |
Presentation |
2021-03-16 16:15
Pre-operative Head CT and Pathological Image Registration using Normalized Cross-Correlation and Dice coefficient Yukinobu Matsuoka, Kento Morita (Mie Univ.), Daisuke Takeda, Takumi Hasegawa (Kobe Univ. Hospital), Tetsushi Wakabayashi (Mie Univ.) MI2020-81 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
The radiation therapy to oral cancer sometimes causes the osteoradionecrosis of jaws which is know as a refractory disease. In recent advances, the excision of necrotic bone by surgical operation is being considered as a effective treatment. The necrotic area is not easily distinguished in pre-operative images including 3D-CT and 3D-MRI. Therefore, in our study, we construct a system to correctly estimate the necrotic area in pre-operative 3D-CT using machine learning. The system requires accurate annotation of necrotic area, therefore we employ the post-operative pathological image of excised bone which is used for definitive diagnosis. This paper proposes a method to register the pre-operative CT to the post-operative pathological images to clarify their spatial relationship. We proposed pre- and post-operative CT images registration and post-operative CT and pathological image registration. Experimental results showed that the proposed method achieved 0.798 of normalized cross correlation and 0.694 of dice coefficient. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Osteoradionecrosis of jaws / CAD / CT image / Pathological image / Image registration / / / |
Reference Info. |
IEICE Tech. Rep., vol. 120, no. 431, MI2020-81, pp. 144-149, March 2021. |
Paper # |
MI2020-81 |
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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MI2020-81 |
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) |
Pre-operative Head CT and Pathological Image Registration using Normalized Cross-Correlation and Dice coefficient |
Sub Title (in English) |
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Keyword(1) |
Osteoradionecrosis of jaws |
Keyword(2) |
CAD |
Keyword(3) |
CT image |
Keyword(4) |
Pathological image |
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Image registration |
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1st Author's Name |
Yukinobu Matsuoka |
1st Author's Affiliation |
Mie University (Mie Univ.) |
2nd Author's Name |
Kento Morita |
2nd Author's Affiliation |
Mie University (Mie Univ.) |
3rd Author's Name |
Daisuke Takeda |
3rd Author's Affiliation |
Kobe University Hospital (Kobe Univ. Hospital) |
4th Author's Name |
Takumi Hasegawa |
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Kobe University Hospital (Kobe Univ. Hospital) |
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Tetsushi Wakabayashi |
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Mie University (Mie Univ.) |
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Speaker |
Author-1 |
Date Time |
2021-03-16 16:15:00 |
Presentation Time |
15 minutes |
Registration for |
MI |
Paper # |
MI2020-81 |
Volume (vol) |
vol.120 |
Number (no) |
no.431 |
Page |
pp.144-149 |
#Pages |
6 |
Date of Issue |
2021-03-08 (MI) |