Paper Abstract and Keywords |
Presentation |
2012-01-20 11:25
A study on automated anatomical labeling to abdominal arteries in 3D abdominal CT images by using multil-class AdaBoost
-- Improvement of classifiers of the artery names -- Bui Huy Hoang, Masahiro Oda, Yukitaka Nimura (Meidai), Takayuki Kitasaka (Aichi Institute of Technology), Kazunari Misawa (Aichi Cancer Center Hospital), Michitaka Fujiwara, Kensaku Mori (Meidai) MI2011-148 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
We have developed an automated anatomical labeling method for the abdominal arteries to support understanding of the structure of the arteries for doctors in abdominal surgeries. This method labels artery names by using classifiers constructed with the multi-class AdaBoost. However, miss-labelings of the classifiers were caused in many cases. In this paper, we present a method to improve artery name labeling performance by adjusting weights of the classifiers of the AdaBoost. We also introduce new future values for the classifiers. We applied the proposed method to 38 cases of 3D contrasted abdominal CT images. The average recall and precision rates of the proposed method were 87.6% and 72.5%, respectively. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
arteries / CT image / anatomical labeling / classify / multi-class AdaBoost / / / |
Reference Info. |
IEICE Tech. Rep., vol. 111, no. 389, MI2011-148, pp. 395-400, Jan. 2012. |
Paper # |
MI2011-148 |
Date of Issue |
2012-01-12 (MI) |
ISSN |
Print edition: ISSN 0913-5685 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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MI2011-148 |
Conference Information |
Committee |
MI |
Conference Date |
2012-01-19 - 2012-01-20 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
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Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
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Paper Information |
Registration To |
MI |
Conference Code |
2012-01-MI |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
A study on automated anatomical labeling to abdominal arteries in 3D abdominal CT images by using multil-class AdaBoost |
Sub Title (in English) |
Improvement of classifiers of the artery names |
Keyword(1) |
arteries |
Keyword(2) |
CT image |
Keyword(3) |
anatomical labeling |
Keyword(4) |
classify |
Keyword(5) |
multi-class AdaBoost |
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1st Author's Name |
Bui Huy Hoang |
1st Author's Affiliation |
Nagoya University (Meidai) |
2nd Author's Name |
Masahiro Oda |
2nd Author's Affiliation |
Nagoya University (Meidai) |
3rd Author's Name |
Yukitaka Nimura |
3rd Author's Affiliation |
Nagoya University (Meidai) |
4th Author's Name |
Takayuki Kitasaka |
4th Author's Affiliation |
Aichi Institute of Technology (Aichi Institute of Technology) |
5th Author's Name |
Kazunari Misawa |
5th Author's Affiliation |
Aichi Cancer Center Hospital (Aichi Cancer Center Hospital) |
6th Author's Name |
Michitaka Fujiwara |
6th Author's Affiliation |
Nagoya University (Meidai) |
7th Author's Name |
Kensaku Mori |
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Nagoya University (Meidai) |
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Speaker |
Author-1 |
Date Time |
2012-01-20 11:25:00 |
Presentation Time |
30 minutes |
Registration for |
MI |
Paper # |
MI2011-148 |
Volume (vol) |
vol.111 |
Number (no) |
no.389 |
Page |
pp.395-400 |
#Pages |
6 |
Date of Issue |
2012-01-12 (MI) |
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