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| Presentation | 2014-01-26 13:30 Multi-organ localizations on a large number of CT images by using machine learning and its performance evaluations Shoichi Morita, Xiangrong Zhou, Huayue Chen, Takeshi Hara (Gifu Univ.), Huiyan Jiang (NEU), Ryujiro Yokoyama (Gifu Univ.), Masayuki Kanematsu (Gifu Univ. Hospital), Hiroaki Hoshi, Hiroshi Fujita (Gifu Univ.)  MI2013-62 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | In this study, we propose an approach to accomplish general localization of the different inner organ regions on 3D CT scans using object detections by pattern matching and the majority voting technique. In the experiment, we localized 11 organs from CT image databases scanned difference condition. Moreover we showed the performance evaluation of automatic localization by quantitative evaluation and visual assessment. The average of TP of all organs was 0.95. Furthermore, the detection performance was increased by adding interpolation of resolution and rotation at images. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | CT images / Organ localization / Ensemble learning / Pattern matching / Multi organ / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 113, no. 410, MI2013-62, pp. 37-41, Jan. 2014. | |
| Paper # | MI2013-62 | |
| Date of Issue | 2014-01-19 (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) | |
| Download PDF | MI2013-62 |
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| Conference Information | |
| Committee | MI |
| Conference Date | 2014-01-26 - 2014-01-27 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Bunka Tenbusu Kan |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Computer Assisted Diagnosis and Therapy Based on Computational Anatomy, etc. |
| Paper Information | |
| Registration To | MI |
| Conference Code | 2014-01-MI |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Multi-organ localizations on a large number of CT images by using machine learning and its performance evaluations |
| Sub Title (in English) | |
| Keyword(1) | CT images |
| Keyword(2) | Organ localization |
| Keyword(3) | Ensemble learning |
| Keyword(4) | Pattern matching |
| Keyword(5) | Multi organ |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Shoichi Morita |
| 1st Author's Affiliation | Gifu University (Gifu Univ.) |
| 2nd Author's Name | Xiangrong Zhou |
| 2nd Author's Affiliation | Gifu University (Gifu Univ.) |
| 3rd Author's Name | Huayue Chen |
| 3rd Author's Affiliation | Gifu University (Gifu Univ.) |
| 4th Author's Name | Takeshi Hara |
| 4th Author's Affiliation | Gifu University (Gifu Univ.) |
| 5th Author's Name | Huiyan Jiang |
| 5th Author's Affiliation | Northeastern University (NEU) |
| 6th Author's Name | Ryujiro Yokoyama |
| 6th Author's Affiliation | Gifu University (Gifu Univ.) |
| 7th Author's Name | Masayuki Kanematsu |
| 7th Author's Affiliation | Gifu University Hospital (Gifu Univ. Hospital) |
| 8th Author's Name | Hiroaki Hoshi |
| 8th Author's Affiliation | Gifu University (Gifu Univ.) |
| 9th Author's Name | Hiroshi Fujita |
| 9th Author's Affiliation | Gifu University (Gifu Univ.) |
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| Speaker | Author-1 |
| Date Time | 2014-01-26 13:30:00 |
| Presentation Time | 45 minutes |
| Registration for | MI |
| Paper # | MI2013-62 |
| Volume (vol) | vol.113 |
| Number (no) | no.410 |
| Page | pp.37-41 |
| #Pages | 5 |
| Date of Issue | 2014-01-19 (MI) |
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