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| Presentation | 2017-11-06 10:00 Automated Initialization of 2D-3D Registration of Rib Cage from Chest Radiography using Convolutional Neural Network Mototaka Kabashima, Yuta Hiasa, Yoshito Otake (NAIST), Rie Tanaka, Shigeru Sanada (Kanazawa Univ.), Yoshinobu Sato (NAIST)  MICT2017-27 MI2017-49 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | The difficulties in automation of 2D-3D registration are two-folds: initialization and failure detection. In this paper, we focus on automation of the initial pose estimation using a convolutional neural network (CNN). We describe our initial attempts in 2D-3D registration of the rib bones. We learned the CNN using digitally reconstructed radiographs generated from the CT volumes, which outputs the likelihood map of the rib bones in the chest radiography. We discuss the accuracy of the likelihood map and initial pose estimation using the likelihood map. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Chest radiography / Convolutional Neural Network / 2D-3D Registration / Rib cage / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 117, no. 281, MI2017-49, pp. 5-8, Nov. 2017. | |
| Paper # | MI2017-49 | |
| Date of Issue | 2017-10-30 (MICT, 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 | MICT2017-27 MI2017-49 |
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| Conference Information | |
| Committee | MI MICT |
| Conference Date | 2017-11-06 - 2017-11-06 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Sunport Hall Takamatsu |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Medical Imaging, etc. |
| Paper Information | |
| Registration To | MI |
| Conference Code | 2017-11-MI-MICT |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Automated Initialization of 2D-3D Registration of Rib Cage from Chest Radiography using Convolutional Neural Network |
| Sub Title (in English) | |
| Keyword(1) | Chest radiography |
| Keyword(2) | Convolutional Neural Network |
| Keyword(3) | 2D-3D Registration |
| Keyword(4) | Rib cage |
| Keyword(5) | |
| Keyword(6) | |
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| Keyword(8) | |
| 1st Author's Name | Mototaka Kabashima |
| 1st Author's Affiliation | Nara Institute of Science and Technology (NAIST) |
| 2nd Author's Name | Yuta Hiasa |
| 2nd Author's Affiliation | Nara Institute of Science and Technology (NAIST) |
| 3rd Author's Name | Yoshito Otake |
| 3rd Author's Affiliation | Nara Institute of Science and Technology (NAIST) |
| 4th Author's Name | Rie Tanaka |
| 4th Author's Affiliation | Kanazawa University (Kanazawa Univ.) |
| 5th Author's Name | Shigeru Sanada |
| 5th Author's Affiliation | Kanazawa University (Kanazawa Univ.) |
| 6th Author's Name | Yoshinobu Sato |
| 6th Author's Affiliation | Nara Institute of Science and Technology (NAIST) |
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| Speaker | Author-1 |
| Date Time | 2017-11-06 10:00:00 |
| Presentation Time | 20 minutes |
| Registration for | MI |
| Paper # | MICT2017-27, MI2017-49 |
| Volume (vol) | vol.117 |
| Number (no) | no.280(MICT), no.281(MI) |
| Page | pp.5-8 |
| #Pages | 4 |
| Date of Issue | 2017-10-30 (MICT, MI) |
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