| IEICE Technical Committee Submission System Conference Paper's Information |
Online Proceedings [Sign in] Tech. Rep. Archives |
| Go Top Page | Go Previous | [Japanese] / [English] |
| Paper Abstract and Keywords | ||
| Presentation | 2017-07-06 16:15 An Automated Method for Generating Training Data for Image Registration Using Deep Learning Masato Ito, Fumihiko Ino, Kenichi Hagihara (Osaka Univ.)  MI2017-28 |
|
| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | In this paper, we propose an automated method for generating training data that realizes image registration with deep learning. The proposed method minimizes efforts required for supervised learning by automatically generating millions of training sets from tens of vector fields obtained with actual registration. To automate this procedure, we produce a floating image by applying a vector field $Phi$ to a reference image and obtain the vector field for these images from the inverse vector of $Phi$. In experiments, the proposed method took 33 minutes to produce approximately 170,000 training sets from approximately 670,000 2-D magnetic resonance (MR) images and 30 vector fields generated with a previous registration method. We further trained GoogLeNet with these training sets and performed holdout validation to compare the proposed method with the previous registration method in terms of recall and precision. As a result, the proposed method increased recall and precision from 50% to 80%, predicting deformation vectors more correctly. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Image registration / nonrigid registration / deep learning / training data / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 117, no. 117, MI2017-28, pp. 11-16, July 2017. | |
| Paper # | MI2017-28 | |
| Date of Issue | 2017-06-29 (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 | MI2017-28 |
|
| Conference Information | |
| Committee | MI |
| Conference Date | 2017-07-06 - 2017-07-07 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Tohoku Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Medical Imaging, etc. |
| Paper Information | |
| Registration To | MI |
| Conference Code | 2017-07-MI |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | An Automated Method for Generating Training Data for Image Registration Using Deep Learning |
| Sub Title (in English) | |
| Keyword(1) | Image registration |
| Keyword(2) | nonrigid registration |
| Keyword(3) | deep learning |
| Keyword(4) | training data |
| Keyword(5) | |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Masato Ito |
| 1st Author's Affiliation | Osaka University (Osaka Univ.) |
| 2nd Author's Name | Fumihiko Ino |
| 2nd Author's Affiliation | Osaka University (Osaka Univ.) |
| 3rd Author's Name | Kenichi Hagihara |
| 3rd Author's Affiliation | Osaka University (Osaka Univ.) |
| 4th Author's Name | |
| 4th Author's Affiliation | () |
| 5th Author's Name | |
| 5th Author's Affiliation | () |
| 6th Author's Name | |
| 6th Author's Affiliation | () |
| 7th Author's Name | |
| 7th Author's Affiliation | () |
| 8th Author's Name | |
| 8th Author's Affiliation | () |
| 9th Author's Name | |
| 9th Author's Affiliation | () |
| 10th Author's Name | |
| 10th Author's Affiliation | () |
| 11th Author's Name | |
| 11th Author's Affiliation | () |
| 12th Author's Name | |
| 12th Author's Affiliation | () |
| 13th Author's Name | |
| 13th Author's Affiliation | () |
| 14th Author's Name | |
| 14th Author's Affiliation | () |
| 15th Author's Name | |
| 15th Author's Affiliation | () |
| 16th Author's Name | |
| 16th Author's Affiliation | () |
| 17th Author's Name | |
| 17th Author's Affiliation | () |
| 18th Author's Name | |
| 18th Author's Affiliation | () |
| Speaker | Author-1 |
| Date Time | 2017-07-06 16:15:00 |
| Presentation Time | 30 minutes |
| Registration for | MI |
| Paper # | MI2017-28 |
| Volume (vol) | vol.117 |
| Number (no) | no.117 |
| Page | pp.11-16 |
| #Pages | 6 |
| Date of Issue | 2017-06-29 (MI) |
[Return to Top Page]