| 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 | 2018-11-06 18:00 A Study of an Age Estimation Method From Brain MRI Images Using 3D-CNN and Its Application Masaru Ueda, Koichi Ito (Tohoku Univ.), Kai Wu (South China Univ. of Tech.), Kazunori Sato, Yasuyuki Taki (Tohoku Univ.), Hiroshi Fukuda (Tohoku Medical and Pharmaceutical Univ.), Takafumi Aoki (Tohoku Univ.)  MICT2018-57 MI2018-57 |
|
| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | The statistical analysis of brain MR images indicates that the human brain atrophies during normal aging process. The age of subjects can be estimated from brain images by modeling morphological changes. This model can be used to identify brain disorders by evaluating the actual and estimated age. This paper proposes an age estimation method from brain MRI images using 3D Convolutional Neural Network (3D-CNN). Through a set of experiments using T1-weighted images of patients with Alzheimer's disease, the proposed method exhibits the efficient performance on age estimation performance compared with conventional methods. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | MRI / T1-weighted image / age estimation / brain aging / deep learning / CNN / / | |
| Reference Info. | IEICE Tech. Rep., vol. 118, no. 286, MI2018-57, pp. 79-82, Nov. 2018. | |
| Paper # | MI2018-57 | |
| Date of Issue | 2018-10-30 (MICT, 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) | |
| Download PDF | MICT2018-57 MI2018-57 |
|
| Conference Information | |
| Committee | MICT MI |
| Conference Date | 2018-11-06 - 2018-11-06 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | University of Hyogo |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | MI |
| Conference Code | 2018-11-MICT-MI |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Study of an Age Estimation Method From Brain MRI Images Using 3D-CNN and Its Application |
| Sub Title (in English) | |
| Keyword(1) | MRI |
| Keyword(2) | T1-weighted image |
| Keyword(3) | age estimation |
| Keyword(4) | brain aging |
| Keyword(5) | deep learning |
| Keyword(6) | CNN |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Masaru Ueda |
| 1st Author's Affiliation | Tohoku University (Tohoku Univ.) |
| 2nd Author's Name | Koichi Ito |
| 2nd Author's Affiliation | Tohoku University (Tohoku Univ.) |
| 3rd Author's Name | Kai Wu |
| 3rd Author's Affiliation | South China University of Technology (South China Univ. of Tech.) |
| 4th Author's Name | Kazunori Sato |
| 4th Author's Affiliation | Tohoku University (Tohoku Univ.) |
| 5th Author's Name | Yasuyuki Taki |
| 5th Author's Affiliation | Tohoku University (Tohoku Univ.) |
| 6th Author's Name | Hiroshi Fukuda |
| 6th Author's Affiliation | Tohoku Medical and Pharmaceutical University (Tohoku Medical and Pharmaceutical Univ.) |
| 7th Author's Name | Takafumi Aoki |
| 7th Author's Affiliation | Tohoku University (Tohoku Univ.) |
| 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 | 2018-11-06 18:00:00 |
| Presentation Time | 20 minutes |
| Registration for | MI |
| Paper # | MICT2018-57, MI2018-57 |
| Volume (vol) | vol.118 |
| Number (no) | no.285(MICT), no.286(MI) |
| Page | pp.79-82 |
| #Pages | 4 |
| Date of Issue | 2018-10-30 (MICT, MI) |
[Return to Top Page]