Paper Abstract and Keywords |
Presentation |
2015-03-16 10:55
Feature Analysis for Diffuse Lung Disease with Deep Convolutional Neural Network Satoshi Suzuki, Hayaru Shouno (UEC), Shoji Kido (Yamaguchi Univ.) MBE2014-163 NC2014-114 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
The computer aided diagnosis (CAD) system is desired to develop for supporing physicians to diagnose the diffuse lung diseeases (DLD).In order to devlop the system, we a DLD feature analysis method with deep convolutional neural network (DCNN) for the classification of DLDs.DCNN is a kind of multi layer neural network which can automatically extract features express the input data, however,it requires larage amount of training data.In the field of medical image analysis, the number of acquired data sometimes too few to train the learning system.Thus, we introduce a kind of semi-supervised learning (SSL) method to train the DCNN, that iswe apply natural image, which we can easily collect in massive, for the unlabeled data, and the small number of the DLD image as the labeled data.We compare DCNNs with training of i) DLD CT images only, ii) natural images only, and iii) DLC CT images + natural images, and show the result of case iii) would be better DCNN feature rather than those of others. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Deep Convolutional Neural Network / Semi-supervised Learning / Diffuse Lung Disease image analysis / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 114, no. 515, NC2014-114, pp. 259-264, March 2015. |
Paper # |
NC2014-114 |
Date of Issue |
2015-03-09 (MBE, NC) |
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 |
MBE2014-163 NC2014-114 |
Conference Information |
Committee |
NC MBE |
Conference Date |
2015-03-16 - 2015-03-17 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Tamagawa University |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
ME, etc |
Paper Information |
Registration To |
NC |
Conference Code |
2015-03-NC-MBE |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Feature Analysis for Diffuse Lung Disease with Deep Convolutional Neural Network |
Sub Title (in English) |
|
Keyword(1) |
Deep Convolutional Neural Network |
Keyword(2) |
Semi-supervised Learning |
Keyword(3) |
Diffuse Lung Disease image analysis |
Keyword(4) |
|
Keyword(5) |
|
Keyword(6) |
|
Keyword(7) |
|
Keyword(8) |
|
1st Author's Name |
Satoshi Suzuki |
1st Author's Affiliation |
University of Electro-Communications (UEC) |
2nd Author's Name |
Hayaru Shouno |
2nd Author's Affiliation |
University of Electro-Communications (UEC) |
3rd Author's Name |
Shoji Kido |
3rd Author's Affiliation |
Yamaguchi University (Yamaguchi 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 |
() |
19th Author's Name |
|
19th Author's Affiliation |
() |
20th Author's Name |
|
20th Author's Affiliation |
() |
Speaker |
Author-1 |
Date Time |
2015-03-16 10:55:00 |
Presentation Time |
25 minutes |
Registration for |
NC |
Paper # |
MBE2014-163, NC2014-114 |
Volume (vol) |
vol.114 |
Number (no) |
no.514(MBE), no.515(NC) |
Page |
pp.259-264 |
#Pages |
6 |
Date of Issue |
2015-03-09 (MBE, NC) |
|