Information: Join today and make your research activities more affordable! Technical workshop participation fees and annual registration fees are available at member rates.
Notice: [Important] Announcement of Changes to Registration Fee Payment and Manuscript Upload Procedures for IEICE Technical Meetings
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 2011-03-09 10:40
Effect of Pre-processing and Sampling Sizes on Performance of Neural Networks for Detection of Abnormal Positions from X-ray Images of Chest
Takahiro Sasaki, Kentaro Kinoshita, Satoru Kishida, Yoshiharu Hirata, Seigo Yamada (Tottori Univ.) NC2010-188
Abstract (in Japanese) (See Japanese page) 
(in English) We constructed systems with neural networks for detection of abnormal positions from X-ray images of chest and investigated the effect of pre-processing and sampling sizes on performance of the systems.
We used one-dimensional numeric sequences which were selected from four regions in a lung area of the images for input patterns into the neural networks.
From the results, the neural networks correctly detected abnormal positions in the regions of chest X-ray images by using input patterns without FFT (Fast Fourier Transform) although the networks converged for both input patterns with and without FFT.
In addition, we found that the minimum width of sampling lines for the system to detect the abnormal area was 1 pixel (160$\mu$m).
Therefore, we suggested conditions for detection of abnormal areas from X-ray images of chest by using our system.
Keyword (in Japanese) (See Japanese page) 
(in English) Neural network / Pre-processing / FFT (Fast Fourier Transform) / X-ray image of chest / Medical diagnosis support / / /  
Reference Info. IEICE Tech. Rep., vol. 110, no. 461, NC2010-188, pp. 361-366, March 2011.
Paper # NC2010-188 
Date of Issue 2011-02-28 (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 NC2010-188

Conference Information
Committee NC MBE  
Conference Date 2011-03-07 - 2011-03-09 
Place (in Japanese) (See Japanese page) 
Place (in English) Tamagawa University 
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To NC 
Conference Code 2011-03-NC-MBE 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Effect of Pre-processing and Sampling Sizes on Performance of Neural Networks for Detection of Abnormal Positions from X-ray Images of Chest 
Sub Title (in English)  
Keyword(1) Neural network  
Keyword(2) Pre-processing  
Keyword(3) FFT (Fast Fourier Transform)  
Keyword(4) X-ray image of chest  
Keyword(5) Medical diagnosis support  
Keyword(6)  
Keyword(7)  
Keyword(8)  
1st Author's Name Takahiro Sasaki  
1st Author's Affiliation Tottori University (Tottori Univ.)
2nd Author's Name Kentaro Kinoshita  
2nd Author's Affiliation Tottori University (Tottori Univ.)
3rd Author's Name Satoru Kishida  
3rd Author's Affiliation Tottori University (Tottori Univ.)
4th Author's Name Yoshiharu Hirata  
4th Author's Affiliation Tottori University (Tottori Univ.)
5th Author's Name Seigo Yamada  
5th Author's Affiliation Tottori University (Tottori Univ.)
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 ()
21st Author's Name  
21st Author's Affiliation ()
22nd Author's Name  
22nd Author's Affiliation ()
23rd Author's Name  
23rd Author's Affiliation ()
24th Author's Name  
24th Author's Affiliation ()
25th Author's Name  
25th Author's Affiliation ()
26th Author's Name / /
26th Author's Affiliation ()
()
27th Author's Name / /
27th Author's Affiliation ()
()
28th Author's Name / /
28th Author's Affiliation ()
()
29th Author's Name / /
29th Author's Affiliation ()
()
30th Author's Name / /
30th Author's Affiliation ()
()
31st Author's Name / /
31st Author's Affiliation ()
()
32nd Author's Name / /
32nd Author's Affiliation ()
()
33rd Author's Name / /
33rd Author's Affiliation ()
()
34th Author's Name / /
34th Author's Affiliation ()
()
35th Author's Name / /
35th Author's Affiliation ()
()
36th Author's Name / /
36th Author's Affiliation ()
()
Speaker Author-1 
Date Time 2011-03-09 10:40:00 
Presentation Time 25 minutes 
Registration for NC 
Paper # NC2010-188 
Volume (vol) vol.110 
Number (no) no.461 
Page pp.361-366 
#Pages 6 
Date of Issue 2011-02-28 (NC) 

[Return to Top Page]

[Return to IEICE Web Page]
The Institute of Electronics, Information and Communication Engineers (IEICE), Japan