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 2017-03-14 14:35
Discrimination of drowsiness level based on facial skin thermogram using CNN
Hiroko Adachi, Kosuke Oiwa, Akio Nozawa (AGU) MBE2016-99
Abstract (in Japanese) (See Japanese page) 
(in English) The relation between drowsiness and facial expression can be classified into five levels according to NEDO method which is the method of objective evaluation for drowsiness. On the other hand, facial skin temperature changes with drowsiness according to physiological mechanism. In this study, we attempted to construct a discrimination modeling for drowsiness using facial skin temperature and facial expression by Convolutional Neural Network. As a result, the maximum of discrimination rate of the model using facial skin temperature was 90.3% and was 14.9% higher than that of the model using facial expression.
Keyword (in Japanese) (See Japanese page) 
(in English) Induced Drowsiness / Thermal Image / Facial Skin Temperature / Deep Learning / Convolutional Neural Network / / /  
Reference Info. IEICE Tech. Rep., vol. 116, no. 520, MBE2016-99, pp. 83-86, March 2017.
Paper # MBE2016-99 
Date of Issue 2017-03-06 (MBE) 
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 MBE2016-99

Conference Information
Committee MBE NC  
Conference Date 2017-03-13 - 2017-03-14 
Place (in Japanese) (See Japanese page) 
Place (in English) Kikai-Shinko-Kaikan Bldg. 
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To MBE 
Conference Code 2017-03-MBE-NC 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Discrimination of drowsiness level based on facial skin thermogram using CNN 
Sub Title (in English)  
Keyword(1) Induced Drowsiness  
Keyword(2) Thermal Image  
Keyword(3) Facial Skin Temperature  
Keyword(4) Deep Learning  
Keyword(5) Convolutional Neural Network  
Keyword(6)  
Keyword(7)  
Keyword(8)  
1st Author's Name Hiroko Adachi  
1st Author's Affiliation Aoyama Gakuin University (AGU)
2nd Author's Name Kosuke Oiwa  
2nd Author's Affiliation Aoyama Gakuin University (AGU)
3rd Author's Name Akio Nozawa  
3rd Author's Affiliation Aoyama Gakuin University (AGU)
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 ()
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 2017-03-14 14:35:00 
Presentation Time 25 minutes 
Registration for MBE 
Paper # MBE2016-99 
Volume (vol) vol.116 
Number (no) no.520 
Page pp.83-86 
#Pages 4 
Date of Issue 2017-03-06 (MBE) 

[Return to Top Page]

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