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 2024-02-29 14:00
Personal Authentication by both Palm and Back of the Hand Images without Geometric Features using CNN
Kai Ebato, Kouya Tochikubo (Nihon Univ.) BioX2023-71 CNR2023-38
Abstract (in Japanese) (See Japanese page) 
(in English) In recent years, there has been an increasing demand for personal authentication using biological information such as fingerprints, faces, palmprints and iris. In general, conventional authentication involves first extracting geometric features from a scanned image. Then, authentication is performed by matching the features at the time of enrollment with those at the time of authentication. On the other hand, this paper proposes a personal authentication method by both palm and back of the hand that directly matches images without extracting geometric features. In our method, images of the palm and back of the hand are taken with a smartphone, processed into grayscale and edge-extracted images, and the images are divided into training images for machine learning and images for evaluation. The training images are machine learned using deep learning (CNN), which is widely used in image recognition, and are evaluated using the images of evaluation. By combining the increased batch sizes, the number of divisions of the input data during the machine learning, as 32, 64, 128, 256 and the increased image sizes during the machine learning of 32 × 32, 64 × 64, 128 × 128pixels, we can achieve high authentication accuracy even with an image size as low as 64 × 64 pixels by using both palm and back of the hand images for evaluation.
Keyword (in Japanese) (See Japanese page) 
(in English) Personal Authentication / CNN / Biometrics Authentication / / / / /  
Reference Info. IEICE Tech. Rep., vol. 123, no. 394, BioX2023-71, pp. 7-12, Feb. 2024.
Paper # BioX2023-71 
Date of Issue 2024-02-22 (BioX, CNR) 
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 BioX2023-71 CNR2023-38

Conference Information
Committee CNR BioX  
Conference Date 2024-02-29 - 2024-03-01 
Place (in Japanese) (See Japanese page) 
Place (in English) NHK Science & Technology Research Laboratories 
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To BioX 
Conference Code 2024-02-CNR-BioX 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Personal Authentication by both Palm and Back of the Hand Images without Geometric Features using CNN 
Sub Title (in English)  
Keyword(1) Personal Authentication  
Keyword(2) CNN  
Keyword(3) Biometrics Authentication  
Keyword(4)  
Keyword(5)  
Keyword(6)  
Keyword(7)  
Keyword(8)  
1st Author's Name Kai Ebato  
1st Author's Affiliation Nihon University (Nihon Univ.)
2nd Author's Name Kouya Tochikubo  
2nd Author's Affiliation Nihon University (Nihon Univ.)
3rd Author's Name  
3rd Author's Affiliation ()
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 2024-02-29 14:00:00 
Presentation Time 30 minutes 
Registration for BioX 
Paper # BioX2023-71, CNR2023-38 
Volume (vol) vol.123 
Number (no) no.394(BioX), no.393(CNR) 
Page pp.7-12 
#Pages 6 
Date of Issue 2024-02-22 (BioX, CNR) 

[Return to Top Page]

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