| Paper Abstract and Keywords |
| Presentation |
2026-07-15 15:40
A Study of Age and Gender Estimation from Finger Vein Images Katsuki Tanaka, Koichi Ito, Takafumi Aoki (Tohoku Univ.), Masakazu Fujio, Yosuke Kaga, Kanade Oshima, Kenta Takahashi (Hitachi) ISEC2026-74 SITE2026-70 BioX2026-97 HWS2026-70 ICSS2026-89 EMM2026-81 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Age estimation from finger vein images has been concluded to be difficult due to the bias in age distribution in public datasets.
This paper proposes an age estimation method from finger vein images using a large-scale dataset with balanced age distribution.
To achieve high-accuracy age estimation, the proposed method captures global changes in veins by combining features obtained from three fingers.
Furthermore, by simultaneously estimating age and gender, the proposed method considers gender as a confounding factor.
A set of experiments demonstrates the effectiveness of the proposed method and the feasibility of age estimation from vein images. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
deep learning / biometrics / finger vein recognition / age estimation / gender estimation / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 126, no. 109, BioX2026-97, pp. 434-439, July 2026. |
| Paper # |
BioX2026-97 |
| Date of Issue |
2026-07-06 (ISEC, SITE, BioX, HWS, ICSS, EMM) |
| 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 |
ISEC2026-74 SITE2026-70 BioX2026-97 HWS2026-70 ICSS2026-89 EMM2026-81 |
| Conference Information |
| Committee |
BioX HWS ISEC SITE ICSS EMM IPSJ-CSEC IPSJ-SPT |
| Conference Date |
2026-07-13 - 2026-07-15 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Sapporo Convention Center |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
BioX |
| Conference Code |
2026-07-BioX-HWS-ISEC-SITE-ICSS-EMM-CSEC-SPT-SEC |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A Study of Age and Gender Estimation from Finger Vein Images |
| Sub Title (in English) |
|
| Keyword(1) |
deep learning |
| Keyword(2) |
biometrics |
| Keyword(3) |
finger vein recognition |
| Keyword(4) |
age estimation |
| Keyword(5) |
gender estimation |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Katsuki Tanaka |
| 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 |
Takafumi Aoki |
| 3rd Author's Affiliation |
Tohoku University (Tohoku Univ.) |
| 4th Author's Name |
Masakazu Fujio |
| 4th Author's Affiliation |
Hitachi Ltd. (Hitachi) |
| 5th Author's Name |
Yosuke Kaga |
| 5th Author's Affiliation |
Hitachi Ltd. (Hitachi) |
| 6th Author's Name |
Kanade Oshima |
| 6th Author's Affiliation |
Hitachi Ltd. (Hitachi) |
| 7th Author's Name |
Kenta Takahashi |
| 7th Author's Affiliation |
Hitachi Ltd. (Hitachi) |
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| Speaker |
Author-1 |
| Date Time |
2026-07-15 15:40:00 |
| Presentation Time |
25 minutes |
| Registration for |
BioX |
| Paper # |
ISEC2026-74, SITE2026-70, BioX2026-97, HWS2026-70, ICSS2026-89, EMM2026-81 |
| Volume (vol) |
vol.126 |
| Number (no) |
no.107(ISEC), no.108(SITE), no.109(BioX), no.110(HWS), no.111(ICSS), no.112(EMM) |
| Page |
pp.434-439 |
| #Pages |
6 |
| Date of Issue |
2026-07-06 (ISEC, SITE, BioX, HWS, ICSS, EMM) |