| Paper Abstract and Keywords |
| Presentation |
2023-03-02 10:00
Using hiragana and katakana Writer's verification by Siamese Network Daichi Kaku, Akira Kubota (Chuo Univ) BioX2022-70 CNR2022-36 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Due to the measures against infectious diseases of the new coronavirus, the online processing of documents has progressed rapidly, and the shift from personal seal certification to electronic signatures has begun. For this transition, it is thought that a system that can authenticate human handwriting will be necessary. However, it has not yet been put to practical use. Handwriting recognition is a kind of behavioral recognition, and it is considered that the difficulty of authentication is high because the characteristics of a certain individual's handwriting are similar to those of another person's handwriting. In this paper, we propose an off-line character type-independent author matching method using Siamese Network, which does not limit the supported character types. We collected 2 each of 46 hiragana and 46 katakana from 45 people and cross-validated them. We succeeded in suppressing both FAR and FRR to 0(%) and confirmed its usefulness for character type-independent author verification with no restrictions on supported character types. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Writer's verification / Siamese Network / CNN / neural network / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 122, no. 394, BioX2022-70, pp. 47-52, March 2023. |
| Paper # |
BioX2022-70 |
| Date of Issue |
2023-02-22 (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 |
BioX2022-70 CNR2022-36 |
| Conference Information |
| Committee |
CNR BioX |
| Conference Date |
2023-03-01 - 2023-03-02 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
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| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
BioX |
| Conference Code |
2023-03-CNR-BioX |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Using hiragana and katakana Writer's verification by Siamese Network |
| Sub Title (in English) |
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| Keyword(1) |
Writer's verification |
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Siamese Network |
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CNN |
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neural network |
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| 1st Author's Name |
Daichi Kaku |
| 1st Author's Affiliation |
Chuo University (Chuo Univ) |
| 2nd Author's Name |
Akira Kubota |
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Chuo University (Chuo Univ) |
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| Speaker |
Author-1 |
| Date Time |
2023-03-02 10:00:00 |
| Presentation Time |
30 minutes |
| Registration for |
BioX |
| Paper # |
BioX2022-70, CNR2022-36 |
| Volume (vol) |
vol.122 |
| Number (no) |
no.394(BioX), no.395(CNR) |
| Page |
pp.47-52 |
| #Pages |
6 |
| Date of Issue |
2023-02-22 (BioX, CNR) |