Paper Abstract and Keywords |
Presentation |
2021-10-09 10:30
Handwriting authentication by binary classification with CNN using various nouns characters Kaku Daichi, Kubota Akira (Chuo University) PRMU2021-20 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Due to measures against coronavirus infectious diseases, procedures and the like are rapidly becoming online, and the shift from seal certification to electronic signatures has begun. In this transition move, I think we need a system that can authenticate human handwriting. In this paper, we propose a handwriting authentication system using a binary classification type convolutional neural network. I collected handwriting data including name and multiple types of kanji from eight people, learned each, and performed handwriting authentication. As a result, we succeeded in suppressing the false rejection rate (FRR) of a specific character's name to 3.1 [%] and the false acceptance rate (FAR) to 1.1 [%]. In addition, handwriting data (for 5 people) was collected from other than the learning data provider, and FAR was measured. It was possible to reject the handwriting data of an unexpected person, demonstrating the versatility and effectiveness of handwriting authentication of binary classification type CNN. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
handwriting authentication / Handwriting appraisal / CNN / neural network / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 121, no. 192, PRMU2021-20, pp. 22-27, Oct. 2021. |
Paper # |
PRMU2021-20 |
Date of Issue |
2021-10-01 (PRMU) |
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 |
PRMU2021-20 |
Conference Information |
Committee |
PRMU |
Conference Date |
2021-10-08 - 2021-10-09 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Online |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Processes and technologies to make research more efficient |
Paper Information |
Registration To |
PRMU |
Conference Code |
2021-10-PRMU |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Handwriting authentication by binary classification with CNN using various nouns characters |
Sub Title (in English) |
|
Keyword(1) |
handwriting authentication |
Keyword(2) |
Handwriting appraisal |
Keyword(3) |
CNN |
Keyword(4) |
neural network |
Keyword(5) |
|
Keyword(6) |
|
Keyword(7) |
|
Keyword(8) |
|
1st Author's Name |
Kaku Daichi |
1st Author's Affiliation |
Chuo University (Chuo University) |
2nd Author's Name |
Kubota Akira |
2nd Author's Affiliation |
Chuo University (Chuo University) |
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 |
() |
Speaker |
Author-1 |
Date Time |
2021-10-09 10:30:00 |
Presentation Time |
15 minutes |
Registration for |
PRMU |
Paper # |
PRMU2021-20 |
Volume (vol) |
vol.121 |
Number (no) |
no.192 |
Page |
pp.22-27 |
#Pages |
6 |
Date of Issue |
2021-10-01 (PRMU) |
|