| Paper Abstract and Keywords |
| Presentation |
2016-10-20 15:40
Recognition of Obsolete Script in Pre-modern Japanese Texts by Deep Learning and Trial Production of WWW Application Taichi Hayasaka, Wataru Ohno, Yumie Kato (NIT, Toyota College), Kazuaki Yamamoto (NIJL) PRMU2016-93 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Effective utilization of “Pre-modern Japanese book database” constructed by the project supervised by Center for Collaborative Research on Pre-Modern Texts, NIJL will push forward the development of the interfiled study. It may become obstruction for the researchers with a little knowledge of classical literature, however, because historical Japanese texts have been written by Kuzushiji (Hentaigana and cursive script). In this article we report an attempt of recognizing Hentaigana by deep learning, which is the artificial intelligence technology regarded throughout the world. Using the convolutional neural networks, we obtained a rate of correct distinction of Hentaigana in several pre-modern texts in open database. Furthermore, we developed the WWW software application and evaluated the time to recognize Hentaigana. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Kuzushiji (Hentaigana) / Machine reprinting / Deep learning / Character recognition / WWW application / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 116, no. 259, PRMU2016-93, pp. 15-18, Oct. 2016. |
| Paper # |
PRMU2016-93 |
| Date of Issue |
2016-10-13 (PRMU) |
| 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 |
PRMU2016-93 |
| Conference Information |
| Committee |
PRMU |
| Conference Date |
2016-10-20 - 2016-10-21 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
|
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
PRMU |
| Conference Code |
2016-10-PRMU |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Recognition of Obsolete Script in Pre-modern Japanese Texts by Deep Learning and Trial Production of WWW Application |
| Sub Title (in English) |
|
| Keyword(1) |
Kuzushiji (Hentaigana) |
| Keyword(2) |
Machine reprinting |
| Keyword(3) |
Deep learning |
| Keyword(4) |
Character recognition |
| Keyword(5) |
WWW application |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Taichi Hayasaka |
| 1st Author's Affiliation |
National Institute of Technology, Toyota College (NIT, Toyota College) |
| 2nd Author's Name |
Wataru Ohno |
| 2nd Author's Affiliation |
National Institute of Technology, Toyota College (NIT, Toyota College) |
| 3rd Author's Name |
Yumie Kato |
| 3rd Author's Affiliation |
National Institute of Technology, Toyota College (NIT, Toyota College) |
| 4th Author's Name |
Kazuaki Yamamoto |
| 4th Author's Affiliation |
National Institute of Japanese Literature (NIJL) |
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| Speaker |
Author-1 |
| Date Time |
2016-10-20 15:40:00 |
| Presentation Time |
30 minutes |
| Registration for |
PRMU |
| Paper # |
PRMU2016-93 |
| Volume (vol) |
vol.116 |
| Number (no) |
no.259 |
| Page |
pp.15-18 |
| #Pages |
4 |
| Date of Issue |
2016-10-13 (PRMU) |