Paper Abstract and Keywords |
Presentation |
2019-03-13 15:15
[Poster Presentation]
Human Touch Character Font System
-- Generation of hand written HIRAGANA using Neural Network -- Yuto Yamamoto, Michiharu Niimi (KIT) EMM2018-106 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
For modern computer society, one may need human touch character font system to enjoy making communication through Internet. An approach to build such font system is to modify the usual font installed in one's computer devices. For this approach, we report hand written HIRAGANA character generation using neural network. As neural network in this paper, a simple auto encoder consisting of input layer, middle layer and output layer, and deep neural network based on GAN (Generative Adversarial Netowrk) called zi2zi are adopted. We use these neural networks as an image modification filter that input data is usual font data and output data is hand written character. We investigate the feasibility of those neural networks to generate hand written characters of HIRAGANA experimentally. For auto encoder, the output image was like rounded character of input rasterized font, and it was not like hand written characters of training data. On the other hand, for zi2zi, we confirmed that the output image is quite like hand written character if we can prepare much training data. However, for untrained data, the output image is almost like hand written character only in some case. In most cases, the output image is roughly equal to a character or was not able to be recognized as a character visually. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Auto Encoder / GAN / hand written character font / machine learning / font generation / / / |
Reference Info. |
IEICE Tech. Rep., vol. 118, no. 494, EMM2018-106, pp. 77-82, March 2019. |
Paper # |
EMM2018-106 |
Date of Issue |
2019-03-06 (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 |
EMM2018-106 |
Conference Information |
Committee |
EMM |
Conference Date |
2019-03-13 - 2019-03-14 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
TBD |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Image and Sound Quality, Metrics for Perception and Recognition, Human Auditory and Visual System, etc. |
Paper Information |
Registration To |
EMM |
Conference Code |
2019-03-EMM |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Human Touch Character Font System |
Sub Title (in English) |
Generation of hand written HIRAGANA using Neural Network |
Keyword(1) |
Auto Encoder |
Keyword(2) |
GAN |
Keyword(3) |
hand written character font |
Keyword(4) |
machine learning |
Keyword(5) |
font generation |
Keyword(6) |
|
Keyword(7) |
|
Keyword(8) |
|
1st Author's Name |
Yuto Yamamoto |
1st Author's Affiliation |
Kyushu Institute of Technology (KIT) |
2nd Author's Name |
Michiharu Niimi |
2nd Author's Affiliation |
Kyushu Institute of Technology (KIT) |
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 |
2019-03-13 15:15:00 |
Presentation Time |
60 minutes |
Registration for |
EMM |
Paper # |
EMM2018-106 |
Volume (vol) |
vol.118 |
Number (no) |
no.494 |
Page |
pp.77-82 |
#Pages |
6 |
Date of Issue |
2019-03-06 (EMM) |
|