TY - GEN
T1 - Japanese kanji font style transfer based on GAN with unpaired training
AU - Sakai, Hiroki
AU - Niino, Daisuke
AU - Ijiri, Takashi
N1 - Funding Information:
Acknowledgment. We thank the reviewers for their valuable comments. In our experiments in Figures 1 and 3, we used free fonts, IPA Gothic and IPA Mincho from (ipafont.ipa.go.jp) and Tanuki Yusei Magic from (tanukifont.com). This work was funded by the Grant-in-Aid for Scientific Research of Japan (15H05924).
Publisher Copyright:
© 2018 The Author(s).
PY - 2018
Y1 - 2018
N2 - To design a whole package of Japanese font is labor consuming, since it usually contains about 30k kanji characters. To support an efficient design process, this poster attempts to adopt a style transfer algorithm for font package completion. Given two font packages where one contains all characters and the other lacks a large part, we train CycleGAN to perform style transfer between the two packages and transfer the style from the former to the latter. To illustrate the feasibility of our technique, we performed style transfer experiments and achieved visually plausible results by using a relatively small training data set.
AB - To design a whole package of Japanese font is labor consuming, since it usually contains about 30k kanji characters. To support an efficient design process, this poster attempts to adopt a style transfer algorithm for font package completion. Given two font packages where one contains all characters and the other lacks a large part, we train CycleGAN to perform style transfer between the two packages and transfer the style from the former to the latter. To illustrate the feasibility of our technique, we performed style transfer experiments and achieved visually plausible results by using a relatively small training data set.
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U2 - 10.2312/pg.20181290
DO - 10.2312/pg.20181290
M3 - Conference contribution
AN - SCOPUS:85121228529
T3 - Proceedings - Pacific Conference on Computer Graphics and Applications
SP - 5
EP - 6
BT - Pacific Graphics 2018 - 26th Pacific Conference on Computer Graphics and Applications, Short Papers and Posters Proceedings
A2 - Fu, Hongbo
A2 - Ghosh, Abhijeet
A2 - Kopf, Johannes
PB - IEEE Computer Society
T2 - 26th Pacific Conference on Computer Graphics and Applications, Pacific Graphics 2018
Y2 - 8 October 2018 through 11 October 2018
ER -