Presentation 2018-01-27
Image Style Transfer Using Style Extraction Network
Shoya Tanaka, Masafumi Hagiwara,
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Abstract(in Japanese) (See Japanese page)
Abstract(in English) In this paper, we propose style transfer using style extraction network. Recently, research on style transfer that renders the semantic content of an image in different image has become active. In the conventional research, because two kinds of features were extracted from one network, semantic contents of an image tend to be faded out and sometimes unnatural images are generated. Therefore, in this paper, we propose style extraction network trained by painter classification task to extract style feature. It is confirmed that more natural images can be generated without fading out semantic content of an image.
Keyword(in Japanese) (See Japanese page)
Keyword(in English) Convolutional Neural Network / style transfer
Paper # NC2017-62
Date of Issue 2018-01-19 (NC)

Conference Information
Committee MBE / NC / NLP
Conference Date 2018/1/26(2days)
Place (in Japanese) (See Japanese page)
Place (in English) Kyushu Institute of Technology
Topics (in Japanese) (See Japanese page)
Topics (in English) ME, generalImplementation of Neuro Computing,Analysis and Modeling of Human Science,
Chair Kazuki Nakajima(Univ. of Toyama) / Masafumi Hagiwara(Keio Univ.) / Masaharu Adachi(Tokyo Denki Univ.)
Vice Chair Masaki Kyoso(TCU) / Yutaka Hirata(Chubu Univ.) / Norikazu Takahashi(Okayama Univ.)
Secretary Masaki Kyoso(Toyama Pref. Univ.) / Yutaka Hirata(Kindai Univ.) / Norikazu Takahashi(Tokyo Inst. of Tech.)
Assistant Kim Juhyon(Univ. of Toyama) / Takumi Kobayashi(YNU) / Yoshihisa Shinozawa(Keio Univ.) / Keiichiro Inagaki(Chubu Univ.) / Toshihiro Tachibana(Shonan Inst. of Tech.) / Masayuki Kimura(Kyoto Univ.)

Paper Information
Registration To Technical Committee on ME and Bio Cybernetics / Technical Committee on Neurocomputing / Technical Committee on Nonlinear Problems
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Image Style Transfer Using Style Extraction Network
Sub Title (in English)
Keyword(1) Convolutional Neural Network
Keyword(2) style transfer
1st Author's Name Shoya Tanaka
1st Author's Affiliation Keio University(Keio Univ.)
2nd Author's Name Masafumi Hagiwara
2nd Author's Affiliation Keio University(Keio Univ.)
Date 2018-01-27
Paper # NC2017-62
Volume (vol) vol.117
Number (no) NC-417
Page pp.pp.71-76(NC),
#Pages 6
Date of Issue 2018-01-19 (NC)