Presentation | 2018-01-27 Image Style Transfer Using Style Extraction Network Shoya Tanaka, Masafumi Hagiwara, |
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PDF Download Page | PDF download Page Link |
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 |
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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 |
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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) |