| Presentation | 2017-05-26 Automatic Generation of User-Specific Make-up Facial Image Based on Machine Learning Ayumi Tsuji, Masataka Seo, Yuko Mutoh, Yen-Wei Chen, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We proposed a machine learning based method for automatic generation of user-specific make-up facial images. In our proposed method, we used pairs of natural (non-makeup) image and makeup image as training data to learn the mapping function between the natural image and the make-up image. We used the support vector regression method for mapping function learning. The learned mapping function is used to estimate the make-up facial image of a new natural image. Compared with conventional make-up simulation systems, which just transfer the make-up texture to user’s facial images, our proposed method can generate a user-specific make-up facial images like make-up artists did. We also developed a 3D make-up generation system. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | machine larning / SVR / PCA |
| Paper # | SIP2017-14,IE2017-14,PRMU2017-14,MI2017-14 |
| Date of Issue | 2017-05-18 (SIP, IE, PRMU, MI) |
| Conference Information | |
| Committee | PRMU / IE / MI / SIP |
|---|---|
| Conference Date | 2017/5/25(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Eisaku Maeda(NTT) / Seishi Takamura(NTT) / Yoshitaka Masutani(Hiroshima City Univ.) / Makoto Nakashizuka(Chiba Inst. of Tech.) |
| Vice Chair | Seiichi Uchida(Kyushu Univ.) / Hironobu Fujiyoshi(Chubu Univ.) / Takayuki Hamamoto(Tokyo Univ. of Science) / Atsuro Ichigaya(NHK) / Yoshiki Kawata(Tokushima Univ.) / Yuichi Kimura(Kinki Univ.) / Masahiro Okuda(Univ. of Kitakyushu) / Shogo Muramatsu(Niigata Univ.) |
| Secretary | Seiichi Uchida(Kyoto Univ.) / Hironobu Fujiyoshi(NTT) / Takayuki Hamamoto(NTT) / Atsuro Ichigaya(Chiba Inst. of Tech.) / Yoshiki Kawata(Aichi Inst. of Tech.) / Yuichi Kimura(Nagoya Inst. of Tech.) / Masahiro Okuda(Ritsumeikan Univ.) / Shogo Muramatsu(Chiba Inst. of Tech.) |
| Assistant | Masaki Oonishi(AIST) / Takuya Funatomi(NAIST) / Kei Kawamura(KDDI R&D Labs.) / Keita Takahashi(Nagoya Univ.) / Ryo Haraguchi(Univ. of Hyogo) / Yasushi Hirano(Yamaguchi Univ.) / Osamu Watanabe(Takushoku Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Pattern Recognition and Media Understanding / Technical Committee on Image Engineering / Technical Committee on Medical Imaging / Technical Committee on Signal Processing |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Automatic Generation of User-Specific Make-up Facial Image Based on Machine Learning |
| Sub Title (in English) | |
| Keyword(1) | machine larning |
| Keyword(2) | SVR |
| Keyword(3) | PCA |
| 1st Author's Name | Ayumi Tsuji |
| 1st Author's Affiliation | Ritsumeikan University(Ritsumeikan Univ.) |
| 2nd Author's Name | Masataka Seo |
| 2nd Author's Affiliation | Ritsumeikan University(Ritsumeikan Univ.) |
| 3rd Author's Name | Yuko Mutoh |
| 3rd Author's Affiliation | Yokohama National University(Yokohama National Univ.) |
| 4th Author's Name | Yen-Wei Chen |
| 4th Author's Affiliation | Ritsumeikan University(Ritsumeikan Univ.) |
| Date | 2017-05-26 |
| Paper # | SIP2017-14,IE2017-14,PRMU2017-14,MI2017-14 |
| Volume (vol) | vol.117 |
| Number (no) | SIP-47,IE-48,PRMU-49,MI-50 |
| Page | pp.pp.71-74(SIP), pp.71-74(IE), pp.71-74(PRMU), pp.71-74(MI), |
| #Pages | 4 |
| Date of Issue | 2017-05-18 (SIP, IE, PRMU, MI) |