| Presentation | 2018-02-16 Computing and Visualizing Image-level One-Order Facial Attribute Relations with Deep Features Sijie Shen, Toshihiko Yamasaki, Kiyoharu Aizawa, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Researches have shown that Multi-label classification performance could be improved by using spatial dependency and label relations. In the face attributes prediction task, spatial dependency is minor to label relations because some attributes usually do not have spatial dependency (attractive, Male, etc.). In utilizing label relation, however, little research extract relations for each image. In this paper, we not only extract the image-wise label relation, but also decompose the relation map to the general relations and image specified relations. The extracted relation map is one-order and could be visualized easily to give better understanding on face attribute prediction. Experiments also show that the proposed sub-network increases prediction performance. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Face Attributes Prediction / Visualizing Attributes Relations |
| Paper # | ITS2017-76,IE2017-108 |
| Date of Issue | 2018-02-08 (ITS, IE) |
| Conference Information | |
| Committee | ITS / IE / ITE-MMS / ITE-HI / ITE-ME / ITE-AIT |
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| Conference Date | 2018/2/15(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Hokkaido Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Image Processing, etc. |
| Chair | Takayoshi Yokota(Tottori Univ.) / Takayuki Hamamoto(Tokyo Univ. of Science) / Norihiko Ishii(NHK) / Masayuki Sato(Univ. of Kitakyushu) / Miki Haseyama(Hokkaido Univ.) / Nobuhiko Mukai(Tokyo Cisy Univ.) |
| Vice Chair | Masahiro Fujii(Utsunomiya Univ.) / Tomotaka Wada(Kansai Univ.) / Kazuya Kodama(NII) / Hideaki Kimata(NTT) / / / Norio Tagawa(Tokyo Metropolitan Univ.) / Hisaki Nate(Tokyo Polytechnic Univ.) |
| Secretary | Masahiro Fujii(Meiji Univ.) / Tomotaka Wada(Saitama Univ.) / Kazuya Kodama(Nagoya Univ.) / Hideaki Kimata(KDDI Research) / (NHK) / (NTT) / Norio Tagawa(NHK) / Hisaki Nate(NHK) |
| Assistant | Msataka Imao(ME) / Yanlei Gu(Univ. of Tokyo) / Kenshi Saho(Toyama Prefectural Univ.) / Kouichiro Hashiura(Akita Prefectural Univ.) / Yasutaka Matsuo(NHK) / Kazuya Hayase(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Intelligent Transport Systems Technology / Technical Committee on Image Engineering / Technical Group on Multi-media Storage / Technical Group on Human Inormation / Technical Group on Media Engineering / Technical Group on Artistic Image Technology |
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| Language | ENG-JTITLE |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Computing and Visualizing Image-level One-Order Facial Attribute Relations with Deep Features |
| Sub Title (in English) | |
| Keyword(1) | Face Attributes Prediction |
| Keyword(2) | Visualizing Attributes Relations |
| 1st Author's Name | Sijie Shen |
| 1st Author's Affiliation | The University of Tokyo(UTokyo) |
| 2nd Author's Name | Toshihiko Yamasaki |
| 2nd Author's Affiliation | The University of Tokyo(UTokyo) |
| 3rd Author's Name | Kiyoharu Aizawa |
| 3rd Author's Affiliation | The University of Tokyo(UTokyo) |
| Date | 2018-02-16 |
| Paper # | ITS2017-76,IE2017-108 |
| Volume (vol) | vol.117 |
| Number (no) | ITS-431,IE-432 |
| Page | pp.pp.217-222(ITS), pp.217-222(IE), |
| #Pages | 6 |
| Date of Issue | 2018-02-08 (ITS, IE) |