| Presentation | 2021-03-04 A method of Generating Color Palettes with Deep Neural Networks Considering Human Perception and Its Evaluation Beiying Liu, Kaoru Arakawa, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | A method for generating color palettes from images is proposed and the obtained color palettes are evaluated both objectively and subjectively compared with conventional methods. The proposed methods utilizes deep neural networks (DNN) in order to consider human perception to the images. Two aspects of human perception are considered; one is attention and the other is preference to colors. Two deep neural-net systems are adopted here for each. The former is trained with target images obtained by an eye tracker, and the latter is trained with database of color selection by human. S and H components in the obtained color palettes are analyzed and also subjective test was performed by questionnaire to evaluate performance of the proposed method compared with conventional ones. It is shown that the proposed system is effective for realizing color palettes which reflect human perception to color images. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | color / perception / color palette / deep learning / gaze tracking |
| Paper # | SIS2020-46 |
| Date of Issue | 2021-02-25 (SIS) |
| Conference Information | |
| Committee | SIS |
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| Conference Date | 2021/3/4(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Soft Computing, etc. |
| Chair | Noriaki Suetake(Yamaguchi Univ.) |
| Vice Chair | Tomoaki Kimura(Kanagawa Inst. of Tech.) / Naoto Sasaoka(Tottori Univ.) |
| Secretary | Tomoaki Kimura(Kindai Univ.) / Naoto Sasaoka(National Inst. of Tech., Ube College) |
| Assistant | Yukihiro Bandoh(NTT) / Soh Yoshida(Kansai Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Smart Info-Media Systems |
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| Language | ENG-JTITLE |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A method of Generating Color Palettes with Deep Neural Networks Considering Human Perception and Its Evaluation |
| Sub Title (in English) | |
| Keyword(1) | color |
| Keyword(2) | perception |
| Keyword(3) | color palette |
| Keyword(4) | deep learning |
| Keyword(5) | gaze tracking |
| 1st Author's Name | Beiying Liu |
| 1st Author's Affiliation | Meiji University(Meiji Univ.) |
| 2nd Author's Name | Kaoru Arakawa |
| 2nd Author's Affiliation | Meiji University(Meiji Univ.) |
| Date | 2021-03-04 |
| Paper # | SIS2020-46 |
| Volume (vol) | vol.120 |
| Number (no) | SIS-415 |
| Page | pp.pp.61-66(SIS), |
| #Pages | 6 |
| Date of Issue | 2021-02-25 (SIS) |