| Presentation | 2022-03-10 Estimation of human preferences during image observation using heart rate and brain functions Koki Buyo, Kazuki Maeda, Yuukou Horita, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In order to estimate subjective evaluation values from digital contents such as still images and video, the degree of coding degradation, subject's sensitivity, and differences in the viewing environment hinder the improvement of estimation accuracy. In this report, we focus on biometric data that can quantitatively measure the subject's emotions, using heart rate variability (HRV) and brain function measurement (NIRS). We will use machine learning such as deep learning and logistic regression to estimate preferences, and prepare three models: one using only heart rate variability data, one using only brain function data, and one using both heart rate variability data and brain function data. Review and discuss each model. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | CNN / NIRS / HRV / Human preference |
| Paper # | IMQ2021-39,IE2021-101,MVE2021-68 |
| Date of Issue | 2022-03-02 (IMQ, IE, MVE) |
| Conference Information | |
| Committee | CQ / IMQ / MVE / IE |
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| Conference Date | 2022/3/9(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online (Zoom) |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Media of five senses, Multimedia, Media experience, Picture codinge, Image media quality, Network,quality and reliability, etc |
| Chair | Jun Okamoto(NTT) / Kenya Uomori(Osaka Univ.) / Masayuki Ihara(RIKEN) / Kazuya Kodama(NII) |
| Vice Chair | Takefumi Hiraguri(Nippon Inst. of Tech.) / Gou Hasegawa(Tohoku Univ.) / Mitsuru Maeda(Canon) / Kiyoshi Kiyokawa(NAIST) / Hiroyuki Bandoh(NTT) / Toshihiko Yamazaki(Univ. of Tokyo) |
| Secretary | Takefumi Hiraguri(NTT) / Gou Hasegawa(Ritsumeikan Univ.) / Mitsuru Maeda(Nagoya Univ.) / Kiyoshi Kiyokawa(NTT) / Hiroyuki Bandoh(Oosaka Inst. of Tech.) / Toshihiko Yamazaki(NTT) |
| Assistant | Yoshiaki Nishikawa(NEC) / Ryoichi Kataoka(KDDI Research) / Kimiko Kawashima(NTT) / Masato Tsukada(NEC) / Takashi Yamazoe(Seikei Univ.) / Naoya Isoyama(NAIST) / Takenori Hara(DNP) / Mitsuhiro Goto(NTT) / Shunsuke Iwamura(NHK) / Shinobu Kudo(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Communication Quality / Technical Committee on Image Media Quality / Technical Committee on Media Experience and Virtual Environment / Technical Committee on Image Engineering |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Estimation of human preferences during image observation using heart rate and brain functions |
| Sub Title (in English) | |
| Keyword(1) | CNN |
| Keyword(2) | NIRS |
| Keyword(3) | HRV |
| Keyword(4) | Human preference |
| 1st Author's Name | Koki Buyo |
| 1st Author's Affiliation | University of Toyama(Univ. of Toyama) |
| 2nd Author's Name | Kazuki Maeda |
| 2nd Author's Affiliation | University of Toyama(Univ. of Toyama) |
| 3rd Author's Name | Yuukou Horita |
| 3rd Author's Affiliation | University of Toyama(Univ. of Toyama) |
| Date | 2022-03-10 |
| Paper # | IMQ2021-39,IE2021-101,MVE2021-68 |
| Volume (vol) | vol.121 |
| Number (no) | IMQ-420,IE-422,MVE-423 |
| Page | pp.pp.155-158(IMQ), pp.155-158(IE), pp.155-158(MVE), |
| #Pages | 4 |
| Date of Issue | 2022-03-02 (IMQ, IE, MVE) |