| Presentation | 2021-07-09 Consideration of the relationship between heart rate variability analysis and human preference using CNN Koki Buyo, Shuhei Kishida, Yuuko Horita, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In order to provide products and services that are optimized to the values of each consumer, biometric information such as heart rate variability and electroencephalogram is useful for estimating values and preferences from the consumer's unconscious. In this report, we create a heart rate variability spectrogram (HRVS) while a subject is viewing a still image, and create a scalogram by using continuous wavelet transform in addition to the temporal differential change of the spectrogram. From these, we consider whether human preferences can be discriminated using a trained convolutional neural network (CNN) and a support vector machine (SVM). Specifically, transfer learning is performed on the trained models of VGG16, ResNet50, and Inception-V3. Using these models, we extracted the features of HRVS and discriminated the subject's preference using SVM. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | CNN / SVM / HRVS |
| Paper # | IMQ2021-2,HIP2021-17 |
| Date of Issue | 2021-07-02 (IMQ, HIP) |
| Conference Information | |
| Committee | IMQ / HIP |
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| Conference Date | 2021/7/9(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Kenya Uomori(Osaka Univ.) / Shuichi Sakamoto(Tohoku Univ.) |
| Vice Chair | Mitsuru Maeda(Canon) / Yuji Wada(Ritsumeikan Univ.) / Sachiko Kiyokawa(Nagoya Univ.) |
| Secretary | Mitsuru Maeda(Nagoya Univ.) / Yuji Wada(NTT) / Sachiko Kiyokawa(NTT) |
| Assistant | Masato Tsukada(NEC) / Takashi Yamazoe(Seikei Univ.) / Yuki Yamada(Kyushu Univ.) / Daisuke Tanaka(Tottori Univ.) / Ippei Negishi(Kanazawa Inst. of Tech.) |
| Paper Information | |
| Registration To | Technical Committee on Image Media Quality / Technical Committee on Human Information Processing |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Consideration of the relationship between heart rate variability analysis and human preference using CNN |
| Sub Title (in English) | |
| Keyword(1) | CNN |
| Keyword(2) | SVM |
| Keyword(3) | HRVS |
| 1st Author's Name | Koki Buyo |
| 1st Author's Affiliation | University of Toyama(Univ. of Toyama) |
| 2nd Author's Name | Shuhei Kishida |
| 2nd Author's Affiliation | University of Toyama(Univ. of Toyama) |
| 3rd Author's Name | Yuuko Horita |
| 3rd Author's Affiliation | University of Toyama(Univ. of Toyama) |
| Date | 2021-07-09 |
| Paper # | IMQ2021-2,HIP2021-17 |
| Volume (vol) | vol.121 |
| Number (no) | IMQ-99,HIP-100 |
| Page | pp.pp.1-4(IMQ), pp.1-4(HIP), |
| #Pages | 4 |
| Date of Issue | 2021-07-02 (IMQ, HIP) |