Abstract
Emotion recognition is an essential part of human computer interaction and there are many sources for emotion recognition. In this study, physiological signals, especially electromyogram (EMG) and photoplethysmogram (PPG) are used to detect the emotion. To classify emotions in more detail, the existing method of modeling emotion which represents the emotion as valence and arousal is subdivided by four levels. Convolutional Neural network (CNN) is adopted for feature extraction and emotion classification. We measure the EMG and PPG signals from 30 subjects using selected 32 videos. Our method is evaluated by what we acquired from participants.
| Original language | English |
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| Title of host publication | ICINCO 2019 - Proceedings of the 16th International Conference on Informatics in Control, Automation and Robotics |
| Editors | Oleg Gusikhin, Kurosh Madani, Janan Zaytoon |
| Publisher | SciTePress |
| Pages | 595-600 |
| Number of pages | 6 |
| ISBN (Electronic) | 9789897583803 |
| Publication status | Published - 2019 Jan 1 |
| Event | 16th International Conference on Informatics in Control, Automation and Robotics, ICINCO 2019 - Prague, Czech Republic Duration: 2019 Jul 29 → 2019 Jul 31 |
Publication series
| Name | ICINCO 2019 - Proceedings of the 16th International Conference on Informatics in Control, Automation and Robotics |
|---|---|
| Volume | 1 |
Conference
| Conference | 16th International Conference on Informatics in Control, Automation and Robotics, ICINCO 2019 |
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| Country | Czech Republic |
| City | Prague |
| Period | 19/7/29 → 19/7/31 |
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Keywords
- Arousal
- Convolutional neural network
- EMG
- Physiological signal
- PPG
- Valence
ASJC Scopus subject areas
- Information Systems
- Control and Systems Engineering
Cite this
Lee, M. S., Cho, Y. R., Lee, Y. K., Pae, D. S., Lim, M. T., & Kang, T. K. (2019). PPG and EMG based emotion recognition using convolutional neural network. In O. Gusikhin, K. Madani, & J. Zaytoon (Eds.), ICINCO 2019 - Proceedings of the 16th International Conference on Informatics in Control, Automation and Robotics (pp. 595-600). (ICINCO 2019 - Proceedings of the 16th International Conference on Informatics in Control, Automation and Robotics; Vol. 1). SciTePress.