• DocumentCode
    3412196
  • Title

    Real-Time EEG-Based Human Emotion Recognition and Visualization

  • Author

    Liu, Yisi ; Sourina, Olga ; Nguyen, Minh Khoa

  • Author_Institution
    Nanyang Technol. Univ., Singapore, Singapore
  • fYear
    2010
  • fDate
    20-22 Oct. 2010
  • Firstpage
    262
  • Lastpage
    269
  • Abstract
    Emotions accompany everyone in the daily life, playing a key role in non-verbal communication, and they are essential to the understanding of human behavior. Emotion recognition could be done from the text, speech, facial expression or gesture. In this paper, we concentrate on recognition of “inner” emotions from electroencephalogram (EEG) signals as humans could control their facial expressions or vocal intonation. The need and importance of the automatic emotion recognition from EEG signals has grown with increasing role of brain computer interface applications and development of new forms of human-centric and human-driven interaction with digital media. We propose fractal dimension based algorithm of quantification of basic emotions and describe its implementation as a feedback in 3D virtual environments. The user emotions are recognized and visualized in real time on his/her avatar adding one more so-called “emotion dimension” to human computer interfaces.
  • Keywords
    brain-computer interfaces; data visualisation; electroencephalography; emotion recognition; real-time systems; 3D virtual environments; automatic emotion recognition; brain computer interface applications; digital media; electroencephalogram signals; facial expression; human behavior; human centric interaction; human computer interfaces; human driven interaction; nonverbal communication; real-time EEG based human emotion visualization; real-time EEG-based human emotion recognition; text, speech; vocal intonation; Algorithm design and analysis; Brain modeling; Classification algorithms; Electroencephalography; Emotion recognition; Fractals; Real time systems; BCI; EEG; HCI; emotion recognition; emotion visualization; fractal dimension;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Cyberworlds (CW), 2010 International Conference on
  • Conference_Location
    Singapore
  • Print_ISBN
    978-1-4244-8301-3
  • Electronic_ISBN
    978-0-7695-4215-7
  • Type

    conf

  • DOI
    10.1109/CW.2010.37
  • Filename
    5656346