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
Link To Document :
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