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2005 International Conference on Cyberworlds (CW'05)
Smile and Laughter Recognition using Speech Processing and Face Recognition from Conversation Video
Singapore
November 23-November 25
ISBN: 0-7695-2378-1
Akinori Ito, Graduate School of Engineering, Tohoku University
Xinyue Wang, Graduate School of Engineering, Tohoku University
Motoyuki Suzuki, Graduate School of Engineering, Tohoku University
Shozo Makino, Graduate School of Engineering, Tohoku University
This paper describes a method to detect smiles and laughter sounds from the video of natural dialogue. A smile is the most common facial expression observed in a dialogue. Detecting a user?s smiles and laughter sounds can be useful for estimating the mental state of the user of a spoken-dialogue-based user interface. In addition, detecting laughter sound can be utilized to prevent the speech recognizer from wrongly recognizing the laughter sound as meaningful words. In this paper, a method to detect smile expression and laughter sound robustly by combining an image-based facial expression recognition method and an audio-based laughter sound recognition method. The image-based method uses a feature vector based on feature point detection from face images. The method could detect smile faces by more than 80% recall and precision rate. A method to combine a GMM-based laughter sound recognizer and the image-based method could improve the accuracy of detection of laughter sounds compared with methods that use image or sound only. As a result, more than 70% recall and precision rate of laughter sound detection was obtained from the natural conversation videos.
Citation:
Akinori Ito, Xinyue Wang, Motoyuki Suzuki, Shozo Makino, "Smile and Laughter Recognition using Speech Processing and Face Recognition from Conversation Video," cw, pp.437-444, 2005 International Conference on Cyberworlds (CW'05), 2005
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