An interactive greeting system using convolutional neural networks for emotion recognition

被引:9
|
作者
Lu, Ching-Ta [1 ,2 ,3 ]
Su, Chung-Wei [1 ]
Jiang, Hui-Ling [1 ,4 ]
Lu, Yen-Yu [1 ]
机构
[1] Asia Univ, Dept Informat Commun, Taichung 41354, Taiwan
[2] Asia Univ, Dept Audiol & Speech Language Pathol, Taichung 41354, Taiwan
[3] China Med Univ, China Med Univ Hosp, Dept Med Res, Taichung 40402, Taiwan
[4] Natl Yang Ming Chiao Tung Univ, Dept Commun & Technol, Hsinchu 302, Taiwan
关键词
Deep-learning; Convolutional neural network; Emotion recognition; Interactive greeting; Human-computer interaction;
D O I
10.1016/j.entcom.2021.100452
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
The convolutional neural network (CNN) has been progressively applied in face recognition and various applications. This paper presents an interactive greeting system that combines face identification, emotion recognition, and funny 3D animation. The proposed system recognizes a user by a face-CNN and interacts with the user according to the recognized mood. The animated 3D girl plays a motion-dependent video according to the recognized user's emotion. First, we employ a Viola-Jones algorithm to segment the areas around the face, eyes, and mouth in a captured image. The face-CNN recognizes a known person. An eye-CNN and a mouth-CNN recognize the emotion. Finally, a 3D animation is played according to the identified emotion. Experimental results show that the proposed interactive greeting system recognizes target persons well, identifies the emotion adequately, and provides users to enjoy funny interaction.
引用
收藏
页数:11
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