A Facial Expression Emotion Recognition Based Human-robot Interaction System

被引:99
|
作者
Liu, Zhentao [1 ,2 ]
Wu, Min [1 ,2 ]
Cao, Weihua [1 ,2 ]
Chen, Luefeng [1 ,2 ]
Xu, Jianping [1 ,2 ]
Zhang, Ri [1 ,2 ]
Zhou, Mengtian [1 ,2 ]
Mao, Junwei [1 ,2 ]
机构
[1] China Univ Geosci, Sch Automat, Wuhan 430074, Hubei, Peoples R China
[2] Hubei Key Lab Adv Control & Intelligent Automat C, Wuhan 430074, Hubei, Peoples R China
基金
中国国家自然科学基金;
关键词
Emotion generation; facial expression emotion recognition (FEER); human-robot interaction (HRI); system design; EXTREME LEARNING-MACHINE; FACE;
D O I
10.1109/JAS.2017.7510622
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A facial expression emotion recognition based human-robot interaction (FEER-HRI) system is proposed, for which a four-layer system framework is designed. The FEERHRI system enables the robots not only to recognize human emotions, but also to generate facial expression for adapting to human emotions. A facial emotion recognition method based on 2D-Gabor, uniform local binary pattern (LBP) operator, and multiclass extreme learning machine (ELM) classifier is presented, which is applied to real-time facial expression recognition for robots. Facial expressions of robots are represented by simple cartoon symbols and displayed by a LED screen equipped in the robots, which can be easily understood by human. Four scenarios, i. e., guiding, entertainment, home service and scene simulation are performed in the human-robot interaction experiment, in which smooth communication is realized by facial expression recognition of humans and facial expression generation of robots within 2 seconds. As a few prospective applications, the FEERHRI system can be applied in home service, smart home, safe driving, and so on.
引用
收藏
页码:668 / 676
页数:9
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