Human-Robot Interaction Based on Facial Expression Recognition Using Deep Learning

被引:2
作者
Maeda, Yoichiro [1 ]
Sakai, Tensei [2 ]
Kamei, Katsuari [1 ]
Cooper, Eric W. [1 ]
机构
[1] Ritsumeikan Univ, Coll Informat Sci & Engn, 1-1-1 Noji Higashi, Kusatsu, Shiga 5258577, Japan
[2] Takano Co Ltd, 137 Miyada Mura, Nagano 3994301, Japan
来源
2020 JOINT 11TH INTERNATIONAL CONFERENCE ON SOFT COMPUTING AND INTELLIGENT SYSTEMS AND 21ST INTERNATIONAL SYMPOSIUM ON ADVANCED INTELLIGENT SYSTEMS (SCIS-ISIS) | 2020年
关键词
Emotion; Facial Expression; Deep Learning; Communication Robot; Markovian Emotional Model;
D O I
10.1109/SCISISIS50064.2020.9322719
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In recent years, many robots for the purpose of communicating with people have been developed. Such a robot is required to have human interaction and communication ability. In order to perform the interaction naturally, the nonverbal communication such as human facial expression and body movement is important. In this research, we propose a method to classify emotions from human face images by deep learning and generate a robot emotional reaction by Markovian emotional model. Here, we perform to learn human facial images with various emotions using CNN (Convolutional Neural Network) which is a kind of deep learning, and recognize human emotions from facial images in the human interaction. Based on the human emotion obtained by deep learning, the robot returns its emotional behavior to the human. In this research, we executed the interaction experiment using an real communication robot and this result is also reported in this paper.
引用
收藏
页码:211 / 216
页数:6
相关论文
共 9 条
[1]  
[Anonymous], Keras
[2]   Improvement of group performance of job distributed mobile robots by an emotionally biased control system [J].
Banik, Sajal ;
Watanabe, Keigo ;
Izumi, Kiyotaka .
ARTIFICIAL LIFE AND ROBOTICS, 2008, 12 (1-2) :245-249
[3]   Development of whole-body emotion expression humanoid robot [J].
Endo, Nobutsuna ;
Momoki, Shimpei ;
Zecca, Massimiliano ;
Saito, Minoru ;
Mizoguchi, Yu ;
Itoh, Kazuko ;
Takanishi, Atsuo .
2008 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS 1-9, 2008, :2140-+
[4]   Development and evaluation of interactive humanoid robots [J].
Kanda, T ;
Ishiguro, H ;
Imai, M ;
Ono, T .
PROCEEDINGS OF THE IEEE, 2004, 92 (11) :1839-1850
[5]   Human-Robot Interaction Using Markovian Emotional Model Based on Facial Recognition [J].
Maeda, Yoichiro ;
Geshi, Shotaro .
2018 JOINT 10TH INTERNATIONAL CONFERENCE ON SOFT COMPUTING AND INTELLIGENT SYSTEMS (SCIS) AND 19TH INTERNATIONAL SYMPOSIUM ON ADVANCED INTELLIGENT SYSTEMS (ISIS), 2018, :209-214
[6]  
Maeda Y, 2011, INT J INNOV COMPUT I, V7, P2961
[7]   A CIRCUMPLEX MODEL OF AFFECT [J].
RUSSELL, JA .
JOURNAL OF PERSONALITY AND SOCIAL PSYCHOLOGY, 1980, 39 (06) :1161-1178
[8]  
Takara Tomy, COZMO
[9]  
WITVLIET CV, 1995, PSYCHOPHYSIOLOGY, V32, P436